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v0.22-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
Using Scalable Registry
Building streaming features
How-to Guides
Running Feast with Snowflake/GCP/AWS
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
Local
Google Cloud Platform
Amazon Web Services
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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Google Cloud Platform
Description
Offline Store: Uses the
BigQuery
offline store by default. Also supports File as the offline store.
Online Store: Uses the
Datastore
online store by default. Also supports Sqlite as an online store.
Example
feature_store.yaml
1
project
:
my_feature_repo
2
registry
:
gs
:
//my
-
bucket/data/registry.db
3
provider
:
gcp
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Permissions
Command
Component
Permissions
Recommended Role
Apply
BigQuery (source)
bigquery.jobs.create
bigquery.readsessions.create
bigquery.readsessions.getData
roles/bigquery.user
Apply
Datastore (destination)
datastore.entities.allocateIds
datastore.entities.create
datastore.entities.delete
datastore.entities.get
datastore.entities.list
datastore.entities.update
roles/datastore.owner
Materialize
BigQuery (source)
bigquery.jobs.create
roles/bigquery.user
Materialize
Datastore (destination)
datastore.entities.allocateIds
datastore.entities.create
datastore.entities.delete
datastore.entities.get
datastore.entities.list
datastore.entities.update
datastore.databases.get
roles/datastore.owner
Get Online Features
Datastore
datastore.entities.get
roles/datastore.user
Get Historical Features
BigQuery (source)
bigquery.datasets.get
bigquery.tables.get
bigquery.tables.create
bigquery.tables.updateData
bigquery.tables.update
bigquery.tables.delete
bigquery.tables.getData
roles/bigquery.dataEditor
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Contents
Description
Example
Permissions