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Providers

Please see Provider for an explanation of providers.

Localchevron-rightGoogle Cloud Platformchevron-rightAmazon Web Serviceschevron-right

Amazon Web Services

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Description

  • Offline Store: Uses the Redshift offline store by default. Also supports File as the offline store.

  • Online Store: Uses the DynamoDB online store by default. Also supports Sqlite as an online store.

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Example

Local

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Description

  • Offline Store: Uses the File offline store by default. Also supports BigQuery as the offline store.

  • Online Store: Uses the Sqlite online store by default. Also supports Redis and Datastore as online stores.

feature_store.yaml
project: my_feature_repo
registry: data/registry.db
provider: aws
online_store:
  type: dynamodb
  region: us-west-2
offline_store:
  type: redshift
  region: us-west-2
  cluster_id: feast-cluster
  database: feast-database
  user: redshift-user
  s3_staging_location: s3://feast-bucket/redshift
  iam_role: arn:aws:iam::123456789012:role/redshift_s3_access_role

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Example

feature_store.yaml
project: my_feature_repo
registry: data/registry.db
provider: local

Google Cloud Platform

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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.

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Example

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Permissions

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

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)

feature_store.yaml
project: my_feature_repo
registry: gs://my-bucket/data/registry.db
provider: gcp