- 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.
In order to use this offline store, you'll need to run pip install 'feast[gcp]'. You can get started by then running feast init -t gcp.
{% code title="feature_store.yaml" %}
project: my_feature_repo
registry: gs://my-bucket/data/registry.db
provider: gcp{% endcode %}
| 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 |