Permission

Overview

The Feast permissions model allows to configure granular permission policies to all the resources defined in a feature store.

The configured permissions are stored in the Feast registry and accessible through the CLI and the registry APIs.

The permission authorization enforcement is performed when requests are executed through one of the Feast (Python) servers

• The online feature server (REST)

• The offline feature server (Arrow Flight)

• The registry server (gRPC)

Note that there is no permission enforcement when accessing the Feast API with a local provider.

Concepts

The permission model is based on the following components:

• A resource is a Feast object that we want to secure against unauthorized access.

  • We assume that the resource has a name attribute and optional dictionary of associated key-value tags.

• An action is a logical operation executed on the secured resource, like:

  • create: Create an instance.

  • describe: Access the instance state.

  • update: Update the instance state.

  • delete: Delete an instance.

  • read: Read both online and offline stores.

  • read_online: Read the online store.

  • read_offline: Read the offline store.

  • write: Write on any store.

  • write_online: Write to the online store.

  • write_offline: Write to the offline store.

• A policy identifies the rule for enforcing authorization decisions on secured resources, based on the current user.

  • A default implementation is provided for role-based policies, using the user roles to grant or deny access to the requested actions on the secured resources.

The Permission class identifies a single permission configured on the feature store and is identified by these attributes:

• name: The permission name.

• types: The list of protected resource types. Defaults to all managed types, e.g. the ALL_RESOURCE_TYPES alias. All sub-classes are included in the resource match.

• name_pattern: A regex to match the resource name. Defaults to None, meaning that no name filtering is applied

• required_tags: Dictionary of key-value pairs that must match the resource tags. Defaults to None, meaning that no tags filtering is applied.

• actions: The actions authorized by this permission. Defaults to ALL_VALUES, an alias defined in the action module.

• policy: The policy to be applied to validate a client request.

To simplify configuration, several constants are defined to streamline the permissions setup:

• In module feast.feast_object:

  • ALL_RESOURCE_TYPES is the list of all the FeastObject types.

  • ALL_FEATURE_VIEW_TYPES is the list of all the feature view types, including those not inheriting from FeatureView type like OnDemandFeatureView.

• In module feast.permissions.action:

  • ALL_ACTIONS is the list of all managed actions.

  • READ includes all the read actions for online and offline store.

  • WRITE includes all the write actions for online and offline store.

  • CRUD includes all the state management actions to create, describe, update or delete a Feast resource.

Given the above definitions, the feature store can be configured with granular control over each resource, enabling partitioned access by teams to meet organizational requirements for service and data sharing, and protection of sensitive information.

The feast CLI includes a new permissions command to list the registered permissions, with options to identify the matching resources for each configured permission and the existing resources that are not covered by any permission.

Note: Feast resources that do not match any of the configured permissions are not secured by any authorization policy, meaning any user can execute any action on such resources.

Definition examples

This permission definition grants access to the resource state and the ability to read all of the stores for any feature view or feature service to all users with the role super-reader:

Permission(
    name="feature-reader",
    types=[FeatureView, FeatureService],
    policy=RoleBasedPolicy(roles=["super-reader"]),
    actions=[AuthzedAction.DESCRIBE, READ],
)

This example grants permission to write on all the data sources with risk_level tag set to high only to users with role admin or data_team:

Permission(
    name="ds-writer",
    types=[DataSource],
    required_tags={"risk_level": "high"},
    policy=RoleBasedPolicy(roles=["admin", "data_team"]),
    actions=[AuthzedAction.WRITE],
)

Note: When using multiple roles in a role-based policy, the user must be granted at least one of the specified roles.

The following permission grants authorization to read the offline store of all the feature views including risky in the name, to users with role trusted:

Permission(
    name="reader",
    types=[FeatureView],
    name_pattern=".*risky.*",
    policy=RoleBasedPolicy(roles=["trusted"]),
    actions=[AuthzedAction.READ_OFFLINE],
)

Authorization configuration

In order to leverage the permission functionality, the auth section is needed in the feature_store.yaml configuration. Currently, Feast supports OIDC and Kubernetes RBAC authorization protocols.

The default configuration, if you don't specify the auth configuration section, is no_auth, indicating that no permission enforcement is applied.

The auth section includes a type field specifying the actual authorization protocol, and protocol-specific fields that are specified in Authorization Manager.