examples/operator-rbac/1-setup-operator-rbac.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Feast Operator with RBAC Configuration\n",
    "## Objective\n",
    "\n",
    "This demo provides a reference implementation of a runbook on how to enable Role-Based Access Control (RBAC) for Feast using the Feast Operator with the Kubernetes authentication type. This serves as useful reference material for a cluster admin / MLOps engineer.\n",
    "\n",
    "The demo steps include deploying the Feast Operator, creating Feast instances with server components (registry, offline store, online store), and Feast client testing locally. The goal is to ensure secure access control for Feast instances deployed by the Feast Operator.\n",
    " \n",
    "Please read these reference documents for understanding the Feast RBAC framework.\n",
    "- [RBAC Architecture](https://docs.feast.dev/v/master/getting-started/architecture/rbac) \n",
    "- [RBAC Permission](https://docs.feast.dev/v/master/getting-started/concepts/permission).\n",
    "- [RBAC Authorization Manager](https://docs.feast.dev/v/master/getting-started/components/authz_manager)\n"
   ]
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "## Deployment Architecture\n",
    "In this notebook, we will deploy a distributed topology of Feast services, which includes:\n",
    "\n",
    "* `Registry Server`: Handles metadata storage for feature definitions.\n",
    "* `Online Store Server`: Uses the `Registry Server` to query metadata and is responsible for low-latency serving of features.\n",
    "* `Offline Store Server`: Uses the `Registry Server` to query metadata and provides access to batch data for historical feature retrieval.\n",
    "\n",
    "Additionally, we will cover:\n",
    "* RBAC Configuration with Kubernetes Authentication for Feast resources."
   ]
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "## Prerequisites\n",
    "* Kubernetes Cluster\n",
    "* [kubectl](https://kubernetes.io/docs/tasks/tools/#kubectl) Kubernetes CLI tool."
   ]
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "## Install Prerequisites\n",
    "The following commands install and configure all the prerequisites on a MacOS environment. You can find the\n",
    "equivalent instructions on the offical documentation pages:\n",
    "* Install the `kubectl` cli.\n",
    "* Install Kubernetes and Container runtime (e.g. [Colima](https://github.com/abiosoft/colima)).\n",
    "  * Alternatively, authenticate to an existing Kubernetes or OpenShift cluster.\n",
    "  \n",
    "```bash\n",
    "brew install colima kubectl\n",
    "colima start -r containerd -k -m 3 -d 100 -c 2 --cpu-type max -a x86_64\n",
    "colima list\n",
    "```"
   ]
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-06T18:27:31.474254Z",
     "start_time": "2025-03-06T18:27:31.012088Z"
    }
   },
   "cell_type": "code",
   "source": [
    "!kubectl create ns feast\n",
    "!kubectl config set-context --current --namespace feast"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "namespace/feast created\r\n",
      "Context \"kind-kind\" modified.\r\n"
     ]
    }
   ],
   "execution_count": 1
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "Validate the cluster setup:"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-06T18:32:23.198122Z",
     "start_time": "2025-03-06T18:32:22.930547Z"
    }
   },
   "cell_type": "code",
   "source": "!kubectl get ns feast",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NAME    STATUS   AGE\r\n",
      "feast   Active   4m52s\r\n"
     ]
    }
   ],
   "execution_count": 2
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "## Feast Admin Steps:\n",
    "Feast Admins or MLOps Engineers may require Kubernetes Cluster Admin roles when working with OpenShift or Kubernetes clusters. Below is the list of steps Required to set up Feast RBAC with the Operator by an Admin or MLOps Engineer.\n",
    "\n",
    "1. **Install the Feast Operator**\n",
    "2. **Install the Feast services via FeatureStore CR**\n",
    "3. **Configure the RBAC Permissions**\n",
    "4. **Perform Feast Apply**\n",
    "5. **Setting Service Account and Role Binding**\n",
    "\n",
    "## Install the Feast Operator"
   ]
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-06T18:32:40.721042Z",
     "start_time": "2025-03-06T18:32:28.484245Z"
    }
   },
   "cell_type": "code",
   "source": [
    "## Use this install command from a stable branch  \n",
    "!kubectl apply -f ../../infra/feast-operator/dist/install.yaml\n",
    "\n",
    "## OR, for the latest code/builds, use one the following commands from the 'master' branch\n",
    "# !make -C ../../infra/feast-operator install deploy IMG=quay.io/feastdev-ci/feast-operator:develop FS_IMG=quay.io/feastdev-ci/feature-server:develop\n",
    "# !make -C ../../infra/feast-operator install deploy IMG=quay.io/feastdev-ci/feast-operator:$(git rev-parse HEAD) FS_IMG=quay.io/feastdev-ci/feature-server:$(git rev-parse HEAD)\n",
    "\n",
    "!kubectl wait --for=condition=available --timeout=5m deployment/feast-operator-controller-manager -n feast-operator-system"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "namespace/feast-operator-system created\r\n",
      "customresourcedefinition.apiextensions.k8s.io/featurestores.feast.dev created\r\n",
      "serviceaccount/feast-operator-controller-manager created\r\n",
      "role.rbac.authorization.k8s.io/feast-operator-leader-election-role created\r\n",
      "clusterrole.rbac.authorization.k8s.io/feast-operator-featurestore-editor-role created\r\n",
      "clusterrole.rbac.authorization.k8s.io/feast-operator-featurestore-viewer-role created\r\n",
      "clusterrole.rbac.authorization.k8s.io/feast-operator-manager-role created\r\n",
      "clusterrole.rbac.authorization.k8s.io/feast-operator-metrics-auth-role created\r\n",
      "clusterrole.rbac.authorization.k8s.io/feast-operator-metrics-reader created\r\n",
      "rolebinding.rbac.authorization.k8s.io/feast-operator-leader-election-rolebinding created\r\n",
      "clusterrolebinding.rbac.authorization.k8s.io/feast-operator-manager-rolebinding created\r\n",
      "clusterrolebinding.rbac.authorization.k8s.io/feast-operator-metrics-auth-rolebinding created\r\n",
      "service/feast-operator-controller-manager-metrics-service created\r\n",
      "deployment.apps/feast-operator-controller-manager created\r\n",
      "deployment.apps/feast-operator-controller-manager condition met\r\n"
     ]
    }
   ],
   "execution_count": 3
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Install the Feast services via FeatureStore CR\n",
    "Next, we'll use the running Feast Operator to install the feast services with Server components online, offline, registry with kubernetes Authorization set. Apply the included [reference deployment](../../infra/feast-operator/config/samples/v1alpha1_featurestore_kubernetes_auth.yaml) to install and configure Feast with kubernetes Authorization ."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-06T18:34:39.847211Z",
     "start_time": "2025-03-06T18:34:39.378680Z"
    }
   },
   "source": [
    "!cat ../../infra/feast-operator/config/samples/v1alpha1_featurestore_kubernetes_auth.yaml\n",
    "!kubectl apply -f ../../infra/feast-operator/config/samples/v1alpha1_featurestore_kubernetes_auth.yaml -n feast"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "apiVersion: feast.dev/v1alpha1\r\n",
      "kind: FeatureStore\r\n",
      "metadata:\r\n",
      "  name: sample-kubernetes-auth\r\n",
      "spec:\r\n",
      "  feastProject: feast_rbac\r\n",
      "  authz:\r\n",
      "    kubernetes:\r\n",
      "      roles:\r\n",
      "        - feast-writer\r\n",
      "        - feast-reader\r\n",
      "  services:\r\n",
      "    offlineStore:\r\n",
      "      server: {}\r\n",
      "    onlineStore:\r\n",
      "      server: {}\r\n",
      "    registry:\r\n",
      "      local:\r\n",
      "        server: {}\r\n",
      "    ui: {}\r\n",
      "featurestore.feast.dev/sample-kubernetes-auth created\r\n"
     ]
    }
   ],
   "execution_count": 4
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Validate the running FeatureStore deployment\n",
    "Validate the deployment status."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-06T18:35:05.202176Z",
     "start_time": "2025-03-06T18:35:02.498106Z"
    }
   },
   "source": [
    "!kubectl get all\n",
    "!kubectl wait --for=condition=available --timeout=8m deployment/feast-sample-kubernetes-auth"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NAME                                                READY   STATUS    RESTARTS   AGE\r\n",
      "pod/feast-sample-kubernetes-auth-774f6df8df-95nc6   0/4     Running   0          22s\r\n",
      "\r\n",
      "NAME                                            TYPE        CLUSTER-IP      EXTERNAL-IP   PORT(S)   AGE\r\n",
      "service/feast-sample-kubernetes-auth-offline    ClusterIP   10.96.38.230    <none>        80/TCP    22s\r\n",
      "service/feast-sample-kubernetes-auth-online     ClusterIP   10.96.140.194   <none>        80/TCP    22s\r\n",
      "service/feast-sample-kubernetes-auth-registry   ClusterIP   10.96.140.31    <none>        80/TCP    22s\r\n",
      "service/feast-sample-kubernetes-auth-ui         ClusterIP   10.96.26.21     <none>        80/TCP    22s\r\n",
      "\r\n",
      "NAME                                           READY   UP-TO-DATE   AVAILABLE   AGE\r\n",
      "deployment.apps/feast-sample-kubernetes-auth   0/1     1            0           22s\r\n",
      "\r\n",
      "NAME                                                      DESIRED   CURRENT   READY   AGE\r\n",
      "replicaset.apps/feast-sample-kubernetes-auth-774f6df8df   1         1         0       22s\r\n",
      "deployment.apps/feast-sample-kubernetes-auth condition met\r\n"
     ]
    }
   ],
   "execution_count": 5
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Validate that the FeatureStore CR is in a `Ready` state."
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-06T18:35:55.728523Z",
     "start_time": "2025-03-06T18:35:55.452894Z"
    }
   },
   "source": [
    "!kubectl get feast"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NAME                     STATUS   AGE\r\n",
      "sample-kubernetes-auth   Ready    76s\r\n"
     ]
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "## Configure the RBAC Permissions\n",
    "As we have created Kubernetes roles in FeatureStore CR to manage access control for Feast objects, the Python script `permissions_apply.py` will apply these roles to configure permissions. See the detailed code example below with comments."
   ]
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-06T18:37:17.062072Z",
     "start_time": "2025-03-06T18:37:16.930026Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#view the permissions  \n",
    "!cat  permissions_apply.py"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "# Necessary modules for permissions and policies in Feast for RBAC\r\n",
      "from feast.feast_object import ALL_RESOURCE_TYPES\r\n",
      "from feast.permissions.action import READ, AuthzedAction, ALL_ACTIONS\r\n",
      "from feast.permissions.permission import Permission\r\n",
      "from feast.permissions.policy import RoleBasedPolicy\r\n",
      "\r\n",
      "# Define K8s roles same as created with FeatureStore CR\r\n",
      "admin_roles = [\"feast-writer\"]  # Full access (can create, update, delete ) Feast Resources\r\n",
      "user_roles = [\"feast-reader\"]   # Read-only access on Feast Resources\r\n",
      "\r\n",
      "# User permissions (feast_user_permission)\r\n",
      "# - Grants read and describing Feast objects access\r\n",
      "user_perm = Permission(\r\n",
      "    name=\"feast_user_permission\",\r\n",
      "    types=ALL_RESOURCE_TYPES,\r\n",
      "    policy=RoleBasedPolicy(roles=user_roles),\r\n",
      "    actions=[AuthzedAction.DESCRIBE] + READ  # Read access (READ_ONLINE, READ_OFFLINE) + describe other Feast Resources.\r\n",
      ")\r\n",
      "\r\n",
      "# Admin permissions (feast_admin_permission)\r\n",
      "# - Grants full control over all resources\r\n",
      "admin_perm = Permission(\r\n",
      "    name=\"feast_admin_permission\",\r\n",
      "    types=ALL_RESOURCE_TYPES,\r\n",
      "    policy=RoleBasedPolicy(roles=admin_roles),\r\n",
      "    actions=ALL_ACTIONS  # Full permissions: CREATE, UPDATE, DELETE, READ, WRITE\r\n",
      ")\r\n"
     ]
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-06T18:37:31.662484Z",
     "start_time": "2025-03-06T18:37:31.139869Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Copy the Permissions to the pods under feature_repo directory\n",
    "!kubectl cp permissions_apply.py $(kubectl get pods -l 'feast.dev/name=sample-kubernetes-auth' -ojsonpath=\"{.items[*].metadata.name}\"):/feast-data/feast_rbac/feature_repo -c online"
   ],
   "outputs": [],
   "execution_count": 8
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-06T18:37:38.003082Z",
     "start_time": "2025-03-06T18:37:37.662378Z"
    }
   },
   "source": [
    "#view the feature_store.yaml configuration \n",
    "!kubectl exec deploy/feast-sample-kubernetes-auth -itc online -- cat feature_store.yaml"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "project: feast_rbac\r\n",
      "provider: local\r\n",
      "offline_store:\r\n",
      "    type: dask\r\n",
      "online_store:\r\n",
      "    path: /feast-data/online_store.db\r\n",
      "    type: sqlite\r\n",
      "registry:\r\n",
      "    path: /feast-data/registry.db\r\n",
      "    registry_type: file\r\n",
      "auth:\r\n",
      "    type: kubernetes\r\n",
      "entity_key_serialization_version: 3\r\n"
     ]
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## Apply the Permissions and Feast Object to Registry"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-06T18:37:56.131390Z",
     "start_time": "2025-03-06T18:37:45.483916Z"
    }
   },
   "cell_type": "code",
   "source": "!kubectl exec deploy/feast-sample-kubernetes-auth -itc online -- feast apply",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<jemalloc>: MADV_DONTNEED does not work (memset will be used instead)\r\n",
      "<jemalloc>: (This is the expected behaviour if you are running under QEMU)\r\n",
      "/opt/app-root/lib64/python3.11/site-packages/feast/feature_view.py:48: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity '__dummy'.\r\n",
      "  DUMMY_ENTITY = Entity(\r\n",
      "/opt/app-root/lib64/python3.11/site-packages/pydantic/_internal/_fields.py:192: UserWarning: Field name \"vector_enabled\" in \"SqliteOnlineStoreConfig\" shadows an attribute in parent \"VectorStoreConfig\"\r\n",
      "  warnings.warn(\r\n",
      "/opt/app-root/lib64/python3.11/site-packages/pydantic/_internal/_fields.py:192: UserWarning: Field name \"vector_len\" in \"SqliteOnlineStoreConfig\" shadows an attribute in parent \"VectorStoreConfig\"\r\n",
      "  warnings.warn(\r\n",
      "/feast-data/feast_rbac/feature_repo/example_repo.py:27: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity 'driver'.\r\n",
      "  driver = Entity(name=\"driver\", join_keys=[\"driver_id\"])\r\n",
      "Applying changes for project feast_rbac\r\n",
      "/opt/app-root/lib64/python3.11/site-packages/feast/feature_store.py:579: RuntimeWarning: On demand feature view is an experimental feature. This API is stable, but the functionality does not scale well for offline retrieval\r\n",
      "  warnings.warn(\r\n",
      "Created project \u001B[1m\u001B[32mfeast_rbac\u001B[0m\r\n",
      "Created entity \u001B[1m\u001B[32mdriver\u001B[0m\r\n",
      "Created feature view \u001B[1m\u001B[32mdriver_hourly_stats\u001B[0m\r\n",
      "Created feature view \u001B[1m\u001B[32mdriver_hourly_stats_fresh\u001B[0m\r\n",
      "Created on demand feature view \u001B[1m\u001B[32mtransformed_conv_rate\u001B[0m\r\n",
      "Created on demand feature view \u001B[1m\u001B[32mtransformed_conv_rate_fresh\u001B[0m\r\n",
      "Created feature service \u001B[1m\u001B[32mdriver_activity_v2\u001B[0m\r\n",
      "Created feature service \u001B[1m\u001B[32mdriver_activity_v1\u001B[0m\r\n",
      "Created feature service \u001B[1m\u001B[32mdriver_activity_v3\u001B[0m\r\n",
      "Created permission \u001B[1m\u001B[32mfeast_admin_permission\u001B[0m\r\n",
      "Created permission \u001B[1m\u001B[32mfeast_user_permission\u001B[0m\r\n",
      "\r\n",
      "Created sqlite table \u001B[1m\u001B[32mfeast_rbac_driver_hourly_stats_fresh\u001B[0m\r\n",
      "Created sqlite table \u001B[1m\u001B[32mfeast_rbac_driver_hourly_stats\u001B[0m\r\n",
      "\r\n"
     ]
    }
   ],
   "execution_count": 10
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": "**List the applied permission details permissions on Feast Resources.**"
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-06T18:38:45.881715Z",
     "start_time": "2025-03-06T18:38:04.170364Z"
    }
   },
   "source": [
    "!kubectl exec deploy/feast-sample-kubernetes-auth -itc online -- feast permissions list-roles\n",
    "!kubectl exec deploy/feast-sample-kubernetes-auth -itc online -- feast permissions list\n",
    "!kubectl exec deploy/feast-sample-kubernetes-auth -itc online -- feast permissions describe feast_admin_permission\n",
    "!kubectl exec deploy/feast-sample-kubernetes-auth -itc online -- feast permissions describe feast_user_permission"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<jemalloc>: MADV_DONTNEED does not work (memset will be used instead)\r\n",
      "<jemalloc>: (This is the expected behaviour if you are running under QEMU)\r\n",
      "/opt/app-root/lib64/python3.11/site-packages/feast/feature_view.py:48: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity '__dummy'.\r\n",
      "  DUMMY_ENTITY = Entity(\r\n",
      "/opt/app-root/lib64/python3.11/site-packages/pydantic/_internal/_fields.py:192: UserWarning: Field name \"vector_enabled\" in \"SqliteOnlineStoreConfig\" shadows an attribute in parent \"VectorStoreConfig\"\r\n",
      "  warnings.warn(\r\n",
      "/opt/app-root/lib64/python3.11/site-packages/pydantic/_internal/_fields.py:192: UserWarning: Field name \"vector_len\" in \"SqliteOnlineStoreConfig\" shadows an attribute in parent \"VectorStoreConfig\"\r\n",
      "  warnings.warn(\r\n",
      "+--------------+\r\n",
      "| ROLE NAME    |\r\n",
      "+==============+\r\n",
      "| feast-reader |\r\n",
      "+--------------+\r\n",
      "| feast-writer |\r\n",
      "+--------------+\r\n",
      "<jemalloc>: MADV_DONTNEED does not work (memset will be used instead)\r\n",
      "<jemalloc>: (This is the expected behaviour if you are running under QEMU)\r\n",
      "/opt/app-root/lib64/python3.11/site-packages/feast/feature_view.py:48: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity '__dummy'.\r\n",
      "  DUMMY_ENTITY = Entity(\r\n",
      "/opt/app-root/lib64/python3.11/site-packages/pydantic/_internal/_fields.py:192: UserWarning: Field name \"vector_enabled\" in \"SqliteOnlineStoreConfig\" shadows an attribute in parent \"VectorStoreConfig\"\r\n",
      "  warnings.warn(\r\n",
      "/opt/app-root/lib64/python3.11/site-packages/pydantic/_internal/_fields.py:192: UserWarning: Field name \"vector_len\" in \"SqliteOnlineStoreConfig\" shadows an attribute in parent \"VectorStoreConfig\"\r\n",
      "  warnings.warn(\r\n",
      "NAME                    TYPES                NAME_PATTERNS    ACTIONS        ROLES         REQUIRED_TAGS\r\n",
      "feast_admin_permission  Project              -                CREATE         feast-writer  -\r\n",
      "                        FeatureView                           DESCRIBE\r\n",
      "                        OnDemandFeatureView                   UPDATE\r\n",
      "                        BatchFeatureView                      DELETE\r\n",
      "                        StreamFeatureView                     READ_ONLINE\r\n",
      "                        Entity                                READ_OFFLINE\r\n",
      "                        FeatureService                        WRITE_ONLINE\r\n",
      "                        DataSource                            WRITE_OFFLINE\r\n",
      "                        ValidationReference\r\n",
      "                        SavedDataset\r\n",
      "                        Permission\r\n",
      "feast_user_permission   Project              -                DESCRIBE       feast-reader  -\r\n",
      "                        FeatureView                           READ_OFFLINE\r\n",
      "                        OnDemandFeatureView                   READ_ONLINE\r\n",
      "                        BatchFeatureView\r\n",
      "                        StreamFeatureView\r\n",
      "                        Entity\r\n",
      "                        FeatureService\r\n",
      "                        DataSource\r\n",
      "                        ValidationReference\r\n",
      "                        SavedDataset\r\n",
      "                        Permission\r\n",
      "<jemalloc>: MADV_DONTNEED does not work (memset will be used instead)\r\n",
      "<jemalloc>: (This is the expected behaviour if you are running under QEMU)\r\n",
      "/opt/app-root/lib64/python3.11/site-packages/feast/feature_view.py:48: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity '__dummy'.\r\n",
      "  DUMMY_ENTITY = Entity(\r\n",
      "/opt/app-root/lib64/python3.11/site-packages/pydantic/_internal/_fields.py:192: UserWarning: Field name \"vector_enabled\" in \"SqliteOnlineStoreConfig\" shadows an attribute in parent \"VectorStoreConfig\"\r\n",
      "  warnings.warn(\r\n",
      "/opt/app-root/lib64/python3.11/site-packages/pydantic/_internal/_fields.py:192: UserWarning: Field name \"vector_len\" in \"SqliteOnlineStoreConfig\" shadows an attribute in parent \"VectorStoreConfig\"\r\n",
      "  warnings.warn(\r\n",
      "spec:\r\n",
      "  name: feast_admin_permission\r\n",
      "  types:\r\n",
      "  - PROJECT\r\n",
      "  - FEATURE_VIEW\r\n",
      "  - ON_DEMAND_FEATURE_VIEW\r\n",
      "  - BATCH_FEATURE_VIEW\r\n",
      "  - STREAM_FEATURE_VIEW\r\n",
      "  - ENTITY\r\n",
      "  - FEATURE_SERVICE\r\n",
      "  - DATA_SOURCE\r\n",
      "  - VALIDATION_REFERENCE\r\n",
      "  - SAVED_DATASET\r\n",
      "  - PERMISSION\r\n",
      "  actions:\r\n",
      "  - CREATE\r\n",
      "  - DESCRIBE\r\n",
      "  - UPDATE\r\n",
      "  - DELETE\r\n",
      "  - READ_ONLINE\r\n",
      "  - READ_OFFLINE\r\n",
      "  - WRITE_ONLINE\r\n",
      "  - WRITE_OFFLINE\r\n",
      "  policy:\r\n",
      "    roleBasedPolicy:\r\n",
      "      roles:\r\n",
      "      - feast-writer\r\n",
      "meta:\r\n",
      "  createdTimestamp: '2025-03-06T18:37:55.742625Z'\r\n",
      "  lastUpdatedTimestamp: '2025-03-06T18:37:55.742625Z'\r\n",
      "\r\n",
      "<jemalloc>: MADV_DONTNEED does not work (memset will be used instead)\r\n",
      "<jemalloc>: (This is the expected behaviour if you are running under QEMU)\r\n",
      "/opt/app-root/lib64/python3.11/site-packages/feast/feature_view.py:48: DeprecationWarning: Entity value_type will be mandatory in the next release. Please specify a value_type for entity '__dummy'.\r\n",
      "  DUMMY_ENTITY = Entity(\r\n",
      "/opt/app-root/lib64/python3.11/site-packages/pydantic/_internal/_fields.py:192: UserWarning: Field name \"vector_enabled\" in \"SqliteOnlineStoreConfig\" shadows an attribute in parent \"VectorStoreConfig\"\r\n",
      "  warnings.warn(\r\n",
      "/opt/app-root/lib64/python3.11/site-packages/pydantic/_internal/_fields.py:192: UserWarning: Field name \"vector_len\" in \"SqliteOnlineStoreConfig\" shadows an attribute in parent \"VectorStoreConfig\"\r\n",
      "  warnings.warn(\r\n",
      "spec:\r\n",
      "  name: feast_user_permission\r\n",
      "  types:\r\n",
      "  - PROJECT\r\n",
      "  - FEATURE_VIEW\r\n",
      "  - ON_DEMAND_FEATURE_VIEW\r\n",
      "  - BATCH_FEATURE_VIEW\r\n",
      "  - STREAM_FEATURE_VIEW\r\n",
      "  - ENTITY\r\n",
      "  - FEATURE_SERVICE\r\n",
      "  - DATA_SOURCE\r\n",
      "  - VALIDATION_REFERENCE\r\n",
      "  - SAVED_DATASET\r\n",
      "  - PERMISSION\r\n",
      "  actions:\r\n",
      "  - DESCRIBE\r\n",
      "  - READ_OFFLINE\r\n",
      "  - READ_ONLINE\r\n",
      "  policy:\r\n",
      "    roleBasedPolicy:\r\n",
      "      roles:\r\n",
      "      - feast-reader\r\n",
      "meta:\r\n",
      "  createdTimestamp: '2025-03-06T18:37:55.743643Z'\r\n",
      "  lastUpdatedTimestamp: '2025-03-06T18:37:55.743643Z'\r\n",
      "\r\n"
     ]
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "## Setting Up Service Account and RoleBinding \n",
    "The steps below will:\n",
    "- Create **three different ServiceAccounts** for Feast.\n",
    "- Assign appropriate **RoleBindings** for access control."
   ]
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": [
    "## Test Cases\n",
    "| User Type       | ServiceAccount               | RoleBinding Assigned | Expected Behavior in output                                |\n",
    "|----------------|-----------------------------|----------------------|------------------------------------------------------------|\n",
    "| **Read-Only**  | `feast-user-sa`              | `feast-reader`       | Can **read** from the feature store, but **cannot write**. |\n",
    "| **Unauthorized** | `feast-unauthorized-user-sa` | _None_               | **Access should be denied** in `test.py`.                  |\n",
    "| **Admin**      | `feast-admin-sa`             | `feast-writer`       | Can **read and write** feature store data.                 |"
   ]
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": ""
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### Setup Read-Only Feast User  the ServiceAccount and Role Binding (serviceaccount: feast-user-sa, role: feast-reader)"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-06T18:42:04.122440Z",
     "start_time": "2025-03-06T18:42:03.397214Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Step 1: Create the ServiceAccount\n",
    "!echo \"Creating ServiceAccount: feast-user-sa\"\n",
    "!kubectl create serviceaccount feast-user-sa -n feast\n",
    "\n",
    "# Step 2: Assign RoleBinding (Read-Only Access for Feast)\n",
    "!echo \"Assigning Read-Only RoleBinding: feast-user-rolebinding\"\n",
    "!kubectl create rolebinding feast-user-rolebinding --role=feast-reader --serviceaccount=feast:feast-user-sa -n feast"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating ServiceAccount: feast-user-sa\r\n",
      "serviceaccount/feast-user-sa created\r\n",
      "Assigning Read-Only RoleBinding: feast-user-rolebinding\r\n",
      "rolebinding.rbac.authorization.k8s.io/feast-user-rolebinding created\r\n"
     ]
    }
   ],
   "execution_count": 12
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### Setup Unauthorized Feast User (serviceaccount: feast-unauthorized-user-sa, role: None)"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-06T18:42:07.992216Z",
     "start_time": "2025-03-06T18:42:07.721628Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Create the ServiceAccount (Without RoleBinding)\n",
    "!echo \"Creating Unauthorized ServiceAccount: feast-unauthorized-user-sa\"\n",
    "!kubectl create serviceaccount feast-unauthorized-user-sa -n feast\n"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating Unauthorized ServiceAccount: feast-unauthorized-user-sa\r\n",
      "serviceaccount/feast-unauthorized-user-sa created\r\n"
     ]
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## Setup Test Admin Feast User (serviceaccount: feast-admin-sa, role: feast-writer)"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-06T18:42:11.651408Z",
     "start_time": "2025-03-06T18:42:11.097231Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Create the ServiceAccount\n",
    "!echo \"Creating ServiceAccount: feast-admin-sa\"\n",
    "!kubectl create serviceaccount feast-admin-sa -n feast\n",
    "\n",
    "# Assign RoleBinding (Admin Access for Feast)\n",
    "!echo \"Assigning Admin RoleBinding: feast-admin-rolebinding\"\n",
    "!kubectl create rolebinding feast-admin-rolebinding --role=feast-writer --serviceaccount=feast:feast-admin-sa -n feast\n"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creating ServiceAccount: feast-admin-sa\r\n",
      "serviceaccount/feast-admin-sa created\r\n",
      "Assigning Admin RoleBinding: feast-admin-rolebinding\r\n",
      "rolebinding.rbac.authorization.k8s.io/feast-admin-rolebinding created\r\n"
     ]
    }
   ],
   "execution_count": 14
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "[Next Run Client notebook](./2-client.ipynb)"
  }
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