[Docs] Updating the release notes for feature store (#243)

Author: KshitizLohia

ads/feature_store/docs/source/demo.rst

@@ -25,15 +25,22 @@ Demos
 
     * - `UI exploration for feature store <https://objectstorage.us-ashburn-1.oraclecloud.com/p/hh2NOgFJbVSg4amcLM3G3hkTuHyBD-8aE_iCsuZKEvIav1Wlld-3zfCawG4ycQGN/n/ociodscdev/b/oci-feature-store/o/beta/demos/ui-interface.mp4>`__
       - | 1. More about `conda environment <https://docs.oracle.com/en-us/iaas/data-science/using/conda_understand_environments.htm">`__
-        | 2. UI exploration of feature store
-        | 3. UI exploration of feature groups and datasets
+        | 2. UI exploration of feature store, feature groups and dataset
 
     * - `Feature store on the notebook using spark magic <https://objectstorage.us-ashburn-1.oraclecloud.com/p/hh2NOgFJbVSg4amcLM3G3hkTuHyBD-8aE_iCsuZKEvIav1Wlld-3zfCawG4ycQGN/n/ociodscdev/b/oci-feature-store/o/beta/demos/feature-store-spark-magic.mp4>`__
       - | 1. More about `conda environment <https://docs.oracle.com/en-us/iaas/data-science/using/conda_understand_environments.htm">`__
         | 2. Policies requires to run feature store using spark magic
         | 3. More about `OCI Data Flow Studio <https://accelerated-data-science.readthedocs.io/en/latest/user_guide/apachespark/dataflow-spark-magic.html>`__
 
-    * - `Deploy feature store stack using terraform <https://objectstorage.us-ashburn-1.oraclecloud.com/p/hh2NOgFJbVSg4amcLM3G3hkTuHyBD-8aE_iCsuZKEvIav1Wlld-3zfCawG4ycQGN/n/ociodscdev/b/oci-feature-store/o/beta/demos/feature-store-deployment.mp4>`__
+    * - `Feature Store Stats and Validation <https://objectstorage.us-ashburn-1.oraclecloud.com/p/hh2NOgFJbVSg4amcLM3G3hkTuHyBD-8aE_iCsuZKEvIav1Wlld-3zfCawG4ycQGN/n/ociodscdev/b/oci-feature-store/o/beta/demos/feature-store-stats-validation.mp4>`__
       - | 1. More about `conda environment <https://docs.oracle.com/en-us/iaas/data-science/using/conda_understand_environments.htm">`__
-        | 2. `Publishing <https://docs.oracle.com/en-us/iaas/data-science/using/conda_publishs_object.htm>`__ `CPUs` conda environment
-        | 3. Setting up feature store using terraform stack
+        | 2. Feature Store Statistics and Validation
+
+    * - | 1. `Deploy feature store stack using terraform for admin users <https://objectstorage.us-ashburn-1.oraclecloud.com/p/hh2NOgFJbVSg4amcLM3G3hkTuHyBD-8aE_iCsuZKEvIav1Wlld-3zfCawG4ycQGN/n/ociodscdev/b/oci-feature-store/o/beta/demos/feature-store-admin-deployment.mp4>`__
+        | 2. `Deploy feature store stack using terraform for non admin users <https://objectstorage.us-ashburn-1.oraclecloud.com/p/hh2NOgFJbVSg4amcLM3G3hkTuHyBD-8aE_iCsuZKEvIav1Wlld-3zfCawG4ycQGN/n/ociodscdev/b/oci-feature-store/o/beta/demos/feature-store-non-admin-deployment.mp4>`__
+        | 3. `Deploy feature store stack using terraform  BYODB ATP instance  <https://objectstorage.us-ashburn-1.oraclecloud.com/p/hh2NOgFJbVSg4amcLM3G3hkTuHyBD-8aE_iCsuZKEvIav1Wlld-3zfCawG4ycQGN/n/ociodscdev/b/oci-feature-store/o/beta/demos/feature-store-byodb-atp.mp4>`__
+        | 4. `Deploy feature store stack using terraform  BYODB MySQL instance  <https://objectstorage.us-ashburn-1.oraclecloud.com/p/hh2NOgFJbVSg4amcLM3G3hkTuHyBD-8aE_iCsuZKEvIav1Wlld-3zfCawG4ycQGN/n/ociodscdev/b/oci-feature-store/o/beta/demos/feature-store-byodb-mysql.mp4>`__
+      - | 1. Setting up feature store using terraform stack for admin user
+        | 2. Setting up feature store using terraform stack for non admin user
+        | 3. Setting up feature store using terraform stack using customer ATP instance
+        | 4. Setting up feature store using terraform stack MySQL instance

ads/feature_store/docs/source/figures/feature_store_deployment.png

@@ -15,10 +15,10 @@ Release Notes
         - Latest Version
         - Notes
       * - Conda pack
-        - `link <https://objectstorage.us-ashburn-1.oraclecloud.com/p/VJWQtNGgle9O586k-yue2VFPAjCpbjeDQ5WEYArrhlzsk90O7U_Zx3jFqkxMZROd/n/ociodscdev/b/ads_conda_pack_builds/o/PySpark_3/teamcity_20230606_035041_39584362/2545638616602bafe2efc01d8e0e9fda/PySpark_3.2_and_Feature_Store.tar.gz>`__
-        - Par link expires Jun 13, 2030
+        - `https://objectstorage.us-ashburn-1.oraclecloud.com/n/bigdatadatasciencelarge/b/service-conda-packs-fs/o/service_pack/cpu/PySpark_3.2_and_Feature_Store/1.0/fspyspark32_p38_cpu_v1#conda`
+        -
       * - SERVICE_VERSION
-        - 0.1.197.master
+        - 0.1.209.master
         -
       * - Terraform Stack
         - `link <https://objectstorage.us-ashburn-1.oraclecloud.com/p/MokUwWRFZLj1Dgfev7D_0ALc8YL7jEBmM8FIeWH3AysnH2zxavptSobzR6ezErfZ/n/idogsu2ylimg/b/oci-feature-store/o/beta/terraform/feature-store-terraform.zip>`__

ads/feature_store/docs/source/release_notes.rst

@@ -6,6 +6,11 @@ Oracle feature store is a stack based solution that is deployed in the customer
 Customer can stand up the service with infrastructure in their own tenancy. The service consists of API in customer
 tenancy using resource manager.
 
+Below is the terraform stack deployment diagram of the feature store resources.
+
+.. figure:: figures/feature_store_deployment.png
+  :width: 400
+
 .. note::
 
   Blue-green deployment is a strategy for releasing new versions of an application with minimal downtime and risk. It is used in Kubernetes, as well as other deployment environments, to achieve a smooth transition between application versions with the ability to quickly rollback if issues are detected.

ads/feature_store/docs/source/terraform.rst

@@ -193,7 +193,12 @@ def test_select_subset_with_no_matching_column(
         self, spark_session, get_spark_session, mock_feature_store
     ):
         """Tests with select and join query with not matching column"""
-        with pytest.raises(ValueError, match="Cannot join feature group '"+self.mock_dsc_feature_group_1.name+"' on 'X', as it is not present in the feature group. "):
+        with pytest.raises(
+            ValueError,
+            match="Cannot join feature group '"
+            + self.mock_dsc_feature_group_1.name
+            + "' on 'X', as it is not present in the feature group. ",
+        ):
             dsc_query = Query(
                 left_feature_group=self.mock_dsc_feature_group_1,
                 left_features=["cc_num", "provider"],
@@ -218,14 +223,17 @@ def test_select_subset_with_no_matching_column(
     @patch.object(SparkSessionSingleton, "get_spark_session")
     @patch.object(FeatureStore, "from_id")
     def test_select_subset_with_no_matching_column_without_on(
-        self, spark_session, get_spark_session,mock_feature_store
+        self, spark_session, get_spark_session, mock_feature_store
     ):
         """Tests with select and join query with not matching column"""
         with pytest.raises(
-                ValueError,
-                match="Cannot join feature groups '"+self.mock_dsc_feature_group_1.name+"' and '"
-                                            +self.mock_dsc_feature_group_3.name+"', as no matching primary keys were found."):
-
+            ValueError,
+            match="Cannot join feature groups '"
+            + self.mock_dsc_feature_group_1.name
+            + "' and '"
+            + self.mock_dsc_feature_group_3.name
+            + "', as no matching primary keys were found.",
+        ):
             dsc_query = Query(
                 left_feature_group=self.mock_dsc_feature_group_1,
                 left_features=["cc_num", "provider"],
@@ -240,7 +248,6 @@ def test_select_subset_with_no_matching_column_without_on(
                 )
             )
 
-
     @patch.object(SparkSessionSingleton, "__init__", return_value=None)
     @patch.object(SparkSessionSingleton, "get_spark_session")
     @patch.object(FeatureStore, "from_id")
@@ -301,7 +308,7 @@ def test_select_subset_and_multi_join_query(
                     entity_id=self.entity_id,
                 ),
                 left_on=["cc_num"],
-                right_on=["X"]
+                right_on=["X"],
             )
         )
         assert dsc_query.to_string() == (