doc update-expectation,policy minor change

Author: najiyacl

ads/feature_store/docs/source/feature_group.rst

@@ -152,24 +152,45 @@ Feature store provides an API similar to Pandas to join feature groups together
 
 Save expectation entity
 =======================
-With a ``FeatureGroup`` instance, we can save the expectation entity using ``save_expectation()``
+With a ``FeatureGroup`` instance, You can save the expectation details using ``with_expectation_suite()`` with parameters
+
+- ``expectation_suite: ExpectationSuite``. ExpectationSuit of great expectation
+- ``expectation_type: ExpectationType``. Type of expectation
+        - ``ExpectationType.STRICT``: Fail the job if expectation not met
+        - ``ExpectationType.LENIENT``: Pass the job even if expectation not met
 
 .. note::
 
   Great Expectations is a Python-based open-source library for validating, documenting, and profiling your data. It helps you to maintain data quality and improve communication about data between teams. Software developers have long known that automated testing is essential for managing complex codebases.
 
 .. image:: figures/validation.png
 
-The ``.save_expectation()`` method takes the following optional parameter:
+.. code-block:: python3
 
-- ``expectation: Expectation``. Expectation of great expectation
-- ``expectation_type: ExpectationType``. Type of expectation
-        - ``ExpectationType.STRICT``: Fail the job if expectation not met
-        - ``ExpectationType.LENIENT``: Pass the job even if expectation not met
+    expectation_suite = ExpectationSuite(
+        expectation_suite_name="expectation_suite_name"
+    )
+    expectation_suite.add_expectation(
+        ExpectationConfiguration(
+            expectation_type="expect_column_values_to_not_be_null",
+            kwargs={"column": "<column>"},
+        )
 
-.. code-block:: python3
+    feature_group_resource = (
+        FeatureGroup()
+        .with_feature_store_id(feature_store.id)
+        .with_primary_keys(["<key>"])
+        .with_name("<name>")
+        .with_entity_id(entity.id)
+        .with_compartment_id(<compartment_id>)
+        .with_schema_details_from_dataframe(<datframe>)
+        .with_expectation_suite(
+            expectation_suite=expectation_suite,
+            expectation_type=ExpectationType.STRICT,
+         )
+    )
 
-  feature_group.save_expectation(expectation_suite, expectation_type="STRICT")
+You can call the ``get_validation_output()`` method of the FeatureGroup instance to fetch validation results for a specific ingestion job.
 
 Statistics Results
 ==================
@@ -192,7 +213,6 @@ With a FeatureGroup instance, we can get the last feature group job details usin
 
   # Fetch validation results for a feature group
   feature_group_job = feature_group.get_last_job()
-  feature_group_job.get_validation_output_df()
 
 Get features
 =============

ads/feature_store/docs/source/terraform.rst

@@ -30,21 +30,21 @@ Feature Store users need to provide the following access permissions in order to
 
     define tenancy <feature store service tenancy> as <feature store service tenancy ocid>
     endorse group <feature store user group> to read repos in tenancy <feature store service tenancy>
-    allow group <feature store user group> to manage orm-stacks in compartment <compartmentId>
-    allow group <feature store user group> to manage orm-jobs in compartment <compartmentId>
-    allow group <feature store user group> to manage object-family in compartment <compartmentId>
-    allow group <feature store user group> to manage users in compartment <compartmentId>
-    allow group <feature store user group> to manage instance-family in compartment <compartmentId>
-    allow group <feature store user group> to manage tag-namespaces in compartment <compartmentId>
-    allow group <feature store user group> to manage groups in compartment <compartmentId>
-    allow group <feature store user group> to manage policies in compartment <compartmentId>
-    allow group <feature store user group> to manage dynamic-groups in compartment <compartmentId>
-    allow group <feature store user group> to manage virtual-network-family in compartment <compartmentId>
-    allow group <feature store user group> to manage functions-family in compartment <compartmentId>
-    allow group <feature store user group> to inspect compartments in compartment <compartmentId>
-    allow group <feature store user group> to manage cluster-family in compartment <compartmentId>
-    allow group <feature store user group> to manage mysql-family in compartment <compartmentId>
-    allow group <feature store user group> to manage api-gateway-family in compartment <compartmentId>
+    allow group <feature store user group> to manage orm-stacks in compartment <compartmentName>
+    allow group <feature store user group> to manage orm-jobs in compartment <compartmentName>
+    allow group <feature store user group> to manage object-family in compartment <compartmentName>
+    allow group <feature store user group> to manage users in compartment <compartmentName>
+    allow group <feature store user group> to manage instance-family in compartment <compartmentName>
+    allow group <feature store user group> to manage tag-namespaces in compartment <compartmentName>
+    allow group <feature store user group> to manage groups in compartment <compartmentName>
+    allow group <feature store user group> to manage policies in compartment <compartmentName>
+    allow group <feature store user group> to manage dynamic-groups in compartment <compartmentName>
+    allow group <feature store user group> to manage virtual-network-family in compartment <compartmentName>
+    allow group <feature store user group> to manage functions-family in compartment <compartmentName>
+    allow group <feature store user group> to inspect compartments in compartment <compartmentName>
+    allow group <feature store user group> to manage cluster-family in compartment <compartmentName>
+    allow group <feature store user group> to manage mysql-family in compartment <compartmentName>
+    allow group <feature store user group> to manage api-gateway-family in compartment <compartmentName>
 
 Deploy Using Oracle Resource Manager
 ====================================