fix: removed monitoring config, add wildcard sample for batch read

samples/snippets/feature_store_service/batch_create_features_sample.py

@@ -24,7 +24,8 @@ def batch_create_features_sample(
     api_endpoint: str = "us-central1-aiplatform.googleapis.com",
     timeout: int = 300,
 ):
-    # The AI Platform services require regional API endpoints.
+    # The AI Platform services require regional API endpoints, which need to be
+    # in the same region or multi-region overlap with the Feature Store location.
     client_options = {"api_endpoint": api_endpoint}
     # Initialize client that will be used to create and send requests.
     # This client only needs to be created once, and can be reused for multiple requests.
@@ -41,11 +42,6 @@ def batch_create_features_sample(
             feature=aiplatform.Feature(
                 value_type=aiplatform.Feature.ValueType.STRING,
                 description="User gender",
-                monitoring_config=aiplatform.FeaturestoreMonitoringConfig(
-                    snapshot_analysis=aiplatform.FeaturestoreMonitoringConfig.SnapshotAnalysis(
-                        disabled=True,
-                    ),
-                ),
             ),
             feature_id="gender",
         ),

samples/snippets/feature_store_service/batch_read_feature_values_sample.py

@@ -25,7 +25,8 @@ def batch_read_feature_values_sample(
     api_endpoint: str = "us-central1-aiplatform.googleapis.com",
     timeout: int = 300,
 ):
-    # The AI Platform services require regional API endpoints.
+    # The AI Platform services require regional API endpoints, which need to be
+    # in the same region or multi-region overlap with the Feature Store location.
     client_options = {"api_endpoint": api_endpoint}
     # Initialize client that will be used to create and send requests.
     # This client only needs to be created once, and can be reused for multiple requests.
@@ -47,21 +48,14 @@ def batch_read_feature_values_sample(
             # Read the 'age', 'gender' and 'liked_genres' features from the 'perm_users' entity
             entity_type_id="perm_users",
             feature_selector=aiplatform.FeatureSelector(
-                id_matcher=aiplatform.IdMatcher(
-                    ids=[
-                        # features, use "*" if you want to select all features within this entity type
-                        "age",
-                        "gender",
-                        "liked_genres",
-                    ]
-                )
+                id_matcher=aiplatform.IdMatcher(ids=["age", "gender", "liked_genres"])
             ),
         ),
         aiplatform.BatchReadFeatureValuesRequest.EntityTypeSpec(
-            # Read the 'average_rating' and 'genres' features from the 'perm_movies' entity
+            # Read the all features from the 'perm_movies' entity
             entity_type_id="perm_movies",
             feature_selector=aiplatform.FeatureSelector(
-                id_matcher=aiplatform.IdMatcher(ids=["average_rating", "genres"])
+                id_matcher=aiplatform.IdMatcher(ids=["*"])
             ),
         ),
     ]

samples/snippets/feature_store_service/create_entity_type_sample.py

@@ -25,7 +25,8 @@ def create_entity_type_sample(
     api_endpoint: str = "us-central1-aiplatform.googleapis.com",
     timeout: int = 300,
 ):
-    # The AI Platform services require regional API endpoints.
+    # The AI Platform services require regional API endpoints, which need to be
+    # in the same region or multi-region overlap with the Feature Store location.
     client_options = {"api_endpoint": api_endpoint}
     # Initialize client that will be used to create and send requests.
     # This client only needs to be created once, and can be reused for multiple requests.

samples/snippets/feature_store_service/create_feature_sample.py

@@ -27,7 +27,8 @@ def create_feature_sample(
     api_endpoint: str = "us-central1-aiplatform.googleapis.com",
     timeout: int = 300,
 ):
-    # The AI Platform services require regional API endpoints.
+    # The AI Platform services require regional API endpoints, which need to be
+    # in the same region or multi-region overlap with the Feature Store location.
     client_options = {"api_endpoint": api_endpoint}
     # Initialize client that will be used to create and send requests.
     # This client only needs to be created once, and can be reused for multiple requests.

samples/snippets/feature_store_service/create_featurestore_sample.py

@@ -24,7 +24,8 @@ def create_featurestore_sample(
     api_endpoint: str = "us-central1-aiplatform.googleapis.com",
     timeout: int = 300,
 ):
-    # The AI Platform services require regional API endpoints.
+    # The AI Platform services require regional API endpoints, which need to be
+    # in the same region or multi-region overlap with the Feature Store location.
     client_options = {"api_endpoint": api_endpoint}
     # Initialize client that will be used to create and send requests.
     # This client only needs to be created once, and can be reused for multiple requests.

samples/snippets/feature_store_service/delete_featurestore_sample.py

@@ -23,7 +23,8 @@ def delete_featurestore_sample(
     api_endpoint: str = "us-central1-aiplatform.googleapis.com",
     timeout: int = 300,
 ):
-    # The AI Platform services require regional API endpoints.
+    # The AI Platform services require regional API endpoints, which need to be
+    # in the same region or multi-region overlap with the Feature Store location.
     client_options = {"api_endpoint": api_endpoint}
     # Initialize client that will be used to create and send requests.
     # This client only needs to be created once, and can be reused for multiple requests.

samples/snippets/feature_store_service/import_feature_values_sample.py

@@ -28,7 +28,8 @@ def import_feature_values_sample(
     api_endpoint: str = "us-central1-aiplatform.googleapis.com",
     timeout: int = 300,
 ):
-    # The AI Platform services require regional API endpoints.
+    # The AI Platform services require regional API endpoints, which need to be
+    # in the same region or multi-region overlap with the Feature Store location.
     client_options = {"api_endpoint": api_endpoint}
     # Initialize client that will be used to create and send requests.
     # This client only needs to be created once, and can be reused for multiple requests.

samples/snippets/feature_store_service/read_feature_values_sample.py

@@ -24,7 +24,8 @@ def read_feature_values_sample(
     location: str = "us-central1",
     api_endpoint: str = "us-central1-aiplatform.googleapis.com",
 ):
-    # The AI Platform services require regional API endpoints.
+    # The AI Platform services require regional API endpoints, which need to be
+    # in the same region or multi-region overlap with the Feature Store location.
     client_options = {"api_endpoint": api_endpoint}
     # Initialize client that will be used to create and send requests.
     # This client only needs to be created once, and can be reused for multiple requests.