feat: add optimized config in v1 API

google-cloud-ai_platform-v1/proto_docs/google/cloud/aiplatform/v1/feature_online_store_service.rb

@@ -182,11 +182,11 @@ class StringFilter
           # Numeric filter is used to search a subset of the entities by using boolean
           # rules on numeric columns.
           # For example:
-          # Database Point 0: \\{name: “a” value_int: 42} \\{name: “b” value_float: 1.0}
-          # Database Point 1:  \\{name: “a” value_int: 10} \\{name: “b” value_float: 2.0}
-          # Database Point 2: \\{name: “a” value_int: -1} \\{name: “b” value_float: 3.0}
-          # Query: \\{name: “a” value_int: 12 operator: LESS}    // Matches Point 1, 2
-          # \\{name: “b” value_float: 2.0 operator: EQUAL} // Matches Point 1
+          # Database Point 0: \\{name: "a" value_int: 42} \\{name: "b" value_float: 1.0}
+          # Database Point 1:  \\{name: "a" value_int: 10} \\{name: "b" value_float: 2.0}
+          # Database Point 2: \\{name: "a" value_int: -1} \\{name: "b" value_float: 3.0}
+          # Query: \\{name: "a" value_int: 12 operator: LESS}    // Matches Point 1, 2
+          # \\{name: "b" value_float: 2.0 operator: EQUAL} // Matches Point 1
           # @!attribute [rw] value_int
           #   @return [::Integer]
           #     int value type.
@@ -213,7 +213,7 @@ class NumericFilter
             include ::Google::Protobuf::MessageExts
             extend ::Google::Protobuf::MessageExts::ClassMethods
 
-            # Datapoints for which Operator is true relative to the query’s Value
+            # Datapoints for which Operator is true relative to the query's Value
             # field will be allowlisted.
             module Operator
               # Unspecified operator.

google-cloud-ai_platform-v1/proto_docs/google/cloud/aiplatform/v1/feature_view.rb

@@ -78,6 +78,10 @@ module V1
         #     contains the required configurations to create an index from source data,
         #     so that approximate nearest neighbor (a.k.a ANN) algorithms search can be
         #     performed during online serving.
+        # @!attribute [rw] optimized_config
+        #   @return [::Google::Cloud::AIPlatform::V1::FeatureView::OptimizedConfig]
+        #     Optional. Configuration for FeatureView created under Optimized
+        #     FeatureOnlineStore.
         # @!attribute [rw] service_agent_type
         #   @return [::Google::Cloud::AIPlatform::V1::FeatureView::ServiceAgentType]
         #     Optional. Service agent type used during data sync. By default, the Vertex
@@ -263,6 +267,19 @@ class VertexRagSource
             extend ::Google::Protobuf::MessageExts::ClassMethods
           end
 
+          # Configuration for FeatureViews created in Optimized FeatureOnlineStore.
+          # @!attribute [rw] automatic_resources
+          #   @return [::Google::Cloud::AIPlatform::V1::AutomaticResources]
+          #     Optional. A description of resources that the FeatureView uses, which to
+          #     large degree are decided by Vertex AI, and optionally allows only a
+          #     modest additional configuration. If min_replica_count is not set, the
+          #     default value is 2. If max_replica_count is not set, the default value
+          #     is 6. The max allowed replica count is 1000.
+          class OptimizedConfig
+            include ::Google::Protobuf::MessageExts
+            extend ::Google::Protobuf::MessageExts::ClassMethods
+          end
+
           # @!attribute [rw] key
           #   @return [::String]
           # @!attribute [rw] value