feat: Move get_online_features to OnlineStore interface (feast-dev#4319)

* move get_online_features to OnlineStore interface

Signed-off-by: tokoko <togurg14@freeuni.edu.ge>

* fix pydantic warnings

Signed-off-by: tokoko <togurg14@freeuni.edu.ge>

* run ruff format

Signed-off-by: tokoko <togurg14@freeuni.edu.ge>

---------

Signed-off-by: tokoko <togurg14@freeuni.edu.ge>

Author: tokoko

sdk/python/feast/feature_store.py

@@ -1559,75 +1559,16 @@ def get_online_features(
             ... )
             >>> online_response_dict = online_response.to_dict()
         """
-        if isinstance(entity_rows, list):
-            columnar: Dict[str, List[Any]] = {k: [] for k in entity_rows[0].keys()}
-            for entity_row in entity_rows:
-                for key, value in entity_row.items():
-                    try:
-                        columnar[key].append(value)
-                    except KeyError as e:
-                        raise ValueError(
-                            "All entity_rows must have the same keys."
-                        ) from e
-
-            entity_rows = columnar
+        provider = self._get_provider()
 
-        (
-            join_key_values,
-            grouped_refs,
-            entity_name_to_join_key_map,
-            requested_on_demand_feature_views,
-            feature_refs,
-            requested_result_row_names,
-            online_features_response,
-        ) = utils._prepare_entities_to_read_from_online_store(
+        return provider.get_online_features(
+            config=self.config,
+            features=features,
+            entity_rows=entity_rows,
             registry=self._registry,
             project=self.project,
-            features=features,
-            entity_values=entity_rows,
             full_feature_names=full_feature_names,
-            native_entity_values=True,
-        )
-
-        provider = self._get_provider()
-        for table, requested_features in grouped_refs:
-            # Get the correct set of entity values with the correct join keys.
-            table_entity_values, idxs = utils._get_unique_entities(
-                table,
-                join_key_values,
-                entity_name_to_join_key_map,
-            )
-
-            # Fetch feature data for the minimum set of Entities.
-            feature_data = self._read_from_online_store(
-                table_entity_values,
-                provider,
-                requested_features,
-                table,
-            )
-
-            # Populate the result_rows with the Features from the OnlineStore inplace.
-            utils._populate_response_from_feature_data(
-                feature_data,
-                idxs,
-                online_features_response,
-                full_feature_names,
-                requested_features,
-                table,
-            )
-
-        if requested_on_demand_feature_views:
-            utils._augment_response_with_on_demand_transforms(
-                online_features_response,
-                feature_refs,
-                requested_on_demand_feature_views,
-                full_feature_names,
-            )
-
-        utils._drop_unneeded_columns(
-            online_features_response, requested_result_row_names
         )
-        return OnlineResponse(online_features_response)
 
     async def get_online_features_async(
         self,
@@ -1664,75 +1605,16 @@ async def get_online_features_async(
         Raises:
             Exception: No entity with the specified name exists.
         """
-        if isinstance(entity_rows, list):
-            columnar: Dict[str, List[Any]] = {k: [] for k in entity_rows[0].keys()}
-            for entity_row in entity_rows:
-                for key, value in entity_row.items():
-                    try:
-                        columnar[key].append(value)
-                    except KeyError as e:
-                        raise ValueError(
-                            "All entity_rows must have the same keys."
-                        ) from e
-
-            entity_rows = columnar
+        provider = self._get_provider()
 
-        (
-            join_key_values,
-            grouped_refs,
-            entity_name_to_join_key_map,
-            requested_on_demand_feature_views,
-            feature_refs,
-            requested_result_row_names,
-            online_features_response,
-        ) = utils._prepare_entities_to_read_from_online_store(
+        return await provider.get_online_features_async(
+            config=self.config,
+            features=features,
+            entity_rows=entity_rows,
             registry=self._registry,
             project=self.project,
-            features=features,
-            entity_values=entity_rows,
             full_feature_names=full_feature_names,
-            native_entity_values=True,
-        )
-
-        provider = self._get_provider()
-        for table, requested_features in grouped_refs:
-            # Get the correct set of entity values with the correct join keys.
-            table_entity_values, idxs = utils._get_unique_entities(
-                table,
-                join_key_values,
-                entity_name_to_join_key_map,
-            )
-
-            # Fetch feature data for the minimum set of Entities.
-            feature_data = await self._read_from_online_store_async(
-                table_entity_values,
-                provider,
-                requested_features,
-                table,
-            )
-
-            # Populate the result_rows with the Features from the OnlineStore inplace.
-            utils._populate_response_from_feature_data(
-                feature_data,
-                idxs,
-                online_features_response,
-                full_feature_names,
-                requested_features,
-                table,
-            )
-
-        if requested_on_demand_feature_views:
-            utils._augment_response_with_on_demand_transforms(
-                online_features_response,
-                feature_refs,
-                requested_on_demand_feature_views,
-                full_feature_names,
-            )
-
-        utils._drop_unneeded_columns(
-            online_features_response, requested_result_row_names
         )
-        return OnlineResponse(online_features_response)
 
     def retrieve_online_documents(
         self,
@@ -1806,53 +1688,6 @@ def retrieve_online_documents(
         )
         return OnlineResponse(online_features_response)
 
-    def _read_from_online_store(
-        self,
-        entity_rows: Iterable[Mapping[str, Value]],
-        provider: Provider,
-        requested_features: List[str],
-        table: FeatureView,
-    ) -> List[Tuple[List[Timestamp], List["FieldStatus.ValueType"], List[Value]]]:
-        """Read and process data from the OnlineStore for a given FeatureView.
-
-        This method guarantees that the order of the data in each element of the
-        List returned is the same as the order of `requested_features`.
-
-        This method assumes that `provider.online_read` returns data for each
-        combination of Entities in `entity_rows` in the same order as they
-        are provided.
-        """
-        entity_key_protos = utils._get_entity_key_protos(entity_rows)
-
-        # Fetch data for Entities.
-        read_rows = provider.online_read(
-            config=self.config,
-            table=table,
-            entity_keys=entity_key_protos,
-            requested_features=requested_features,
-        )
-
-        return utils._convert_rows_to_protobuf(requested_features, read_rows)
-
-    async def _read_from_online_store_async(
-        self,
-        entity_rows: Iterable[Mapping[str, Value]],
-        provider: Provider,
-        requested_features: List[str],
-        table: FeatureView,
-    ) -> List[Tuple[List[Timestamp], List["FieldStatus.ValueType"], List[Value]]]:
-        entity_key_protos = utils._get_entity_key_protos(entity_rows)
-
-        # Fetch data for Entities.
-        read_rows = await provider.online_read_async(
-            config=self.config,
-            table=table,
-            entity_keys=entity_key_protos,
-            requested_features=requested_features,
-        )
-
-        return utils._convert_rows_to_protobuf(requested_features, read_rows)
-
     def _retrieve_from_online_store(
         self,
         provider: Provider,

sdk/python/feast/infra/materialization/kubernetes/k8s_materialization_engine.py

@@ -306,7 +306,9 @@ def _create_kubernetes_job(self, job_id, paths, feature_view):
     def _create_configuration_map(self, job_id, paths, feature_view, namespace):
         """Create a Kubernetes configmap for this job"""
 
-        feature_store_configuration = yaml.dump(self.repo_config.dict(by_alias=True))
+        feature_store_configuration = yaml.dump(
+            self.repo_config.model_dump(by_alias=True)
+        )
 
         materialization_config = yaml.dump(
             {"paths": paths, "feature_view": feature_view.name}