@@ -112,9 +112,7 @@ class FeatureStore:
112112
113113 @log_exceptions
114114 def __init__ (
115- self ,
116- repo_path : Optional [str ] = None ,
117- config : Optional [RepoConfig ] = None ,
115+ self , repo_path : Optional [str ] = None , config : Optional [RepoConfig ] = None ,
118116 ):
119117 """
120118 Creates a FeatureStore object.
@@ -245,9 +243,7 @@ def list_request_feature_views(
245243 )
246244
247245 def _list_feature_views (
248- self ,
249- allow_cache : bool = False ,
250- hide_dummy_entity : bool = True ,
246+ self , allow_cache : bool = False , hide_dummy_entity : bool = True ,
251247 ) -> List [FeatureView ]:
252248 feature_views = []
253249 for fv in self ._registry .list_feature_views (
@@ -414,9 +410,7 @@ def delete_feature_service(self, name: str):
414410 return self ._registry .delete_feature_service (name , self .project )
415411
416412 def _get_features (
417- self ,
418- features : Union [List [str ], FeatureService ],
419- allow_cache : bool = False ,
413+ self , features : Union [List [str ], FeatureService ], allow_cache : bool = False ,
420414 ) -> List [str ]:
421415 _features = features
422416
@@ -878,8 +872,7 @@ def get_historical_features(
878872 for feature_name in odfv_request_data_schema .keys ():
879873 if feature_name not in entity_pd_df .columns :
880874 raise RequestDataNotFoundInEntityDfException (
881- feature_name = feature_name ,
882- feature_view_name = odfv .name ,
875+ feature_name = feature_name , feature_view_name = odfv .name ,
883876 )
884877
885878 _validate_feature_refs (_feature_refs , full_feature_names )
@@ -992,9 +985,7 @@ def get_saved_dataset(self, name: str) -> SavedDataset:
992985
993986 @log_exceptions_and_usage
994987 def materialize_incremental (
995- self ,
996- end_date : datetime ,
997- feature_views : Optional [List [str ]] = None ,
988+ self , end_date : datetime , feature_views : Optional [List [str ]] = None ,
998989 ) -> None :
999990 """
1000991 Materialize incremental new data from the offline store into the online store.
@@ -1081,10 +1072,7 @@ def tqdm_builder(length):
10811072 )
10821073
10831074 self ._registry .apply_materialization (
1084- feature_view ,
1085- self .project ,
1086- start_date ,
1087- end_date ,
1075+ feature_view , self .project , start_date , end_date ,
10881076 )
10891077
10901078 @log_exceptions_and_usage
@@ -1171,10 +1159,7 @@ def tqdm_builder(length):
11711159 )
11721160
11731161 self ._registry .apply_materialization (
1174- feature_view ,
1175- self .project ,
1176- start_date ,
1177- end_date ,
1162+ feature_view , self .project , start_date , end_date ,
11781163 )
11791164
11801165 @log_exceptions_and_usage
@@ -1442,17 +1427,12 @@ def _get_online_features(
14421427 for table , requested_features in grouped_refs :
14431428 # Get the correct set of entity values with the correct join keys.
14441429 table_entity_values , idxs = self ._get_unique_entities (
1445- table ,
1446- join_key_values ,
1447- entity_name_to_join_key_map ,
1430+ table , join_key_values , entity_name_to_join_key_map ,
14481431 )
14491432
14501433 # Fetch feature data for the minimum set of Entities.
14511434 feature_data = self ._read_from_online_store (
1452- table_entity_values ,
1453- provider ,
1454- requested_features ,
1455- table ,
1435+ table_entity_values , provider , requested_features , table ,
14561436 )
14571437
14581438 # Populate the result_rows with the Features from the OnlineStore inplace.
@@ -1617,9 +1597,7 @@ def _get_unique_entities(
16171597 """
16181598 # Get the correct set of entity values with the correct join keys.
16191599 table_entity_values = self ._get_table_entity_values (
1620- table ,
1621- entity_name_to_join_key_map ,
1622- join_key_values ,
1600+ table , entity_name_to_join_key_map , join_key_values ,
16231601 )
16241602
16251603 # Convert back to rowise.
@@ -1804,8 +1782,7 @@ def _augment_response_with_on_demand_transforms(
18041782 for odfv_name , _feature_refs in odfv_feature_refs .items ():
18051783 odfv = requested_odfv_map [odfv_name ]
18061784 transformed_features_df = odfv .get_transformed_features_df (
1807- initial_response_df ,
1808- full_feature_names ,
1785+ initial_response_df , full_feature_names ,
18091786 )
18101787 selected_subset = [
18111788 f for f in transformed_features_df .columns if f in _feature_refs
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