[FSTORE-1181] Helper columns should return all columns if they have different names across feature groups

python/hsfs/core/feature_view_engine.py

@@ -322,7 +322,7 @@ def get_training_data(
                 with_primary_keys=primary_keys,
                 primary_keys=self._get_primary_keys_from_query(feature_view_obj.query),
                 with_event_time=event_time,
-                event_time=[feature_view_obj.query._left_feature_group.event_time],
+                event_time=self._get_eventtimes_from_query(feature_view_obj.query),
                 with_training_helper_columns=training_helper_columns,
                 training_helper_columns=feature_view_obj.training_helper_columns,
                 feature_view_features=[
@@ -708,6 +708,12 @@ def get_batch_data(
     ):
         self._check_feature_group_accessibility(feature_view_obj)
 
+        # check if primary_keys/event_time are ambiguous
+        if primary_keys:
+            self._get_primary_keys_from_query(feature_view_obj.query)
+        if event_time:
+            self._get_eventtimes_from_query(feature_view_obj.query)
+
         feature_dataframe = self.get_batch_query(
             feature_view_obj,
             start_time,
@@ -814,10 +820,39 @@ def _get_primary_keys_from_query(self, fv_query_obj):
         for _join in fv_query_obj._joins:
             fv_pks.update(
                 [
-                    feature.name
+                    self._check_if_exists(feature.name, fv_pks)
+                    if _join.prefix is None
+                    else _join.prefix + feature.name
                     for feature in _join.query._left_feature_group.features
                     if feature.primary
                 ]
             )
 
         return list(fv_pks)
+
+    def _get_eventtimes_from_query(self, fv_query_obj):
+        fv_events = set()
+        if fv_query_obj._left_feature_group.event_time:
+            fv_events.update([fv_query_obj._left_feature_group.event_time])
+        for _join in fv_query_obj._joins:
+            if _join.query._left_feature_group.event_time:
+                fv_events.update(
+                    [
+                        self._check_if_exists(
+                            _join.query._left_feature_group.event_time, fv_events
+                        )
+                        if _join.prefix is None
+                        else _join.prefix + _join.query._left_feature_group.event_time
+                    ]
+                )
+
+        return list(fv_events)
+
+    def _check_if_exists(self, f_name, f_set):
+        if f_name in f_set:
+            raise FeatureStoreException(
+                f"Provided feature {f_name} is ambiguous and exists in more than one feature groups."
+                "To avoid this error specify prefix in the join."
+            )
+        else:
+            return f_name