bug: fix the qdrant search method

.pre-commit-config.yaml

@@ -1,7 +1,7 @@
 # See https://pre-commit.com for more information
 # See https://pre-commit.com/hooks.html for more hooks
-default_language_version:
-  python: python3.11
+# default_language_version:
+#  python: python3.11
 repos:
   # Git & Filesystem checks
   - repo: https://github.com/pre-commit/pre-commit-hooks

src/scientific_rag/infrastructure/qdrant.py

@@ -84,9 +84,9 @@ class QdrantService:
     ) -> list[PaperChunk]:
         query_filter = self._build_filters(filters) if filters else None
 
-        results = self.client.search(
+        results = self.client.query_points(
             collection_name=self.collection_name,
-            query_vector=query_vector,
+            query=query_vector,
             limit=limit,
             score_threshold=score_threshold,
             query_filter=query_filter,
@@ -98,7 +98,7 @@ class QdrantService:
                 score=hit.score,
                 embedding=None,
             )
-            for hit in results
+            for hit in results.points
         ]
 
     def _build_filters(self, filters: QueryFilters) -> Filter | None: