Update app/data_indexing.py

app/data_indexing.py

@@ -91,31 +91,19 @@ class DataIndexer:
             except Exception as e:
                 print(e)
 
-    def search(self, text_query, top_k=5, hybrid_search=False):
-
-        print('text query:', text_query)
-
-        filter = None
-        if hybrid_search and self.source_index:
-            source_docs = self.source_index.similarity_search(text_query, 50)
-            print("source_docs", source_docs)
-            filter = {"source": {"$in":[doc.page_content for doc in source_docs]}}
-
-        # vector = self.embedding_client.feature_extraction(text_query)
+    def search(text_query, top_k=5):
         vector = self.embedding_client.embed_query(text_query)
         result = self.index.query(
             vector=vector,
             top_k=top_k,
             include_metadata=True,
-            filter=filter
         )
 
         docs = []
         for res in result["matches"]:
             metadata = res["metadata"]
-            if 'text' in metadata:
-                text = metadata.pop('text')
-                docs.append(text)
+            text = metadata.pop('text')
+            docs.append(text)
         return docs