Update vector_store.py

vector_store.py

@@ -9,34 +9,23 @@ def index_doc(text, payload):
     vector = embed(text)
 
     client.upsert(
-
         collection_name=COLLECTION,
-
         points=[{
-
             "id": str(uuid.uuid4()),
-
             "vector": vector,
-
             "payload": payload | {"text": text}
-
         }]
-
     )
 
 
-def search(query, k=5):
+def search(query, k=3):
 
     vector = embed(query)
 
     results = client.search(
-
         collection_name=COLLECTION,
-
         query_vector=vector,
-
         limit=k
-
     )
 
     return [r.payload for r in results]