diff --git a/backend/open_webui/apps/rag/main.py b/backend/open_webui/apps/rag/main.py
index 74855b336..4efa1d81c 100644
--- a/backend/open_webui/apps/rag/main.py
+++ b/backend/open_webui/apps/rag/main.py
@@ -1112,13 +1112,15 @@ def store_docs_in_vector_db(
                 app.state.config.RAG_EMBEDDING_OPENAI_BATCH_SIZE,
             )
 
+            embedding_texts = list(map(lambda x: x.replace("\n", " "), texts))
+
             VECTOR_DB_CLIENT.insert(
                 collection_name=collection_name,
                 items=[
                     {
                         "id": str(uuid.uuid4()),
                         "text": text,
-                        "vector": embedding_function(text.replace("\n", " ")),
+                        "vector": embedding_texts[idx],
                         "metadata": metadatas[idx],
                     }
                     for idx, text in enumerate(texts)
diff --git a/backend/open_webui/apps/rag/utils.py b/backend/open_webui/apps/rag/utils.py
index 73ccfad38..f9443d380 100644
--- a/backend/open_webui/apps/rag/utils.py
+++ b/backend/open_webui/apps/rag/utils.py
@@ -76,8 +76,6 @@ def query_doc(
             limit=k,
         )
 
-        print("result", result)
-
         log.info(f"query_doc:result {result}")
         return result
     except Exception as e:
diff --git a/backend/open_webui/apps/rag/vector/dbs/milvus.py b/backend/open_webui/apps/rag/vector/dbs/milvus.py
index f205b9521..33ec6035a 100644
--- a/backend/open_webui/apps/rag/vector/dbs/milvus.py
+++ b/backend/open_webui/apps/rag/vector/dbs/milvus.py
@@ -16,8 +16,6 @@ class MilvusClient:
         self.client = Client(uri=MILVUS_URI)
 
     def _result_to_get_result(self, result) -> GetResult:
-        print(result)
-
         ids = []
         documents = []
         metadatas = []
@@ -45,8 +43,6 @@ class MilvusClient:
         )
 
     def _result_to_search_result(self, result) -> SearchResult:
-        print(result)
-
         ids = []
         distances = []
         documents = []