Update helpers.py

helpers.py

@@ -1,5 +1,5 @@
 from langchain_community.document_loaders import PyMuPDFLoader, TextLoader
-
+from langchain_community.vectorstores import Qdrant
 
 def process_file(file):
     documents = []
@@ -11,4 +11,15 @@ def process_file(file):
         loader = TextLoader(file)
         docs = loader.load()
         documents.extend(docs)
-    return documents
+    return documents
+
+
+def add_to_qdrant(documents, embeddings, qdrant_client, collection_name):
+    
+    Qdrant.from_documents(
+        documents,
+        embeddings,
+        url=qdrant_client.url,
+        prefer_grpc=True,
+        collection_name=collection_name,
+    )