Update direct from local

chatbot/retrieval.py

@@ -35,17 +35,16 @@ def load_pdf_data(pdf_path):
 def get_vector_db():
     qdrant_url = QDRANT_HOST  
     api_key = QDRANT_API_KEY
-    collection_name = "expl_embeddings_01"
+    collection_name = "expl_embeddings"
     
     docs = load_pdf_data("data/Explorer.pdf")
     
     vector_db = Qdrant.from_documents(
-        documents = docs, 
-        embedding = embedding_model,
+        docs, embedding_model,
         location=qdrant_url,
         collection_name=collection_name,
         api_key=api_key,
-        timeout=300
+        timeout=500
     )
     return vector_db