Update app.py

app.py

@@ -117,8 +117,8 @@ def rag_workflow(query):
     """
     Retrieval-Stage
     """  
-    kadiAPY_doc_documents = rag_chain.retrieve_contexts(query, k = 5, {"usage": "doc"})  
-    kadiAPY_code_documents =rag_chain.retrieve_contexts(rewritten_query, k = 5, {"usage": library_usage_prediction})
+    kadiAPY_doc_documents = rag_chain.retrieve_contexts(query, k=5, filter={"usage": "doc"})
+    kadiAPY_code_documents = rag_chain.retrieve_contexts(rewritten_query, k=3, filter={"usage": library_usage_prediction})
     
     print("Retrieved Document Contexts:", kadiAPY_doc_documents)
     print("Retrieved Code Contexts:", kadiAPY_code_documents)