Update app.py

app.py

@@ -109,8 +109,10 @@ def rag_workflow(query):
     print(f"Predicted library usage: {code_library_usage_prediction}")
 
     
-    # Step 2: Retrieve contexts (documents and code snippets)
-    kadiAPY_doc_documents, kadiAPY_code_documents = rag_chain.retrieve_contexts(query, code_library_usage_prediction)
+    # Step 2: Retrieve contexts (documents and code snippets)   
+    kadiAPY_doc_documents = rag_chain.retrieve_contexts(query, k = 3, {"usage: doc"})  
+    kadiAPY_code_documents =rag_chain.retrieve_contexts(rewritten_query, k = 3, {"usage": library_usage_prediction} )
+    
     print("Retrieved Document Contexts:", kadiAPY_doc_documents)
     print("Retrieved Code Contexts:", kadiAPY_code_documents)