import pytest from types import SimpleNamespace from agent_framework.rag.rag_service import RagService @pytest.mark.asyncio async def test_rag_service_retrieves_relevant_document(): settings = SimpleNamespace(VECTOR_STORE_PROVIDER='memory', GRAPH_STORE_PROVIDER='memory', RAG_TOP_K=2) rag = RagService(settings) await rag.add_documents(['fatura alta por roaming internacional', 'pedido de troca de aparelho'], namespace='billing') result = await rag.retrieve('minha fatura veio alta', namespace='billing') assert result.documents assert 'fatura' in result.as_prompt_context().lower()