import asyncio from workflow_single_node import ChatInput, create_workflow async def main(): # Single-turn test workflow = create_workflow() result = await workflow.run( ChatInput( question="what NLP tasks does it perform well?", pdf_url="https://arxiv.org/pdf/1810.04805.pdf", ) ) output = result.get_outputs()[0] print(f"Answer: {output['answer']}") print(f"Context: {output['context']}") # Multi-turn test workflow2 = create_workflow() result2 = await workflow2.run( ChatInput( question="Can you elaborate on the fine-tuning approach?", pdf_url="https://arxiv.org/pdf/1810.04805.pdf", chat_history=[ { "inputs": {"question": "what NLP tasks does it perform well?"}, "outputs": {"answer": output["answer"]}, } ], ) ) output2 = result2.get_outputs()[0] print(f"\nFollow-up Answer: {output2['answer']}") if __name__ == "__main__": asyncio.run(main())