from langgraph.graph import StateGraph from llm_node import llm_node from formatter_node import formatter_node def build_graph(): graph = StateGraph(dict) def llm_step(state): question = state.get("question") if not question: raise ValueError("Missing 'question' in state") llm_output = llm_node(question) # ✅ uses HuggingFaceHub now state["llm_output"] = llm_output return state def formatter_step(state): llm_output = state.get("llm_output") if not llm_output: raise ValueError("Missing 'llm_output' in state") final_answer = formatter_node(llm_output) state["final_answer"] = final_answer return state graph.add_node("llm", llm_step) graph.add_node("formatter", formatter_step) graph.set_entry_point("llm") graph.add_edge("llm", "formatter") graph.set_finish_point("formatter") return graph