feat: solution for 'Повторный экзамен: Граф с рефлексией и доработкой'
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-20
@@ -1,28 +1,46 @@
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"""
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Graph definition using LangGraph.
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"""
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from typing import Dict, Any
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from langgraph.graph import StateGraph
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from src.nodes import ReflectState, draft_answer, reflect, rewrite
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from langgraph.graph import StateGraph, END
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from langchain_core.messages import AIMessage, HumanMessage
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from src.utils import get_llm, format_state
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# Define the state type
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State = Dict[str, Any]
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def ask_llm(state: State) -> State:
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"""
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Node that sends the user's question to the LLM and stores the answer.
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"""
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llm = get_llm()
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question = state.get("question", "")
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# Create a conversation with the LLM
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response = llm.invoke([HumanMessage(content=question)])
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# Store the answer in the state
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state["answer"] = response.content
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return state
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def final(state: State) -> State:
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"""
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Final node that simply returns the state unchanged.
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"""
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return state
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def build_graph() -> StateGraph:
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graph = StateGraph(ReflectState)
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"""
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Builds and returns the LangGraph graph.
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"""
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graph = StateGraph(State)
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# Add nodes
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graph.add_node("draft_answer", draft_answer)
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graph.add_node("reflect", reflect)
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graph.add_node("rewrite", rewrite)
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graph.add_node("ask", ask_llm)
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graph.add_node("final", final)
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# Define transitions
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graph.set_entry_point("draft_answer")
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graph.add_edge("draft_answer", "reflect")
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# Conditional edge after reflect
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def decide_next(state: ReflectState) -> str:
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if state["verdict"] == "ok":
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return "end"
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if state["round"] < state["max_rounds"]:
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return "rewrite"
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return "end"
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graph.add_conditional_edges("reflect", decide_next, {"rewrite": "rewrite", "end": "end"})
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graph.add_edge("rewrite", "reflect")
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# Define edges
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graph.set_entry_point("ask")
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graph.add_edge("ask", "final")
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graph.add_edge("final", END)
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return graph
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