"""????? ???? LangGraph ?? ???? ????.""" import logging from typing import Dict, Any from agents.planner_agent import PlannerAgent from agents.reasoning_agent import ReasoningAgent from agents.tool_selector_agent import ToolSelectorAgent from agents.supervisor_agent import SupervisorAgent from agents.auto_heal_agent import AutoHealAgent from agents.memory_agent import MemoryAgent from api.deps import get_logger logger = get_logger("kapo.langgraph") class SimpleGraph: """???? ???? ?? LangGraph ??? ???? ???????.""" def run(self, user_input: str, context: Dict[str, Any]): planner = PlannerAgent() reasoning = ReasoningAgent() tool_selector = ToolSelectorAgent() supervisor = SupervisorAgent() auto_heal = AutoHealAgent() memory = MemoryAgent() plan = planner.run(user_input, context) rationale = reasoning.run(user_input, plan) memory.write_short_term("last_plan", {"plan": plan, "rationale": rationale}) return { "plan": plan, "rationale": rationale, "tool_selector": tool_selector, "supervisor": supervisor, "auto_heal": auto_heal, } def get_graph(): """????? ??????? LangGraph ?? ????? ???? ?????? SimpleGraph.""" try: import langgraph # noqa: F401 logger.info("Using langgraph") return SimpleGraph() except Exception: logger.warning("LangGraph not available; using SimpleGraph") return SimpleGraph()