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more_dots/agents/conversation_agent.py
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from typing import Dict, Any, List, Optional
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from langchain_core.messages import BaseMessage, HumanMessage, AIMessage
from langgraph.graph import StateGraph, END
from .base_agent import BaseAgent, AgentState
class ConversationAgent(BaseAgent):
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"""处理多轮对话的代理"""
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def __init__(self, model_section: Optional[str] = None):
super().__init__(model_section)
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self.conversation_history: List[BaseMessage] = []
def _build_graph(self) -> StateGraph:
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"""构建对话专用图"""
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workflow = StateGraph(AgentState)
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# 添加节点
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workflow.add_node("analyze_intent", self._analyze_intent)
workflow.add_node("generate_response", self._generate_response)
workflow.add_node("update_context", self._update_context)
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# 定义边
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workflow.add_edge("analyze_intent", "generate_response")
workflow.add_edge("generate_response", "update_context")
workflow.add_edge("update_context", END)
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# 设置入口节点
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workflow.set_entry_point("analyze_intent")
return workflow.compile()
def _analyze_intent(self, state: AgentState) -> AgentState:
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"""分析用户意图与对话上下文"""
# 简单意图分析,可用更复杂逻辑增强
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user_message = state.messages[-1] if state.messages else None
if user_message and isinstance(user_message, HumanMessage):
content = user_message.content.lower()
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# 基础意图识别
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if any(word in content for word in ["hello", "hi", "hey", "greetings"]):
state.context["intent"] = "greeting"
elif any(word in content for word in ["help", "assist", "support"]):
state.context["intent"] = "help"
elif "?" in content:
state.context["intent"] = "question"
else:
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"""兼容导出:请优先使用 agent 包"""
from agent.conversation import ConversationAgent
__all__ = ["ConversationAgent"]