ailine/backend/app/deprecated/hybrid_router.py

"""
混合路由节点模块 - 前置路由决策
负责决定走快速路径还是 React 循环

复用 intent.py 的推理逻辑，保证判断一致！
"""

from typing import Optional
from dataclasses import dataclass, field
from datetime import datetime
from langchain_core.runnables.config import RunnableConfig

from ..state import MainGraphState
from backend.app.logger import info, debug
# 直接复用 intent.py 的推理逻辑！
from backend.app.core.intent import (
    react_reason_async,
    ReasoningResult,
    ReasoningAction,
)
from ._utils import dispatch_custom_event


# ========== 核心数据类型 ==========
@dataclass
class HybridRouterResult:
    """混合路由结果"""
    intent: str = "complex"  # chitchat / knowledge / tool / complex
    confidence: float = 0.0
    suggested_tools: list = field(default_factory=list)
    path: str = "react_loop"  # fast_chitchat / fast_rag / fast_tool / react_loop
    reasoning: str = ""
    reasoning_result: Optional[ReasoningResult] = None  # 保存完整的 ReasoningResult，用于复用！


# ========== 规则配置 ==========
# 保留规则分流，保持快速响应
CHITCHAT_KEYWORDS = {
    "你好", "您好", "hi", "hello", "hey", "早上好", "晚上好", "下午好",
    "谢谢", "感谢", "多谢", "thanks", "thank you",
    "再见", "拜拜", "goodbye", "bye"
}

SUBGRAPH_KEYWORDS = {
    "contact": ["通讯录", "联系人", "contact", "email", "邮件", "邮箱"],
    "dictionary": ["词典", "单词", "翻译", "dictionary", "translate", "生词"],
    "news_analysis": ["资讯", "新闻", "分析", "news", "report", "热点"]
}


# ========== 从 ReasoningResult 映射到 HybridRouterResult ==========
def _map_reasoning_to_router(reasoning_result: ReasoningResult) -> HybridRouterResult:
    """将 intent.py 的推理结果映射为 hybrid_router 的结果"""

    # ReasoningAction -> intent 映射
    intent_map = {
        ReasoningAction.DIRECT_RESPONSE: "chitchat",
        ReasoningAction.RETRIEVE_RAG: "knowledge",
        ReasoningAction.RE_RETRIEVE_RAG: "knowledge",
        ReasoningAction.WEB_SEARCH: "complex",  # WEB_SEARCH 走 React循环
        ReasoningAction.ROUTE_SUBGRAPH: "tool",
        ReasoningAction.CLARIFY: "chitchat",
        ReasoningAction.UNKNOWN: "complex",
    }

    # ReasoningAction -> path 映射
    path_map = {
        ReasoningAction.DIRECT_RESPONSE: "fast_chitchat",
        ReasoningAction.RETRIEVE_RAG: "fast_rag",
        ReasoningAction.RE_RETRIEVE_RAG: "fast_rag",
        ReasoningAction.WEB_SEARCH: "react_loop",  # WEB_SEARCH 走 React循环
        ReasoningAction.ROUTE_SUBGRAPH: "fast_tool",
        ReasoningAction.CLARIFY: "fast_chitchat",
        ReasoningAction.UNKNOWN: "react_loop",
    }

    intent = intent_map.get(reasoning_result.action, "complex")
    path = path_map.get(reasoning_result.action, "react_loop")

    suggested_tools = []
    if reasoning_result.action == ReasoningAction.ROUTE_SUBGRAPH:
        target_subgraph = reasoning_result.metadata.get("target_subgraph")
        if target_subgraph:
            suggested_tools = [target_subgraph]

    return HybridRouterResult(
        intent=intent,
        confidence=reasoning_result.confidence,
        suggested_tools=suggested_tools,
        path=path,
        reasoning=reasoning_result.reasoning,
        reasoning_result=reasoning_result  # 保存完整结果！
    )


# ========== 规则分流（<5ms） ==========
def _rule_based_redirect(query: str) -> Optional[HybridRouterResult]:
    """规则分流：处理明显不需要推理的情况"""
    query_clean = query.strip().lower()

    # 1. 闲聊
    if query_clean in CHITCHAT_KEYWORDS or any(kw in query_clean for kw in CHITCHAT_KEYWORDS):
        return HybridRouterResult(
            intent="chitchat",
            confidence=1.0,
            path="fast_chitchat",
            reasoning="规则匹配：闲聊类请求"
        )

    # 2. 子图关键词
    for subgraph_name, keywords in SUBGRAPH_KEYWORDS.items():
        if any(kw in query_clean for kw in keywords):
            return HybridRouterResult(
                intent="tool",
                confidence=0.9,
                suggested_tools=[subgraph_name],
                path="fast_tool",
                reasoning=f"规则匹配：{subgraph_name} 子图关键词"
            )

    # 3. 短问题
    if len(query_clean) < 3 or (query_clean.endswith("?") and len(query_clean) < 5):
        return HybridRouterResult(
            intent="complex",
            confidence=0.3,
            path="react_loop",
            reasoning="规则匹配：问题过于简短"
        )

    return None


# ========== 默认结果 ==========
def _default_result() -> HybridRouterResult:
    """默认结果"""
    return HybridRouterResult(
        intent="complex",
        confidence=0.3,
        path="react_loop",
        reasoning="降级到默认值，走 React 循环"
    )


# ========== 主路由节点 ==========
async def hybrid_router_node(state: MainGraphState, config: Optional[RunnableConfig] = None) -> MainGraphState:
    """混合路由节点：前置路由，决定走快速路径还是 React循环"""
    state.current_phase = "hybrid_router"
    query = state.user_query or ""

    info(f"[Hybrid Router] 开始路由: {query[:50]}...")

    # 1. 规则分流
    rule_result = _rule_based_redirect(query)
    if rule_result:
        decision = rule_result
        info(f"[Hybrid Router] 规则命中: {decision.path}")
    else:
        # 2. 复用 intent.py 的推理逻辑！保证判断一致！
        info("[Hybrid Router] 规则未命中，使用 intent.py 推理")
        try:
            reasoning_result = await react_reason_async(query, {})
            decision = _map_reasoning_to_router(reasoning_result)
            info(f"[Hybrid Router] 推理结果: action={reasoning_result.action.name}, path={decision.path}")
        except Exception as e:
            debug(f"[Hybrid Router] intent.py 推理失败: {e}")
            decision = _default_result()

    # 3. 更新状态
    state.hybrid_router.decision = decision
    state.hybrid_router.start_time = datetime.now().isoformat()

    # 4. 发送事件
    await dispatch_custom_event("intent_classified", {
        "intent": decision.intent,
        "confidence": decision.confidence,
        "reasoning": decision.reasoning,
        "suggested_tools": decision.suggested_tools
    }, config)

    await dispatch_custom_event("path_decision", {
        "path": decision.path,
        "intent": decision.intent,
        "reasoning": decision.reasoning
    }, config)

    info(f"[Hybrid Router] 路由决策: {decision.path} (intent={decision.intent}, confidence={decision.confidence})")
    return state


# ========== 条件路由函数 ==========
def route_from_hybrid_decision(state: MainGraphState) -> str:
    """从混合路由决策获取下一步节点"""
    decision = state.hybrid_router.decision
    if decision and hasattr(decision, 'path'):
        return decision.path
    return "react_loop"


def check_fast_path_success(state: MainGraphState) -> str:
    """检查快速路径是否成功"""
    if state.fast_path.failed:
        info("[Fast Path Check] 快速路径失败，升级到 React 循环")
        return "escalate"

    info("[Fast Path Check] 快速路径成功，进入 llm_call")
    return "llm_call"


# ========== 导出 ==========
__all__ = [
    "hybrid_router_node",
    "route_from_hybrid_decision",
    "check_fast_path_success",
    "HybridRouterResult",
]