Files
beaver_project/app-instance/backend/beaver/tasks/router.py
steven_li 9d6cde2d23 feat: 将项目从nano重命名为beaver并更新相关配置
- 将所有环境变量前缀从NANO_改为BEAVER_
- 更新README.md文档内容,包括项目介绍、组件说明和快速开始指南
- 修改.gitignore文件,添加auth-portal运行时路径排除规则
- 更新app-instance镜像标签从nano/app-instance改为beaver/app-instance
- 增强技能安全检查器,支持工具前缀白名单功能
- 添加技能草稿重新检查安全性API端点
- 扩展证据选择器,收集工具调用名称用于技能学习
- 改进技能合成器,基于实际调用的工具生成工具提示
- 优化路由超时处理机制,增加重试逻辑
- 更新后端架构文档,添加可视化入口和基础概念说明
- 实现在WebSocket消息中传递工具迭代次数信息
2026-05-20 18:01:06 +08:00

192 lines
8.2 KiB
Python

"""LLM-based routing between simple chat and internal Task mode."""
from __future__ import annotations
import asyncio
import json
from typing import Any
from .models import MainAgentDecision, TaskRecord
class MainAgentRouter:
"""Semantic router for deciding whether a message belongs to a Task."""
async def classify(
self,
message: str,
*,
active_task: TaskRecord | None = None,
provider: Any | None = None,
model: str | None = None,
recent_messages: list[dict[str, Any]] | None = None,
intent_skill: str | None = None,
thinking_enabled: bool | None = None,
timeout_seconds: float = 8.0,
) -> MainAgentDecision:
if provider is None:
return self._fallback(active_task=active_task, reason="router_provider_unavailable")
chat_kwargs: dict[str, Any] = {
"messages": [
{
"role": "system",
"content": (
"You are Beaver's Intent Agent. Your only job is to route the user's "
"message to simple chat or internal Task mode. Return only compact JSON. "
"Do not answer the user. Do not explain."
),
},
{
"role": "user",
"content": self._prompt(
message=message,
active_task=active_task,
recent_messages=recent_messages or [],
intent_skill=intent_skill,
),
},
],
"tools": None,
"model": model,
"max_tokens": 256,
"temperature": 0.0,
}
if thinking_enabled is not None:
chat_kwargs["thinking_enabled"] = thinking_enabled
last_error: Exception | None = None
for attempt_timeout in (timeout_seconds, 12.0):
try:
response = await asyncio.wait_for(provider.chat(**chat_kwargs), timeout=attempt_timeout)
return self.from_json(response.content or "", active_task=active_task)
except Exception as exc:
last_error = exc
return self._fallback(active_task=active_task, reason=f"router_failed: {last_error}")
def from_json(self, text: str, *, active_task: TaskRecord | None = None) -> MainAgentDecision:
payload = self._parse_json_object(text)
raw_action = str(payload.get("action") or payload.get("mode") or "").strip().lower()
reason = str(payload.get("reason") or raw_action or "llm_router")
short_title = _clean_short_title(payload.get("short_title") or payload.get("title"))
if raw_action in {"continue_task", "continue", "task"}:
return MainAgentDecision(
mode="task",
reason=reason,
starts_new_task=active_task is None,
short_title=short_title,
action="continue_task" if active_task is not None else "create_task",
)
if raw_action in {"new_task", "new"}:
return MainAgentDecision(
mode="task",
reason=reason,
starts_new_task=True,
short_title=short_title,
action="create_task",
)
if raw_action in {"close_task", "close", "done", "finish"}:
return MainAgentDecision(
mode="simple",
reason=reason,
closes_task=active_task is not None,
short_title=short_title,
action="close_task",
)
if raw_action in {"abandon_task", "abandon", "cancel_task"}:
return MainAgentDecision(
mode="simple",
reason=reason,
abandons_task=active_task is not None,
short_title=short_title,
action="abandon_task",
)
return MainAgentDecision(
mode="simple",
reason=reason or "simple_chat",
short_title=short_title,
action="simple_chat",
)
def _fallback(self, *, active_task: TaskRecord | None, reason: str) -> MainAgentDecision:
if active_task is not None:
return MainAgentDecision(mode="task", reason=reason, action="continue_task")
return MainAgentDecision(mode="simple", reason=reason, action="simple_chat")
@staticmethod
def _prompt(
*,
message: str,
active_task: TaskRecord | None,
recent_messages: list[dict[str, Any]],
intent_skill: str | None,
) -> str:
active_task_payload = None
if active_task is not None:
active_task_payload = {
"task_id": active_task.task_id,
"description": active_task.description,
"goal": active_task.goal,
"status": active_task.status,
"short_title": active_task.metadata.get("short_title"),
}
recent = [
{"role": item.get("role"), "content": str(item.get("content") or "")[:500]}
for item in recent_messages[-8:]
if item.get("role") in {"user", "assistant"}
]
skill_section = (
f"Intent Agent skill guidance:\n{intent_skill.strip()}\n\n"
if intent_skill and intent_skill.strip()
else ""
)
return (
"Decide how to route the current user message.\n\n"
f"{skill_section}"
"Actions:\n"
"- simple_chat: no Task should be created or continued.\n"
"- continue_task: keep the user in the active Task.\n"
"- new_task: start a separate new Task.\n"
"- close_task: user explicitly says the active Task is done/satisfactory/finished.\n"
"- abandon_task: user explicitly says to stop, cancel, abandon, or no longer do the active Task.\n\n"
"Critical policy:\n"
"- If there is an active Task, choose continue_task unless the user's topic is completely unrelated "
"to that Task or the user explicitly closes/abandons it.\n"
"- Follow-up questions, corrections, partial changes, extra constraints, and result discussion stay in continue_task.\n"
"- Use new_task only when the user clearly asks to start a different task.\n"
"- If there is no active Task, choose new_task only for work that requires execution, iteration, tools, files, "
"implementation, validation, or multi-step completion. Otherwise choose simple_chat.\n"
"- Requests that need current, real-time, external, user-private, local-file, web, weather, price, news, "
"calendar, email, or system data require tools. Choose new_task for them because the Intent Agent has no tools.\n"
"- The Intent Agent must never answer tool-dependent requests itself or apologize for lacking tools. "
"It only routes the request so the main Task agent can use tools.\n"
"- short_title must be 5-15 Chinese characters or a similarly short English phrase when a Task is involved.\n\n"
"Return JSON only with keys: action, reason, short_title.\n\n"
f"Active task:\n{json.dumps(active_task_payload, ensure_ascii=False)}\n\n"
f"Recent conversation:\n{json.dumps(recent, ensure_ascii=False)}\n\n"
f"Current user message:\n{message}"
)
@staticmethod
def _parse_json_object(text: str) -> dict[str, Any]:
cleaned = text.strip()
if cleaned.startswith("```"):
cleaned = cleaned.strip("`")
if cleaned.lower().startswith("json"):
cleaned = cleaned[4:].strip()
start = cleaned.find("{")
end = cleaned.rfind("}")
if start >= 0 and end >= start:
cleaned = cleaned[start : end + 1]
payload = json.loads(cleaned)
if not isinstance(payload, dict):
raise ValueError("router response must be a JSON object")
return payload
def _clean_short_title(value: Any) -> str | None:
if value in (None, ""):
return None
title = " ".join(str(value).strip().split())
return title[:40] or None