487 lines
19 KiB
Python
487 lines
19 KiB
Python
# =============================================================================
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# 企微IT智能服务台 — 阶段5 自动化 会话编排服务
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# =============================================================================
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# 说明:自动化会话的编排中枢,串联「意图识别 → 场景校验 → 终端映射 →
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# 动作计划生成 → 执行引擎」。同时提供会话 CRUD、转人工、结果反馈、
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# 静默关单等接口。
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#
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# 编排在后台任务中运行(run_session_in_background),API 创建会话后立即返回,
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# 进度通过 WS 实时推送。
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# =============================================================================
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from __future__ import annotations
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import logging
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from datetime import datetime, timezone
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from typing import Any, Dict, List, Optional
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from sqlalchemy import select
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from app.config import settings
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from app.constants import AutomationErrorCode
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from app.database import _get_session_factory
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from app.models.automation import (
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ApprovalTicket,
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AutoAction,
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AutoSession,
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ScenarioConfig,
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)
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from app.services.automation.approval import ApprovalService
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from app.services.automation.exception_handler import AutomationException
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from app.services.automation.executor import ActionExecutor
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from app.services.automation.intent_router import IntentRouter
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from app.services.automation.mapping_resolver import MappingResolver
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from app.services.automation.progress_publisher import (
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cancel_silent_close,
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publish_progress,
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publish_takeover,
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)
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from app.services.automation import DEFAULT_SCENARIO_CONFIGS
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logger = logging.getLogger(__name__)
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# 需要终端映射的场景
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_SCENARIOS_NEED_TERMINAL = {"virus_dispose", "terminal_locate"}
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class AutoSessionService:
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"""自动化会话编排服务。"""
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def __init__(self, db: Any, redis: Any = None, audit: Any = None):
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self.db = db
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self.redis = redis
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self.audit = audit
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# --------------------------------------------------------------------------
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# 会话 CRUD
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# --------------------------------------------------------------------------
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async def create_session(
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self,
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conversation_id: Optional[str],
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employee_id: str,
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description: str,
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mode: str = "real_exec",
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) -> AutoSession:
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"""创建自动化会话(状态=created)。"""
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session = AutoSession(
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conversation_id=conversation_id,
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employee_id=employee_id,
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mode=mode,
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title=(description or "")[:200],
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status="created",
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meta={"description": description},
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)
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self.db.add(session)
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await self.db.flush()
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return session
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async def get_session(self, session_id: str) -> Optional[AutoSession]:
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"""按 ID 取会话。"""
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stmt = select(AutoSession).where(AutoSession.id == session_id)
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return (await self.db.execute(stmt)).scalar_one_or_none()
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async def list_sessions(
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self,
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employee_id: Optional[str] = None,
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agent_id: Optional[str] = None,
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status: Optional[str] = None,
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page: int = 1,
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page_size: int = 50,
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) -> List[AutoSession]:
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"""列出会话(支持过滤分页)。"""
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stmt = select(AutoSession)
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if employee_id:
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stmt = stmt.where(AutoSession.employee_id == employee_id)
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if agent_id:
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stmt = stmt.where(AutoSession.agent_id == agent_id)
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if status:
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stmt = stmt.where(AutoSession.status == status)
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stmt = stmt.order_by(AutoSession.created_at.desc())
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stmt = stmt.limit(page_size).offset((page - 1) * page_size)
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return list((await self.db.execute(stmt)).scalars().all())
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async def get_session_detail(
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self, session_id: str
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) -> Optional[Dict[str, Any]]:
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"""取会话详情(含动作列表与当前待决审批单)。"""
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session = await self.get_session(session_id)
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if session is None:
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return None
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act_stmt = select(AutoAction).where(AutoAction.session_id == session_id)
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actions = list((await self.db.execute(act_stmt)).scalars().all())
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actions.sort(key=lambda a: a.action_index)
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ticket = None
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if session.current_action_id:
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tstmt = select(ApprovalTicket).where(
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ApprovalTicket.action_id == session.current_action_id,
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ApprovalTicket.status == "pending",
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)
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ticket = (await self.db.execute(tstmt)).scalar_one_or_none()
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return {"session": session, "actions": actions, "ticket": ticket}
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# --------------------------------------------------------------------------
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# 编排主流程
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# --------------------------------------------------------------------------
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async def start(self, session_id: str) -> None:
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"""编排:意图识别 → 场景校验 → 映射 → 计划 → 执行。"""
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session = await self.get_session(session_id)
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if session is None:
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logger.warning(f"start 会话不存在: {session_id}")
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return
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if session.status != "created":
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logger.info(f"会话已启动过,跳过: {session_id} status={session.status}")
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return
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session.status = "running"
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await self.db.flush()
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await publish_progress(session.id, "start", "开始自动化处置")
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description = (session.meta or {}).get("description", "")
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# 1. 意图识别
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router = IntentRouter(self.db, audit=self.audit)
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try:
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intent = await router.detect(description, session.employee_id)
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except Exception as e: # noqa: BLE001
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intent = {"scenario_key": None, "confidence": 0.0, "error": str(e)}
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session.scenario_key = intent.get("scenario_key")
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session.confidence = float(intent.get("confidence") or 0.0)
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session.intent = intent
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await self.db.flush()
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await publish_progress(
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session.id,
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"intent",
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f"识别场景: {session.scenario_key or '未知'}(置信度 {session.confidence:.2f})",
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)
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# 2. 置信度门槛 → 低置信度转人工
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thresholds = settings.get_automation_thresholds()
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confidence_min = float(thresholds.get("confidence_min", 0.6))
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if not session.scenario_key or session.confidence < confidence_min:
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await self._handoff(
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session, f"意图识别置信度不足({session.confidence:.2f}),转人工"
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)
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return
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# 3. 场景配置校验
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scenario = await self._get_scenario_config(session.scenario_key)
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if scenario is None or not scenario.enabled:
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await self._handoff(
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session, f"场景未启用或未配置: {session.scenario_key}"
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)
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return
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# 4. 终端映射(按需)
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mapping: Dict[str, Any] = {}
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if session.scenario_key in _SCENARIOS_NEED_TERMINAL:
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resolver = MappingResolver(self.db, audit=self.audit)
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mapping = await resolver.resolve(session.employee_id, session.scenario_key)
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if (
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session.scenario_key == "virus_dispose"
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and not mapping.get("client_ids")
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):
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await self._handoff(session, "未解析到目标终端,转人工")
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return
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session.meta = {**(session.meta or {}), "mapping": mapping}
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await self.db.flush()
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# 5. 生成动作计划
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plan = self._build_actions(scenario, mapping)
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for idx, item in enumerate(plan):
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action = AutoAction(session_id=session.id, action_index=idx, **item)
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self.db.add(action)
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await self.db.flush()
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await publish_progress(
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session.id, "plan_ready", f"已生成处置方案(共 {len(plan)} 步)"
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)
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# 6. 执行引擎
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executor = ActionExecutor(self.db, self.redis, audit=self.audit)
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await executor.run(session_id)
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def _build_actions(
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self, scenario: ScenarioConfig, mapping: Dict[str, Any]
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) -> List[Dict[str, Any]]:
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"""从场景配置(或默认模板)生成动作计划。"""
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plan_items = scenario.actions
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if not plan_items:
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default = DEFAULT_SCENARIO_CONFIGS.get(scenario.scenario_key, {})
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plan_items = default.get("actions", [])
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result: List[Dict[str, Any]] = []
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for it in plan_items:
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params: Dict[str, Any] = dict(it.get("params") or {})
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confirm_channel = it.get("confirm_channel")
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if mapping.get("client_ids"):
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params.setdefault("client_ids", mapping["client_ids"])
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if confirm_channel:
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params["confirm_channel"] = confirm_channel
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result.append(
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{
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"action_type": it.get("action_type", ""),
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"adapter": it.get("adapter", "internal"),
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"risk_level": it.get("risk_level", "read"),
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"title": it.get("title", it.get("action_type", "")),
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"description": it.get("description", it.get("title", "")),
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"payload": params,
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}
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)
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return result
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async def _get_scenario_config(
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self, scenario_key: str
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) -> Optional[ScenarioConfig]:
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"""加载场景配置(DB 优先,缺失则用默认模板的开关)。"""
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stmt = select(ScenarioConfig).where(
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ScenarioConfig.scenario_key == scenario_key
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)
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config = (await self.db.execute(stmt)).scalar_one_or_none()
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if config is not None:
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return config
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# DB 无记录 → 用默认模板(默认启用)
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default = DEFAULT_SCENARIO_CONFIGS.get(scenario_key)
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if default is None:
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return None
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return ScenarioConfig(
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scenario_key=scenario_key,
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name=default.get("name", scenario_key),
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description=default.get("description", ""),
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enabled=default.get("enabled", True),
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trigger_conditions=default.get("trigger_conditions"),
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actions=default.get("actions"),
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approval_strategy=default.get("approval_strategy"),
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)
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async def _handoff(self, session: AutoSession, reason: str) -> None:
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"""置为转人工并推送事件。"""
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session.status = "handoff"
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session.closed_by = "system(auto)"
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await self.db.flush()
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await publish_takeover(session.id, reason)
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# --------------------------------------------------------------------------
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# 转人工 / 反馈 / 关单
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# --------------------------------------------------------------------------
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async def takeover(
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self, session_id: str, agent_id: str, note: Optional[str] = None
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) -> AutoSession:
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"""转人工接管。"""
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session = await self.get_session(session_id)
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if session is None:
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raise AutomationException(AutomationErrorCode.SESSION_NOT_FOUND)
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session.status = "handoff"
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session.agent_id = agent_id
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session.closed_by = agent_id
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await self.db.flush()
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cancel_silent_close(session_id)
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await publish_takeover(session.id, f"坐席 {agent_id} 接管:{note or ''}")
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return session
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async def resolve_feedback(
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self, session_id: str, satisfied: bool, note: Optional[str] = None
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) -> AutoSession:
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"""员工处置结果反馈。
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满意 → 关单;不满意 → 转人工。
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"""
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session = await self.get_session(session_id)
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if session is None:
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raise AutomationException(AutomationErrorCode.SESSION_NOT_FOUND)
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cancel_silent_close(session_id)
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if satisfied:
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session.status = "closed"
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session.closed_by = session.employee_id
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else:
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session.status = "handoff"
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session.closed_by = "employee(reject)"
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await publish_takeover(session.id, f"员工不满意,转人工:{note or ''}")
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await self.db.flush()
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return session
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async def auto_close(self, session_id: str) -> None:
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"""静默关单(仅 resolved 态可关)。"""
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session = await self.get_session(session_id)
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if session is None:
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return
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if session.status != "resolved":
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return
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session.status = "closed"
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session.closed_by = "system(auto)"
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await self.db.flush()
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# --------------------------------------------------------------------------
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# 场景配置管理(管理端)
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# --------------------------------------------------------------------------
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async def list_scenario_configs(self) -> List[ScenarioConfig]:
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"""列出全部场景配置。"""
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stmt = select(ScenarioConfig).order_by(ScenarioConfig.scenario_key)
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return list((await self.db.execute(stmt)).scalars().all())
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async def upsert_scenario_config(
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self, scenario_key: str, data: Dict[str, Any], operator: str = ""
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) -> ScenarioConfig:
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"""更新或创建场景配置,并快照为规则版本。"""
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from app.models.automation import RuleVersion
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stmt = select(ScenarioConfig).where(
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ScenarioConfig.scenario_key == scenario_key
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)
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config = (await self.db.execute(stmt)).scalar_one_or_none()
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if config is None:
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config = ScenarioConfig(scenario_key=scenario_key)
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self.db.add(config)
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if data.get("name") is not None:
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config.name = data["name"]
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if data.get("description") is not None:
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config.description = data["description"]
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if data.get("enabled") is not None:
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config.enabled = data["enabled"]
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if data.get("trigger_conditions") is not None:
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config.trigger_conditions = data["trigger_conditions"]
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if data.get("actions") is not None:
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config.actions = data["actions"]
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if data.get("approval_strategy") is not None:
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config.approval_strategy = data["approval_strategy"]
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await self.db.flush()
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# 快照为规则版本
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last = (
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await self.db.execute(
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select(RuleVersion.version)
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.where(RuleVersion.scenario_key == scenario_key)
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.order_by(RuleVersion.version.desc())
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.limit(1)
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)
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).scalar_one_or_none()
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new_version = (last or 0) + 1
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snapshot = RuleVersion(
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scenario_key=scenario_key,
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version=new_version,
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content={
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"actions": config.actions,
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"approval_strategy": config.approval_strategy,
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"trigger_conditions": config.trigger_conditions,
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},
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status="published",
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canary_percent=100,
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created_by=operator or "admin",
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remark=f"更新场景配置至 v{new_version}",
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)
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self.db.add(snapshot)
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await self.db.flush()
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config.current_version_id = snapshot.id
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await self.db.flush()
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return config
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async def list_rule_versions(
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self, scenario_key: Optional[str] = None
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) -> List[RuleVersion]:
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"""列出规则版本。"""
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stmt = select(RuleVersion)
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if scenario_key:
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stmt = stmt.where(RuleVersion.scenario_key == scenario_key)
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stmt = stmt.order_by(RuleVersion.created_at.desc())
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return list((await self.db.execute(stmt)).scalars().all())
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async def metrics(self) -> Dict[str, Any]:
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"""汇总看板指标。"""
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from sqlalchemy import func
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total = (
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await self.db.execute(select(func.count(AutoSession.id)))
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).scalar() or 0
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resolved = (
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await self.db.execute(
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select(func.count(AutoSession.id)).where(
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AutoSession.status == "resolved"
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)
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)
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).scalar() or 0
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handoff = (
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await self.db.execute(
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select(func.count(AutoSession.id)).where(
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AutoSession.status == "handoff"
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)
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)
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).scalar() or 0
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error = (
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await self.db.execute(
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select(func.count(AutoSession.id)).where(
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AutoSession.status == "error"
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)
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)
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).scalar() or 0
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auto_actions = (
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await self.db.execute(
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select(func.count(AutoAction.id)).where(
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AutoAction.status == "success",
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AutoAction.risk_level.in_(["read", "low"]),
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)
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)
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).scalar() or 0
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approval_actions = (
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await self.db.execute(
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select(func.count(AutoAction.id)).where(
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AutoAction.risk_level == "high"
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)
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)
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).scalar() or 0
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by_scenario_rows = (
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await self.db.execute(
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select(AutoSession.scenario_key, func.count(AutoSession.id)).group_by(
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AutoSession.scenario_key
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)
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)
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).all()
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by_scenario = {k: v for k, v in by_scenario_rows if k}
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return {
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"total_sessions": total,
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"resolved_sessions": resolved,
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"handoff_sessions": handoff,
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"error_sessions": error,
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"auto_executed_actions": auto_actions,
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"approval_required_actions": approval_actions,
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"by_scenario": by_scenario,
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}
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# --------------------------------------------------------------------------
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# 后台编排入口
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# --------------------------------------------------------------------------
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async def run_session_in_background(session_id: str) -> None:
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"""后台运行会话编排(独立 DB 会话,结束时提交/回滚)。"""
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factory = _get_session_factory()
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async with factory() as db:
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svc = AutoSessionService(db)
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try:
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await svc.start(session_id)
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await db.commit()
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except AutomationException as e:
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await db.rollback()
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logger.warning(f"编排业务异常 session={session_id}: {e.message}")
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# 标记转人工
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try:
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session = await svc.get_session(session_id)
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if session and session.status not in ("closed", "handoff"):
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session.status = "handoff"
|
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session.closed_by = "system(auto)"
|
||
await db.commit()
|
||
except Exception: # noqa: BLE001
|
||
await db.rollback()
|
||
except Exception as e: # noqa: BLE001
|
||
await db.rollback()
|
||
logger.error(f"编排未预期异常 session={session_id}: {e}")
|
||
try:
|
||
session = await svc.get_session(session_id)
|
||
if session and session.status not in ("closed", "handoff"):
|
||
session.status = "handoff"
|
||
session.closed_by = "system(auto)"
|
||
await db.commit()
|
||
except Exception: # noqa: BLE001
|
||
await db.rollback()
|