feat: 多智能体竞标调度系统 v1.0.0
核心组件: - Orchestrator: 意图理解、任务拆分、竞标管理、结果验证 - Worker: 竞标任务、执行交付 - TaskBoard: 状态管理、信息存储 - BidEvaluator: 竞标评估算法 - ExecutionMonitor: 执行监控、超时处理 - LLMClient: 大模型接口调用 功能特性: - 竞标机制:Agent主动竞争任务 - 动态调度:串行/并行任务智能调度 - 智能容错:超时切换、验证重试 - 质量保证:结果验证、历史追踪 Web界面:首页、请求列表、任务列表、Agent管理 API接口:请求/任务/Agent管理、测试接口 端口:19015
This commit is contained in:
501
app/orchestrator.py
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501
app/orchestrator.py
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"""
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规划Agent (Orchestrator) - 意图理解、任务拆分、竞标管理、结果验证
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"""
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import time
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import json
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from typing import Dict, List, Optional, Any
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from .models import (
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Task, TaskType, TaskStatus, TaskGraph, Bid, Execution,
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Attempt, ValidationResult, UserRequest, AgentProfile
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)
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from .task_board import TaskBoard
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from .bid_evaluator import BidEvaluator
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from .execution_monitor import ExecutionMonitorManager
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from .llm_client import LLMClient, default_client
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class Orchestrator:
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"""规划Agent - 核心调度引擎"""
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def __init__(
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self,
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task_board: TaskBoard,
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llm_client: LLMClient = None
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):
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self.task_board = task_board
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self.llm = llm_client or default_client
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self.bid_evaluator = BidEvaluator()
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self.execution_manager = ExecutionMonitorManager()
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# 配置
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self.bidding_window = 30 # 竞标窗口时间(秒)
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self.max_retry_per_agent = 1 # 每个Agent最大重试次数
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self.max_total_attempts = 5 # 总尝试次数上限
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self.max_total_time = 1800 # 最大总执行时间(秒)
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# === 意图理解 ===
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def understand_intent(self, user_request: str) -> Dict:
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"""
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意图理解
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Args:
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user_request: 用户原始请求
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Returns:
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意图分析结果
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"""
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try:
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intent = self.llm.analyze_intent(user_request)
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return intent
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except Exception as e:
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# 简化处理
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return {
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"intent": user_request,
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"keywords": [],
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"need_clarification": False,
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"questions": []
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}
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# === 任务拆分 ===
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def split_tasks(self, intent: Dict, user_request: str) -> TaskGraph:
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"""
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任务拆分
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Args:
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intent: 意图分析结果
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user_request: 用户原始请求
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Returns:
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TaskGraph
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"""
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try:
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task_list = self.llm.split_tasks(intent, user_request)
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graph = TaskGraph()
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for t in task_list:
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task_type = TaskType.PARALLEL if t.get('type') == 'parallel' else TaskType.SERIAL
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task = Task(
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type=task_type,
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description=t.get('description', ''),
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input_data=t.get('input_schema', {}),
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output_schema=t.get('output_schema', {}),
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dependencies=t.get('dependencies', [])
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)
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graph.add_task(task)
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return graph
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except Exception as e:
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# 简化:创建单个任务
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graph = TaskGraph()
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task = Task(
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type=TaskType.INDEPENDENT,
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description=user_request
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)
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graph.add_task(task)
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return graph
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# === 任务发布 ===
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def publish_task(self, task: Task) -> List[AgentProfile]:
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"""
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发布任务
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Args:
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task: 任务
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Returns:
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能处理该任务的Agent列表
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"""
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# 更新状态
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task.status = TaskStatus.PUBLISHED
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self.task_board.add_task(task)
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# 找能处理的Agent
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capable_agents = self.task_board.find_capable_agents(task)
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return capable_agents
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# === 竞标收集 ===
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def collect_bids(
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self,
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task: Task,
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agents: List[AgentProfile],
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window_seconds: int = None
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) -> List[Bid]:
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"""
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收集竞标
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Args:
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task: 任务
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agents: Agent列表
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window_seconds: 竞标窗口时间
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Returns:
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竞标列表
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"""
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window = window_seconds or self.bidding_window
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task.status = TaskStatus.BIDDING
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bids = []
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# 让每个Agent生成竞标
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for agent in agents:
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try:
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bid_data = self.llm.generate_bid(task.to_dict(), agent.to_dict())
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bid = Bid(
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task_id=task.id,
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agent_id=agent.id,
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capability_match=float(bid_data.get('capability_match', 0.5)),
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estimated_time=int(bid_data.get('estimated_time', 60)),
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confidence=float(bid_data.get('confidence', 0.5)),
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approach=bid_data.get('approach', ''),
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prerequisites=bid_data.get('prerequisites', []),
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alternative_approaches=bid_data.get('alternative_approaches', [])
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)
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bids.append(bid)
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self.task_board.add_bid(bid)
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except Exception as e:
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# Agent无法竞标,跳过
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pass
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return bids
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# === 竞标评估 ===
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def evaluate_bids(self, task: Task, bids: List[Bid]) -> tuple:
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"""
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评估竞标
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Args:
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task: 任务
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bids: 竞标列表
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Returns:
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(selected_agent, selected_bid, backup_agents)
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"""
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agents_dict = {
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a.id: a for a in self.task_board.list_agents()
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}
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best_bid, best_agent, scores = self.bid_evaluator.select_best_bid(bids, agents_dict)
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if best_agent:
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backup_agents = self.bid_evaluator.get_backup_agents(
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bids, agents_dict, best_agent.id
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)
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return (best_agent, best_bid, backup_agents)
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return (None, None, [])
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# === 任务执行 ===
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def assign_and_execute(
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self,
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task: Task,
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agent: AgentProfile,
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bid: Bid,
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backup_agents: List[AgentProfile] = None
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) -> Execution:
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"""
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分配并执行任务
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Args:
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task: 任务
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agent: 执行Agent
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bid: 竞标书
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backup_agents: 备选Agent
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Returns:
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Execution对象
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"""
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task.status = TaskStatus.ASSIGNED
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# 定义执行函数
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def execute_func(t, a, b):
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try:
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result = self.llm.execute_task(t.to_dict(), b.approach)
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return result.get('result') or result
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except Exception as e:
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raise e
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# 创建监控器
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monitor = self.execution_manager.create_monitor(
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task=task,
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agent=agent,
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bid=bid,
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callbacks={
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'complete': lambda exec: self._on_execution_complete(exec, task),
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'timeout': lambda exec: self._on_execution_timeout(exec, task, backup_agents),
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'error': lambda exec, e: self._on_execution_error(exec, task, e)
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}
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)
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# 添加备选
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if backup_agents:
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for backup in backup_agents:
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monitor.add_backup_agent(backup)
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# 启动执行
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task.status = TaskStatus.EXECUTING
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execution = monitor.start(execute_func)
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self.task_board.add_execution(execution)
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return execution
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def _on_execution_complete(self, execution: Execution, task: Task):
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"""执行完成回调"""
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task.status = TaskStatus.VALIDATING
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# 验证结果
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validation = self.validate_result(task, execution.result)
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if validation.passed:
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task.status = TaskStatus.COMPLETED
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self.task_board.update_task_status(task.id, task.status)
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# 更新Agent统计
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duration = execution.end_time - execution.start_time
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self.task_board.update_agent_stats(
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execution.agent_id,
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success=True,
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duration=duration,
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quality_score=validation.score
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)
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else:
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# 验证失败,尝试重试
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self._handle_validation_failure(task, execution, validation)
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def _on_execution_timeout(self, execution: Execution, task: Task, backup_agents: List[AgentProfile]):
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"""执行超时回调"""
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# 记录失败
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attempt = Attempt(
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task_id=task.id,
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agent_id=execution.agent_id,
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execution=execution,
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success=False,
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failure_type='timeout',
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duration=execution.end_time - execution.start_time
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)
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self.task_board.add_attempt(attempt)
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# 尝试备选Agent
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if backup_agents and self.task_board.get_attempt_count(task.id) < self.max_total_attempts:
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# 找一个备选Agent重新执行
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for backup in backup_agents:
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attempts = [a for a in self.task_board.get_attempts(task.id) if a.agent_id == backup.id]
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if len(attempts) < self.max_retry_per_agent:
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# 创建新的竞标
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bid = Bid(
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task_id=task.id,
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agent_id=backup.id,
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capability_match=0.5,
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estimated_time=60,
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confidence=0.5,
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approach="备选执行"
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)
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self.assign_and_execute(task, backup, bid, [])
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return
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# 无备选或已达上限,任务失败
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task.status = TaskStatus.FAILED
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self.task_board.update_task_status(task.id, task.status)
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def _on_execution_error(self, execution: Execution, task: Task, error: Exception):
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"""执行错误回调"""
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# 记录失败
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attempt = Attempt(
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task_id=task.id,
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agent_id=execution.agent_id,
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execution=execution,
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success=False,
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failure_type='error',
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duration=time.time() - execution.start_time,
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feedback=str(error)
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)
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self.task_board.add_attempt(attempt)
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task.status = TaskStatus.FAILED
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self.task_board.update_task_status(task.id, task.status)
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def _handle_validation_failure(self, task: Task, execution: Execution, validation: ValidationResult):
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"""处理验证失败"""
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# 记录失败
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attempt = Attempt(
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task_id=task.id,
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agent_id=execution.agent_id,
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execution=execution,
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validation=validation,
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success=False,
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failure_type='validation',
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duration=execution.end_time - execution.start_time,
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feedback=json.dumps(validation.issues)
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)
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self.task_board.add_attempt(attempt)
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# 检查重试次数
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agent_attempts = [a for a in self.task_board.get_attempts(task.id) if a.agent_id == execution.agent_id]
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if len(agent_attempts) < self.max_retry_per_agent:
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# 给予重试机会
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task.status = TaskStatus.RETRY
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self.task_board.update_task_status(task.id, task.status)
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# 重新执行(带上反馈)
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# 简化处理,直接失败
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task.status = TaskStatus.FAILED
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self.task_board.update_task_status(task.id, task.status)
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else:
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# 已达重试上限,任务失败
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task.status = TaskStatus.FAILED
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self.task_board.update_task_status(task.id, task.status)
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# === 结果验证 ===
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def validate_result(self, task: Task, result: Any) -> ValidationResult:
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"""
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验证结果
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Args:
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task: 任务
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result: 执行结果
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Returns:
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ValidationResult
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"""
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try:
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validation_data = self.llm.validate_result(task.to_dict(), result)
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validation = ValidationResult(
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passed=validation_data.get('passed', False),
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issues=validation_data.get('issues', []),
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score=float(validation_data.get('score', 0.5))
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)
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return validation
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except Exception as e:
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# 简化:假设通过
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return ValidationResult(passed=True, score=0.5)
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# === 主流程 ===
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def process_request(self, user_request: str) -> UserRequest:
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"""
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处理用户请求(完整流程)
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Args:
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user_request: 用户原始请求
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Returns:
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UserRequest对象
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"""
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# 1. 创建请求记录
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request = self.task_board.create_request(user_request)
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try:
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# 2. 意图理解
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intent = self.understand_intent(user_request)
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# 3. 如果需要澄清
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if intent.get('need_clarification'):
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request.status = 'clarification_needed'
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request.error = json.dumps(intent.get('questions', []))
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self.task_board.update_request(request)
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return request
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# 4. 任务拆分
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task_graph = self.split_tasks(intent, user_request)
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request.task_graph = task_graph
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request.status = 'processing'
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self.task_board.update_request(request)
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# 5. 按执行顺序处理任务
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execution_order = task_graph.get_execution_order()
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completed = set()
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results = {}
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for layer_tasks in execution_order:
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# 并行处理当前层的任务
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layer_results = {}
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for task in layer_tasks:
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# 发布任务
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capable_agents = self.publish_task(task)
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if not capable_agents:
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task.status = TaskStatus.FAILED
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continue
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# 收集竞标
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bids = self.collect_bids(task, capable_agents)
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if not bids:
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task.status = TaskStatus.FAILED
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continue
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# 评估竞标
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agent, bid, backup = self.evaluate_bids(task, bids)
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if not agent:
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task.status = TaskStatus.FAILED
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continue
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# 执行任务
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execution = self.assign_and_execute(task, agent, bid, backup)
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# 等待执行完成(简化:直接等待)
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# 实际应该用异步等待或轮询
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import time
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max_wait = task.timeout + 10
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waited = 0
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while waited < max_wait:
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exec_record = self.task_board.get_execution(execution.id)
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if exec_record and exec_record.status in ['completed', 'failed', 'timeout']:
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break
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time.sleep(1)
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waited += 1
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# 获取结果
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if task.status == TaskStatus.COMPLETED:
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layer_results[task.id] = execution.result
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completed.add(task.id)
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else:
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# 任务失败,整个请求失败
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request.status = 'failed'
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request.error = f"任务 {task.id} 执行失败"
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self.task_board.update_request(request)
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return request
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results.update(layer_results)
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# 6. 整合结果
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request.final_result = results
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request.status = 'completed'
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self.task_board.update_request(request)
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return request
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except Exception as e:
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request.status = 'failed'
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request.error = str(e)
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self.task_board.update_request(request)
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return request
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|
||||
def get_request_status(self, request_id: str) -> Dict:
|
||||
"""获取请求状态"""
|
||||
request = self.task_board.get_request(request_id)
|
||||
if request:
|
||||
return request.to_dict()
|
||||
return None
|
||||
Reference in New Issue
Block a user