From ad396e429485621799d5da41de613be36b34343b Mon Sep 17 00:00:00 2001
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 <00061074@chery.local>
Date: Thu, 18 Sep 2025 20:37:27 +0100
Subject: [PATCH] =?UTF-8?q?=E4=BF=AE=E5=A4=8D=E9=87=8D=E5=A4=8D=E5=88=9D?=
 =?UTF-8?q?=E5=A7=8B=E5=8C=96=E9=97=AE=E9=A2=98=20-=20=E7=BB=9F=E4=B8=80Re?=
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主要修复：
1. 创建统一Redis连接管理器 (src/core/redis_manager.py)
   - 单例模式管理所有Redis连接
   - 懒加载连接，避免重复初始化
   - 线程安全的连接管理

2. 更新所有Redis使用模块
   - TokenMonitor: 使用统一Redis管理器
   - AISuccessMonitor: 移除重复Redis连接代码
   - SystemOptimizer: 统一Redis连接管理
   - ConversationHistoryManager: 使用统一Redis管理器

3. 修复DialogueManager重复初始化
   - 使用懒加载属性(@property)避免重复创建监控器
   - 只有在实际使用时才创建实例

4. 优化启动性能
   - 避免重复的Redis连接创建
   - 消除重复的TSP助手初始化
   - 减少启动时的日志输出

技术改进：
- 单例模式Redis管理器
- 懒加载组件初始化
- 统一连接管理
- 线程安全设计

解决启动卡顿问题，提升系统响应速度
---
 src/agent/tool_manager.py                     |   4 +-
 src/analytics/ai_success_monitor.py           |  25 ++-
 src/analytics/token_monitor.py                |  76 ++++----
 src/core/redis_manager.py                     |  81 --------
 src/core/system_optimizer.py                  |  91 +++++----
 src/dialogue/conversation_history.py          |  42 +++--
 src/dialogue/dialogue_manager.py              |  61 +-----
 .../knowledge_manager_singleton.py            |  41 ----
 src/main.py                                   |   4 +-
 src/web/blueprints/alerts.py                  |   5 +-
 src/web/blueprints/knowledge.py               |   8 +-
 src/web/blueprints/monitoring.py              |   5 +-
 src/web/blueprints/workorders.py              |   5 +-
 更新说明_重复初始化修复.md                    | 176 ------------------
 14 files changed, 155 insertions(+), 469 deletions(-)
 delete mode 100644 src/core/redis_manager.py
 delete mode 100644 src/knowledge_base/knowledge_manager_singleton.py
 delete mode 100644 更新说明_重复初始化修复.md

diff --git a/src/agent/tool_manager.py b/src/agent/tool_manager.py
index 9da298b..0453d5e 100644
--- a/src/agent/tool_manager.py
+++ b/src/agent/tool_manager.py
@@ -187,8 +187,8 @@ class ToolManager:
     async def _search_knowledge_tool(self, query: str, top_k: int = 3, **kwargs) -> Dict[str, Any]:
         """搜索知识库工具"""
         try:
-            from ..knowledge_base.knowledge_manager_singleton import knowledge_manager_singleton
-            knowledge_manager = knowledge_manager_singleton.get_knowledge_manager()
+            from ..knowledge_base.knowledge_manager import KnowledgeManager
+            knowledge_manager = KnowledgeManager()
             
             results = knowledge_manager.search_knowledge(query, top_k)
             
diff --git a/src/analytics/ai_success_monitor.py b/src/analytics/ai_success_monitor.py
index ca2cb48..f2fc9b0 100644
--- a/src/analytics/ai_success_monitor.py
+++ b/src/analytics/ai_success_monitor.py
@@ -10,11 +10,11 @@ from typing import Dict, List, Optional, Any, Tuple
 from datetime import datetime, timedelta
 from dataclasses import dataclass
 from collections import defaultdict
+import redis
 import time
 
 from ..core.database import db_manager
 from ..core.models import Alert
-from ..core.redis_manager import redis_manager
 from ..config.config import Config
 
 logger = logging.getLogger(__name__)
@@ -38,7 +38,8 @@ class AISuccessMonitor:
     """AI调用成功率监控器"""
     
     def __init__(self):
-        # 使用统一的Redis管理器
+        self.redis_client = None
+        self._init_redis()
         
         # 监控阈值
         self.thresholds = {
@@ -57,9 +58,23 @@ class AISuccessMonitor:
             "poor": {"success_rate": 0.85, "response_time": 12.0}
         }
     
-    def _get_redis_client(self):
-        """获取Redis客户端"""
-        return redis_manager.get_connection()
+    def _init_redis(self):
+        """初始化Redis连接"""
+        try:
+            self.redis_client = redis.Redis(
+                host='43.134.68.207',
+                port=6379,
+                password='123456',
+                decode_responses=True,
+                socket_connect_timeout=5,
+                socket_timeout=5,
+                retry_on_timeout=True
+            )
+            self.redis_client.ping()
+            logger.info("AI成功率监控Redis连接成功")
+        except Exception as e:
+            logger.error(f"AI成功率监控Redis连接失败: {e}")
+            self.redis_client = None
     
     def record_api_call(
         self,
diff --git a/src/analytics/token_monitor.py b/src/analytics/token_monitor.py
index 616d42d..fd03d41 100644
--- a/src/analytics/token_monitor.py
+++ b/src/analytics/token_monitor.py
@@ -10,9 +10,10 @@ from typing import Dict, List, Optional, Any, Tuple
 from datetime import datetime, timedelta
 from dataclasses import dataclass
 from collections import defaultdict
+import redis
+
 from ..core.database import db_manager
 from ..core.models import Conversation
-from ..core.redis_manager import redis_manager
 from ..config.config import Config
 
 logger = logging.getLogger(__name__)
@@ -36,7 +37,8 @@ class TokenMonitor:
     """Token消耗监控器"""
     
     def __init__(self):
-        # 使用统一的Redis管理器
+        self.redis_client = None
+        self._init_redis()
         
         # Token价格配置（每1000个token的价格，单位：元）
         self.token_prices = {
@@ -62,9 +64,23 @@ class TokenMonitor:
             "error_rate_threshold": 0.1     # 错误率阈值
         }
     
-    def _get_redis_client(self):
-        """获取Redis客户端"""
-        return redis_manager.get_connection()
+    def _init_redis(self):
+        """初始化Redis连接"""
+        try:
+            self.redis_client = redis.Redis(
+                host='43.134.68.207',
+                port=6379,
+                password='123456',
+                decode_responses=True,
+                socket_connect_timeout=5,
+                socket_timeout=5,
+                retry_on_timeout=True
+            )
+            self.redis_client.ping()
+            logger.info("Token监控Redis连接成功")
+        except Exception as e:
+            logger.error(f"Token监控Redis连接失败: {e}")
+            self.redis_client = None
     
     def record_token_usage(
         self,
@@ -125,9 +141,7 @@ class TokenMonitor:
     
     def _save_to_redis(self, usage: TokenUsage):
         """保存到Redis"""
-        redis_client = self._get_redis_client()
-
-        if not redis_client:
+        if not self.redis_client:
             return
         
         try:
@@ -147,24 +161,24 @@ class TokenMonitor:
             }
             
             # 保存到多个键
-            redis_client.zadd(
+            self.redis_client.zadd(
                 "token_usage:daily",
                 {json.dumps(usage_data, ensure_ascii=False): timestamp}
             )
             
-            redis_client.zadd(
+            self.redis_client.zadd(
                 f"token_usage:user:{usage.user_id}",
                 {json.dumps(usage_data, ensure_ascii=False): timestamp}
             )
             
             if usage.work_order_id:
-                redis_client.zadd(
+                self.redis_client.zadd(
                     f"token_usage:work_order:{usage.work_order_id}",
                     {json.dumps(usage_data, ensure_ascii=False): timestamp}
                 )
             
             # 设置过期时间（保留30天）
-            redis_client.expire("token_usage:daily", 30 * 24 * 3600)
+            self.redis_client.expire("token_usage:daily", 30 * 24 * 3600)
             
         except Exception as e:
             logger.error(f"保存Token使用到Redis失败: {e}")
@@ -227,16 +241,14 @@ class TokenMonitor:
     def get_daily_cost(self, date: datetime.date) -> float:
         """获取指定日期的成本"""
         try:
-            redis_client = self._get_redis_client()
-
-            if not redis_client:
+            if not self.redis_client:
                 return 0.0
             
             start_time = datetime.combine(date, datetime.min.time()).timestamp()
             end_time = datetime.combine(date, datetime.max.time()).timestamp()
             
             # 从Redis获取当日数据
-            usage_records = redis_client.zrangebyscore(
+            usage_records = self.redis_client.zrangebyscore(
                 "token_usage:daily",
                 start_time,
                 end_time,
@@ -260,9 +272,7 @@ class TokenMonitor:
     def get_hourly_cost(self, timestamp: datetime) -> float:
         """获取指定小时的成本"""
         try:
-            redis_client = self._get_redis_client()
-
-            if not redis_client:
+            if not self.redis_client:
                 return 0.0
             
             # 获取当前小时的数据
@@ -272,7 +282,7 @@ class TokenMonitor:
             start_time = hour_start.timestamp()
             end_time = hour_end.timestamp()
             
-            usage_records = redis_client.zrangebyscore(
+            usage_records = self.redis_client.zrangebyscore(
                 "token_usage:daily",
                 start_time,
                 end_time,
@@ -296,15 +306,13 @@ class TokenMonitor:
     def get_user_token_stats(self, user_id: str, days: int = 7) -> Dict[str, Any]:
         """获取用户Token使用统计"""
         try:
-            redis_client = self._get_redis_client()
-
-            if not redis_client:
+            if not self.redis_client:
                 return {}
             
             end_time = datetime.now().timestamp()
             start_time = (datetime.now() - timedelta(days=days)).timestamp()
             
-            usage_records = redis_client.zrangebyscore(
+            usage_records = self.redis_client.zrangebyscore(
                 f"token_usage:user:{user_id}",
                 start_time,
                 end_time,
@@ -370,15 +378,13 @@ class TokenMonitor:
     def get_system_token_stats(self, days: int = 7) -> Dict[str, Any]:
         """获取系统Token使用统计"""
         try:
-            redis_client = self._get_redis_client()
-
-            if not redis_client:
+            if not self.redis_client:
                 return {}
             
             end_time = datetime.now().timestamp()
             start_time = (datetime.now() - timedelta(days=days)).timestamp()
             
-            usage_records = redis_client.zrangebyscore(
+            usage_records = self.redis_client.zrangebyscore(
                 "token_usage:daily",
                 start_time,
                 end_time,
@@ -460,29 +466,27 @@ class TokenMonitor:
     def cleanup_old_data(self, days: int = 30) -> int:
         """清理旧数据"""
         try:
-            redis_client = self._get_redis_client()
-
-            if not redis_client:
+            if not self.redis_client:
                 return 0
             
             cutoff_time = (datetime.now() - timedelta(days=days)).timestamp()
             
             # 清理每日数据
-            removed_count = redis_client.zremrangebyscore(
+            removed_count = self.redis_client.zremrangebyscore(
                 "token_usage:daily",
                 0,
                 cutoff_time
             )
             
             # 清理用户数据
-            user_keys = redis_client.keys("token_usage:user:*")
+            user_keys = self.redis_client.keys("token_usage:user:*")
             for key in user_keys:
-                redis_client.zremrangebyscore(key, 0, cutoff_time)
+                self.redis_client.zremrangebyscore(key, 0, cutoff_time)
             
             # 清理工单数据
-            work_order_keys = redis_client.keys("token_usage:work_order:*")
+            work_order_keys = self.redis_client.keys("token_usage:work_order:*")
             for key in work_order_keys:
-                redis_client.zremrangebyscore(key, 0, cutoff_time)
+                self.redis_client.zremrangebyscore(key, 0, cutoff_time)
             
             logger.info(f"清理Token监控数据成功: 数量={removed_count}")
             return removed_count
diff --git a/src/core/redis_manager.py b/src/core/redis_manager.py
deleted file mode 100644
index c88c780..0000000
--- a/src/core/redis_manager.py
+++ /dev/null
@@ -1,81 +0,0 @@
-# -*- coding: utf-8 -*-
-"""
-Redis连接管理器
-统一管理所有Redis连接，避免重复连接
-"""
-
-import redis
-import logging
-import threading
-from typing import Optional
-
-logger = logging.getLogger(__name__)
-
-class RedisManager:
-    """Redis连接管理器（单例模式）"""
-    
-    _instance = None
-    _lock = threading.Lock()
-    
-    def __new__(cls):
-        if cls._instance is None:
-            with cls._lock:
-                if cls._instance is None:
-                    cls._instance = super().__new__(cls)
-                    cls._instance._initialized = False
-        return cls._instance
-    
-    def __init__(self):
-        if self._initialized:
-            return
-        
-        self.redis_client = None
-        self.connected = False
-        self.connection_lock = threading.Lock()
-        self._initialized = True
-        
-        # Redis配置
-        self.config = {
-            'host': '43.134.68.207',
-            'port': 6379,
-            'password': '123456',
-            'decode_responses': True,
-            'socket_connect_timeout': 2,
-            'socket_timeout': 2,
-            'retry_on_timeout': True
-        }
-    
-    def get_connection(self) -> Optional[redis.Redis]:
-        """获取Redis连接（懒加载）"""
-        with self.connection_lock:
-            if not self.connected:
-                try:
-                    self.redis_client = redis.Redis(**self.config)
-                    self.redis_client.ping()
-                    self.connected = True
-                    logger.info("Redis连接成功")
-                except Exception as e:
-                    logger.debug(f"Redis连接失败: {e}")
-                    self.redis_client = None
-                    self.connected = False
-            
-            return self.redis_client
-    
-    def is_connected(self) -> bool:
-        """检查Redis是否已连接"""
-        return self.connected and self.redis_client is not None
-    
-    def close_connection(self):
-        """关闭Redis连接"""
-        with self.connection_lock:
-            if self.redis_client:
-                try:
-                    self.redis_client.close()
-                except Exception as e:
-                    logger.debug(f"关闭Redis连接失败: {e}")
-                finally:
-                    self.redis_client = None
-                    self.connected = False
-
-# 全局Redis管理器实例
-redis_manager = RedisManager()
diff --git a/src/core/system_optimizer.py b/src/core/system_optimizer.py
index 9d3461a..132a14d 100644
--- a/src/core/system_optimizer.py
+++ b/src/core/system_optimizer.py
@@ -11,9 +11,10 @@ from typing import Dict, List, Optional, Any
 from datetime import datetime, timedelta
 from collections import defaultdict, deque
 import psutil
+import redis
+
 from ..config.config import Config
 from .database import db_manager
-from .redis_manager import redis_manager
 
 logger = logging.getLogger(__name__)
 
@@ -21,7 +22,7 @@ class SystemOptimizer:
     """系统优化器"""
     
     def __init__(self):
-        # 使用统一的Redis管理器
+        self.redis_client = None
         self._init_redis()
         
         # 性能监控
@@ -54,9 +55,30 @@ class SystemOptimizer:
         # 延迟启动监控线程（避免启动时阻塞）
         threading.Timer(5.0, self._start_monitoring).start()
     
-    def _get_redis_client(self):
-        """获取Redis客户端"""
-        return redis_manager.get_connection()
+    def _init_redis(self):
+        """初始化Redis连接（延迟连接）"""
+        self.redis_client = None
+        self.redis_connected = False
+    
+    def _ensure_redis_connection(self):
+        """确保Redis连接"""
+        if not self.redis_connected:
+            try:
+                self.redis_client = redis.Redis(
+                    host='43.134.68.207',
+                    port=6379,
+                    password='123456',
+                    decode_responses=True,
+                    socket_connect_timeout=2,
+                    socket_timeout=2,
+                    retry_on_timeout=True
+                )
+                self.redis_client.ping()
+                self.redis_connected = True
+                logger.info("系统优化Redis连接成功")
+            except Exception as e:
+                logger.debug(f"系统优化Redis连接失败: {e}")
+                self.redis_client = None
     
     def _start_monitoring(self):
         """启动监控线程"""
@@ -125,13 +147,12 @@ class SystemOptimizer:
             self.performance_metrics.append(metrics)
             
             # 保存到Redis
-            redis_client = self._get_redis_client()
-            if redis_client:
-                redis_client.lpush(
+            if self.redis_client:
+                self.redis_client.lpush(
                     "system_metrics",
                     str(metrics)
                 )
-                redis_client.ltrim("system_metrics", 0, 999)  # 保留最近1000条
+                self.redis_client.ltrim("system_metrics", 0, 999)  # 保留最近1000条
             
         except Exception as e:
             logger.error(f"收集系统指标失败: {e}")
@@ -226,9 +247,7 @@ class SystemOptimizer:
     def check_rate_limit(self, user_id: str) -> bool:
         """检查用户请求频率限制"""
         try:
-            redis_client = self._get_redis_client()
-
-            if not redis_client:
+            if not self.redis_client:
                 return True  # Redis不可用时允许请求
             
             now = datetime.now()
@@ -237,32 +256,32 @@ class SystemOptimizer:
             day_key = f"rate_limit:{user_id}:{now.strftime('%Y%m%d')}"
             
             # 检查每分钟限制
-            minute_count = redis_client.get(minute_key) or 0
+            minute_count = self.redis_client.get(minute_key) or 0
             if int(minute_count) >= self.rate_limits["per_minute"]:
                 logger.warning(f"用户 {user_id} 触发每分钟频率限制")
                 return False
             
             # 检查每小时限制
-            hour_count = redis_client.get(hour_key) or 0
+            hour_count = self.redis_client.get(hour_key) or 0
             if int(hour_count) >= self.rate_limits["per_hour"]:
                 logger.warning(f"用户 {user_id} 触发每小时频率限制")
                 return False
             
             # 检查每日限制
-            day_count = redis_client.get(day_key) or 0
+            day_count = self.redis_client.get(day_key) or 0
             if int(day_count) >= self.rate_limits["per_day"]:
                 logger.warning(f"用户 {user_id} 触发每日频率限制")
                 return False
             
             # 增加计数
-            redis_client.incr(minute_key)
-            redis_client.incr(hour_key)
-            redis_client.incr(day_key)
+            self.redis_client.incr(minute_key)
+            self.redis_client.incr(hour_key)
+            self.redis_client.incr(day_key)
             
             # 设置过期时间
-            redis_client.expire(minute_key, 60)
-            redis_client.expire(hour_key, 3600)
-            redis_client.expire(day_key, 86400)
+            self.redis_client.expire(minute_key, 60)
+            self.redis_client.expire(hour_key, 3600)
+            self.redis_client.expire(day_key, 86400)
             
             return True
             
@@ -312,9 +331,7 @@ class SystemOptimizer:
     def check_cost_limit(self, estimated_cost: float) -> bool:
         """检查成本限制"""
         try:
-            redis_client = self._get_redis_client()
-
-            if not redis_client:
+            if not self.redis_client:
                 return True  # Redis不可用时允许请求
             
             now = datetime.now()
@@ -327,24 +344,24 @@ class SystemOptimizer:
                 return False
             
             # 检查每小时成本
-            hour_cost = float(redis_client.get(hour_key) or 0)
+            hour_cost = float(self.redis_client.get(hour_key) or 0)
             if hour_cost + estimated_cost > self.cost_limits["hourly"]:
                 logger.warning(f"每小时成本超限: {hour_cost + estimated_cost:.4f} > {self.cost_limits['hourly']}")
                 return False
             
             # 检查每日成本
-            day_cost = float(redis_client.get(day_key) or 0)
+            day_cost = float(self.redis_client.get(day_key) or 0)
             if day_cost + estimated_cost > self.cost_limits["daily"]:
                 logger.warning(f"每日成本超限: {day_cost + estimated_cost:.4f} > {self.cost_limits['daily']}")
                 return False
             
             # 增加成本计数
-            redis_client.incrbyfloat(hour_key, estimated_cost)
-            redis_client.incrbyfloat(day_key, estimated_cost)
+            self.redis_client.incrbyfloat(hour_key, estimated_cost)
+            self.redis_client.incrbyfloat(day_key, estimated_cost)
             
             # 设置过期时间
-            redis_client.expire(hour_key, 3600)
-            redis_client.expire(day_key, 86400)
+            self.redis_client.expire(hour_key, 3600)
+            self.redis_client.expire(day_key, 86400)
             
             return True
             
@@ -445,29 +462,27 @@ class SystemOptimizer:
     def cleanup_old_metrics(self, days: int = 7) -> int:
         """清理旧指标数据"""
         try:
-            redis_client = self._get_redis_client()
-
-            if not redis_client:
+            if not self.redis_client:
                 return 0
             
             cutoff_time = (datetime.now() - timedelta(days=days)).timestamp()
             
             # 清理系统指标
-            removed_count = redis_client.zremrangebyscore(
+            removed_count = self.redis_client.zremrangebyscore(
                 "system_metrics",
                 0,
                 cutoff_time
             )
             
             # 清理频率限制数据
-            rate_limit_keys = redis_client.keys("rate_limit:*")
+            rate_limit_keys = self.redis_client.keys("rate_limit:*")
             for key in rate_limit_keys:
-                redis_client.delete(key)
+                self.redis_client.delete(key)
             
             # 清理成本限制数据
-            cost_limit_keys = redis_client.keys("cost_limit:*")
+            cost_limit_keys = self.redis_client.keys("cost_limit:*")
             for key in cost_limit_keys:
-                redis_client.delete(key)
+                self.redis_client.delete(key)
             
             logger.info(f"清理系统优化数据成功: 数量={removed_count}")
             return removed_count
diff --git a/src/dialogue/conversation_history.py b/src/dialogue/conversation_history.py
index 7126240..794b12d 100644
--- a/src/dialogue/conversation_history.py
+++ b/src/dialogue/conversation_history.py
@@ -8,11 +8,11 @@ import json
 import logging
 from typing import Dict, List, Optional, Any, Tuple
 from datetime import datetime, timedelta
+import redis
 from sqlalchemy.orm import Session
 
 from ..core.database import db_manager
 from ..core.models import Conversation
-from ..core.redis_manager import redis_manager
 from ..config.config import Config
 
 logger = logging.getLogger(__name__)
@@ -21,12 +21,29 @@ class ConversationHistoryManager:
     """对话历史管理器"""
     
     def __init__(self):
+        self.redis_client = None
+        self._init_redis()
         self.max_history_length = 20  # 最大历史记录数
         self.cache_ttl = 3600 * 24  # 缓存24小时
     
-    def _get_redis_client(self):
-        """获取Redis客户端"""
-        return redis_manager.get_connection()
+    def _init_redis(self):
+        """初始化Redis连接"""
+        try:
+            self.redis_client = redis.Redis(
+                host='43.134.68.207',
+                port=6379,
+                password='123456',
+                decode_responses=True,
+                socket_connect_timeout=5,
+                socket_timeout=5,
+                retry_on_timeout=True
+            )
+            # 测试连接
+            self.redis_client.ping()
+            logger.info("Redis连接成功")
+        except Exception as e:
+            logger.error(f"Redis连接失败: {e}")
+            self.redis_client = None
     
     def _get_cache_key(self, user_id: str, work_order_id: Optional[int] = None) -> str:
         """生成缓存键"""
@@ -92,8 +109,7 @@ class ConversationHistoryManager:
         response_time: Optional[float] = None
     ):
         """保存对话到Redis缓存"""
-        redis_client = self._get_redis_client()
-        if not redis_client:
+        if not self.redis_client:
             return
         
         try:
@@ -110,13 +126,13 @@ class ConversationHistoryManager:
             }
             
             # 添加到Redis列表
-            redis_client.lpush(cache_key, json.dumps(conversation_record, ensure_ascii=False))
+            self.redis_client.lpush(cache_key, json.dumps(conversation_record, ensure_ascii=False))
             
             # 限制列表长度
-            redis_client.ltrim(cache_key, 0, self.max_history_length - 1)
+            self.redis_client.ltrim(cache_key, 0, self.max_history_length - 1)
             
             # 设置过期时间
-            redis_client.expire(cache_key, self.cache_ttl)
+            self.redis_client.expire(cache_key, self.cache_ttl)
             
         except Exception as e:
             logger.error(f"保存到Redis缓存失败: {e}")
@@ -131,8 +147,7 @@ class ConversationHistoryManager:
         """获取对话历史（优先从Redis获取）"""
         try:
             # 先尝试从Redis获取
-            redis_client = self._get_redis_client()
-            if redis_client:
+            if self.redis_client:
                 cached_history = self._get_from_cache(user_id, work_order_id, limit, offset)
                 if cached_history:
                     return cached_history
@@ -152,8 +167,7 @@ class ConversationHistoryManager:
         offset: int
     ) -> List[Dict[str, Any]]:
         """从Redis缓存获取对话历史"""
-        redis_client = self._get_redis_client()
-        if not redis_client:
+        if not self.redis_client:
             return []
         
         try:
@@ -163,7 +177,7 @@ class ConversationHistoryManager:
             start = offset
             end = offset + limit - 1
             
-            cached_data = redis_client.lrange(cache_key, start, end)
+            cached_data = self.redis_client.lrange(cache_key, start, end)
             
             history = []
             for data in cached_data:
diff --git a/src/dialogue/dialogue_manager.py b/src/dialogue/dialogue_manager.py
index 53c2076..8dbf5c5 100644
--- a/src/dialogue/dialogue_manager.py
+++ b/src/dialogue/dialogue_manager.py
@@ -20,63 +20,14 @@ class DialogueManager:
     
     def __init__(self):
         self.llm_client = QwenClient()
-        # 延迟初始化管理器，避免重复创建
-        self._knowledge_manager = None
-        self._vehicle_manager = None
-        self._history_manager = None
-        self._token_monitor = None
-        self._ai_success_monitor = None
-        self._system_optimizer = None
+        self.knowledge_manager = KnowledgeManager()
+        self.vehicle_manager = VehicleDataManager()
+        self.history_manager = ConversationHistoryManager()
+        self.token_monitor = TokenMonitor()
+        self.ai_success_monitor = AISuccessMonitor()
+        self.system_optimizer = SystemOptimizer()
         self.conversation_history = {}  # 存储对话历史
     
-    @property
-    def knowledge_manager(self):
-        """获取知识库管理器（懒加载）"""
-        if self._knowledge_manager is None:
-            from ..knowledge_base.knowledge_manager_singleton import knowledge_manager_singleton
-            self._knowledge_manager = knowledge_manager_singleton.get_knowledge_manager()
-        return self._knowledge_manager
-    
-    @property
-    def vehicle_manager(self):
-        """获取车辆数据管理器（懒加载）"""
-        if self._vehicle_manager is None:
-            from ..vehicle.vehicle_data_manager import VehicleDataManager
-            self._vehicle_manager = VehicleDataManager()
-        return self._vehicle_manager
-    
-    @property
-    def history_manager(self):
-        """获取对话历史管理器（懒加载）"""
-        if self._history_manager is None:
-            from .conversation_history import ConversationHistoryManager
-            self._history_manager = ConversationHistoryManager()
-        return self._history_manager
-    
-    @property
-    def token_monitor(self):
-        """获取Token监控器（懒加载）"""
-        if self._token_monitor is None:
-            from ..analytics.token_monitor import TokenMonitor
-            self._token_monitor = TokenMonitor()
-        return self._token_monitor
-    
-    @property
-    def ai_success_monitor(self):
-        """获取AI成功监控器（懒加载）"""
-        if self._ai_success_monitor is None:
-            from ..analytics.ai_success_monitor import AISuccessMonitor
-            self._ai_success_monitor = AISuccessMonitor()
-        return self._ai_success_monitor
-    
-    @property
-    def system_optimizer(self):
-        """获取系统优化器（懒加载）"""
-        if self._system_optimizer is None:
-            from ..core.system_optimizer import SystemOptimizer
-            self._system_optimizer = SystemOptimizer()
-        return self._system_optimizer
-    
     def process_user_message(
         self,
         user_message: str,
diff --git a/src/knowledge_base/knowledge_manager_singleton.py b/src/knowledge_base/knowledge_manager_singleton.py
deleted file mode 100644
index 889ccc8..0000000
--- a/src/knowledge_base/knowledge_manager_singleton.py
+++ /dev/null
@@ -1,41 +0,0 @@
-# -*- coding: utf-8 -*-
-"""
-知识库管理器单例
-避免重复初始化向量化器
-"""
-
-import threading
-from typing import Optional
-from .knowledge_manager import KnowledgeManager
-
-class KnowledgeManagerSingleton:
-    """知识库管理器单例"""
-    
-    _instance = None
-    _lock = threading.Lock()
-    
-    def __new__(cls):
-        if cls._instance is None:
-            with cls._lock:
-                if cls._instance is None:
-                    cls._instance = super().__new__(cls)
-                    cls._instance._initialized = False
-        return cls._instance
-    
-    def __init__(self):
-        if self._initialized:
-            return
-        
-        self._knowledge_manager = None
-        self._initialized = True
-    
-    def get_knowledge_manager(self) -> KnowledgeManager:
-        """获取知识库管理器实例（懒加载）"""
-        if self._knowledge_manager is None:
-            with self._lock:
-                if self._knowledge_manager is None:
-                    self._knowledge_manager = KnowledgeManager()
-        return self._knowledge_manager
-
-# 全局单例实例
-knowledge_manager_singleton = KnowledgeManagerSingleton()
diff --git a/src/main.py b/src/main.py
index ec66164..927c49e 100644
--- a/src/main.py
+++ b/src/main.py
@@ -31,9 +31,7 @@ class TSPAssistant:
         
         # 初始化各个管理器
         self.llm_client = QwenClient()
-        # 使用单例避免重复初始化
-        from src.knowledge_base.knowledge_manager_singleton import knowledge_manager_singleton
-        self.knowledge_manager = knowledge_manager_singleton.get_knowledge_manager()
+        self.knowledge_manager = KnowledgeManager()
         self.dialogue_manager = DialogueManager()
         self.analytics_manager = AnalyticsManager()
         self.alert_system = AlertSystem()
diff --git a/src/web/blueprints/alerts.py b/src/web/blueprints/alerts.py
index afa5d20..cc694b7 100644
--- a/src/web/blueprints/alerts.py
+++ b/src/web/blueprints/alerts.py
@@ -10,13 +10,10 @@ from src.analytics.alert_system import AlertRule, AlertLevel, AlertType
 
 alerts_bp = Blueprint('alerts', __name__, url_prefix='/api/alerts')
 
-# 使用全局单例避免重复创建
-_assistant = None
-
 def get_assistant():
     """获取TSP助手实例（懒加载）"""
     global _assistant
-    if _assistant is None:
+    if '_assistant' not in globals():
         _assistant = TSPAssistant()
     return _assistant
 
diff --git a/src/web/blueprints/knowledge.py b/src/web/blueprints/knowledge.py
index 50f65c6..14ec1f9 100644
--- a/src/web/blueprints/knowledge.py
+++ b/src/web/blueprints/knowledge.py
@@ -13,21 +13,17 @@ from src.agent_assistant import TSPAgentAssistant
 
 knowledge_bp = Blueprint('knowledge', __name__, url_prefix='/api/knowledge')
 
-# 使用全局单例避免重复创建
-_assistant = None
-_agent_assistant = None
-
 def get_assistant():
     """获取TSP助手实例（懒加载）"""
     global _assistant
-    if _assistant is None:
+    if '_assistant' not in globals():
         _assistant = TSPAssistant()
     return _assistant
 
 def get_agent_assistant():
     """获取Agent助手实例（懒加载）"""
     global _agent_assistant
-    if _agent_assistant is None:
+    if '_agent_assistant' not in globals():
         _agent_assistant = TSPAgentAssistant()
     return _agent_assistant
 
diff --git a/src/web/blueprints/monitoring.py b/src/web/blueprints/monitoring.py
index 7b4cf86..4f1d62a 100644
--- a/src/web/blueprints/monitoring.py
+++ b/src/web/blueprints/monitoring.py
@@ -32,13 +32,10 @@ def calculate_conversation_tokens(conversations):
         total_tokens += estimate_tokens(user_message) + estimate_tokens(assistant_response)
     return total_tokens
 
-# 使用全局单例避免重复创建
-_assistant = None
-
 def get_assistant():
     """获取TSP助手实例（懒加载）"""
     global _assistant
-    if _assistant is None:
+    if '_assistant' not in globals():
         _assistant = TSPAssistant()
     return _assistant
 
diff --git a/src/web/blueprints/workorders.py b/src/web/blueprints/workorders.py
index 0435687..cdae3d1 100644
--- a/src/web/blueprints/workorders.py
+++ b/src/web/blueprints/workorders.py
@@ -18,13 +18,10 @@ from src.core.query_optimizer import query_optimizer
 
 workorders_bp = Blueprint('workorders', __name__, url_prefix='/api/workorders')
 
-# 使用全局单例避免重复创建
-_assistant = None
-
 def get_assistant():
     """获取TSP助手实例（懒加载）"""
     global _assistant
-    if _assistant is None:
+    if '_assistant' not in globals():
         _assistant = TSPAssistant()
     return _assistant
 
diff --git a/更新说明_重复初始化修复.md b/更新说明_重复初始化修复.md
deleted file mode 100644
index fa55899..0000000
--- a/更新说明_重复初始化修复.md
+++ /dev/null
@@ -1,176 +0,0 @@
-# TSP智能助手 - 重复初始化问题修复
-
-## 🎯 问题描述
-
-在系统启动过程中发现重复初始化问题，导致：
-- 启动时间过长（15-20秒）
-- 大量重复的Redis连接日志
-- 重复的TSP助手初始化日志
-- 系统响应卡顿
-
-## 🔍 问题根源分析
-
-### 1. Redis连接重复创建
-多个模块独立创建Redis连接：
-- `TokenMonitor` → 创建Redis连接
-- `AISuccessMonitor` → 创建Redis连接  
-- `SystemOptimizer` → 创建Redis连接
-- `ConversationHistoryManager` → 创建Redis连接
-
-### 2. TSP助手重复初始化
-- `TSPAssistant` 初始化时创建多个管理器
-- `DialogueManager` 又重复创建这些管理器
-- 导致每个管理器被创建多次
-
-## 🛠️ 解决方案
-
-### 1. 创建统一Redis管理器
-
-**新增文件：`src/core/redis_manager.py`**
-```python
-class RedisManager:
-    """Redis连接管理器（单例模式）"""
-    
-    _instance = None
-    _lock = threading.Lock()
-    
-    def get_connection(self) -> Optional[redis.Redis]:
-        """获取Redis连接（懒加载）"""
-        # 懒加载连接，避免重复初始化
-```
-
-**特点：**
-- 单例模式管理所有Redis连接
-- 懒加载连接，避免重复初始化
-- 线程安全的连接管理
-
-### 2. 更新所有Redis使用模块
-
-#### TokenMonitor (`src/analytics/token_monitor.py`)
-- 移除独立Redis初始化
-- 使用统一的Redis管理器
-- 更新所有Redis调用
-
-#### AISuccessMonitor (`src/analytics/ai_success_monitor.py`)
-- 移除重复的Redis连接代码
-- 使用统一管理器
-
-#### SystemOptimizer (`src/core/system_optimizer.py`)
-- 统一Redis连接管理
-- 更新所有Redis调用
-
-#### ConversationHistoryManager (`src/dialogue/conversation_history.py`)
-- 使用统一Redis管理器
-
-### 3. 修复DialogueManager重复初始化
-
-**文件：`src/dialogue/dialogue_manager.py`**
-
-**修改前：**
-```python
-def __init__(self):
-    self.token_monitor = TokenMonitor()  # 重复创建
-    self.ai_success_monitor = AISuccessMonitor()  # 重复创建
-    self.system_optimizer = SystemOptimizer()  # 重复创建
-```
-
-**修改后：**
-```python
-def __init__(self):
-    # 延迟初始化监控器，避免重复创建
-    self._token_monitor = None
-    self._ai_success_monitor = None
-    self._system_optimizer = None
-
-@property
-def token_monitor(self):
-    """获取Token监控器（懒加载）"""
-    if self._token_monitor is None:
-        self._token_monitor = TokenMonitor()
-    return self._token_monitor
-```
-
-**特点：**
-- 使用懒加载属性（`@property`）
-- 避免在初始化时重复创建监控器
-- 只有在实际使用时才创建实例
-
-## 📊 修复效果
-
-### 启动时间优化
-- **修复前**：15-20秒（大量重复初始化）
-- **修复后**：2-3秒（统一管理，无重复）
-
-### 日志输出优化
-- **修复前**：大量重复的"Redis连接成功"和"TSP助手初始化完成"日志
-- **修复后**：每个组件只初始化一次，日志清晰
-
-### 重复初始化消除
-- **修复前**：`TokenMonitor`、`AISuccessMonitor`、`SystemOptimizer` 被创建多次
-- **修复后**：每个管理器只创建一次
-
-## 🔧 技术实现
-
-### 单例Redis管理器
-```python
-class RedisManager:
-    _instance = None
-    _lock = threading.Lock()
-    
-    def get_connection(self) -> Optional[redis.Redis]:
-        # 懒加载连接
-```
-
-### 懒加载属性
-```python
-@property
-def token_monitor(self):
-    if self._token_monitor is None:
-        self._token_monitor = TokenMonitor()
-    return self._token_monitor
-```
-
-## 🎯 预期效果
-
-现在启动时您将看到：
-- ✅ **无重复日志**：不再有重复的Redis连接成功信息
-- ✅ **无重复初始化**：TSP助手只初始化一次
-- ✅ **统一管理**：所有Redis连接统一管理
-- ✅ **按需加载**：组件按需创建，避免重复
-- ✅ **快速启动**：2-3秒内完成启动
-
-## 🚀 测试建议
-
-重新启动服务，您应该会看到：
-1. **启动速度更快**：避免了重复初始化
-2. **日志更清晰**：没有重复的Redis连接日志
-3. **资源使用更少**：避免了重复的Redis连接
-
-## 📝 修改文件清单
-
-### 新增文件
-- `src/core/redis_manager.py` - 统一Redis连接管理器
-
-### 修改文件
-- `src/analytics/token_monitor.py` - 使用统一Redis管理器
-- `src/analytics/ai_success_monitor.py` - 使用统一Redis管理器
-- `src/core/system_optimizer.py` - 使用统一Redis管理器
-- `src/dialogue/conversation_history.py` - 使用统一Redis管理器
-- `src/dialogue/dialogue_manager.py` - 修复重复初始化问题
-
-### 删除文件
-- `fix_redis_calls.py` - 临时脚本
-- `start_fast.py` - 不需要的启动脚本
-- `快速启动_无重复初始化.bat` - 不需要的批处理文件
-
-## 🔍 问题解决验证
-
-重复初始化问题已从根本上解决！这是代码逻辑问题，不是启动脚本问题。
-
-**核心改进：**
-1. 统一Redis连接管理
-2. 消除重复组件初始化
-3. 懒加载机制
-4. 单例模式设计
-
-现在系统将快速启动，不再有重复的Redis连接和TSP助手初始化日志。