diff --git a/src/backend/README.md b/src/backend/README.md
index 0a34790..d0a536e 100644
--- a/src/backend/README.md
+++ b/src/backend/README.md
@@ -10,7 +10,6 @@ src/backend/
 │   ├── __init__.py             # 创建 Flask 应用实例
 │   ├── api/                    # API 路由模块
 │   │   ├—── __init__.py         # 注册 API 蓝图
-│   │   ├── command_parser.py   # /api/parse_command 接口
 │   │   └── network_config.py   # /api/apply_config 接口
 │   └── services/               # 核心服务逻辑
 │       └── ai_services.py      # 调用外部 AI 服务生成配置
diff --git a/src/backend/app/api/command_parser.py b/src/backend/app/api/command_parser.py
deleted file mode 100644
index f198d10..0000000
--- a/src/backend/app/api/command_parser.py
+++ /dev/null
@@ -1,14 +0,0 @@
-from typing import Dict, Any
-from src.backend.app.services.ai_services import AIService
-from src.backend.config import settings
-
-
-class CommandParser:
-    def __init__(self):
-        self.ai_service = AIService(settings.SILICONFLOW_API_KEY, settings.SILICONFLOW_API_URL)
-
-    async def parse(self, command: str) -> Dict[str, Any]:
-        """
-        解析中文命令并返回配置
-        """
-        return await self.ai_service.parse_command(command)
diff --git a/src/backend/app/api/endpoints.py b/src/backend/app/api/endpoints.py
index 4bcd616..20ed723 100644
--- a/src/backend/app/api/endpoints.py
+++ b/src/backend/app/api/endpoints.py
@@ -1,19 +1,30 @@
 import socket
-from fastapi import (APIRouter, HTTPException, Response)
+from datetime import datetime, timedelta
+from fastapi import (APIRouter, HTTPException, Response, WebSocket, WebSocketDisconnect)
 from typing import List
 from pydantic import BaseModel
+import asyncio
+from fastapi.responses import HTMLResponse, JSONResponse
+import matplotlib.pyplot as plt
+import io
+import base64
 import psutil
 import ipaddress
+
+from ..services.switch_traffic_monitor import get_switch_monitor
+from ..utils import logger
 from ...app.services.ai_services import AIService
 from ...app.api.network_config import SwitchConfigurator
 from ...config import settings
 from ..services.network_scanner import NetworkScanner
-
-
+from ...app.services.traffic_monitor import traffic_monitor
+from ...app.models.traffic_models import TrafficRecord, SwitchTrafficRecord
+from src.backend.app.api.database import SessionLocal
 
 router = APIRouter(prefix="", tags=["API"])
 scanner = NetworkScanner()
 
+
 @router.get("/", include_in_schema=False)
 async def root():
     return {
@@ -25,16 +36,18 @@ async def root():
             "/apply_config",
             "/scan_network",
             "/list_devices",
-            "/batch_apply_config"
+            "/batch_apply_config",
             "/traffic/switch/current",
             "/traffic/switch/history"
         ]
     }
 
+
 @router.get("/favicon.ico", include_in_schema=False)
 async def favicon():
     return Response(status_code=204)
 
+
 class BatchConfigRequest(BaseModel):
     config: dict
     switch_ips: List[str]
@@ -42,14 +55,31 @@ class BatchConfigRequest(BaseModel):
     password: str = None
     timeout: int = None
 
+
+@router.post("/batch_apply_config")
+async def batch_apply_config(request: BatchConfigRequest):
+    results = {}
+    for ip in request.switch_ips:
+        try:
+            configurator = SwitchConfigurator(
+                username=request.username,
+                password=request.password,
+                timeout=request.timeout)
+            results[ip] = await configurator.apply_config(ip, request.config)
+        except Exception as e:
+            results[ip] = str(e)
+    return {"results": results}
+
+
 @router.get("/test")
 async def test_endpoint():
     return {"message": "Hello World"}
 
+
 @router.get("/scan_network", summary="扫描网络中的交换机")
 async def scan_network(subnet: str = "192.168.1.0/24"):
     try:
-        devices = await scanner.scan_subnet(subnet)
+        devices = await asyncio.to_thread(scanner.scan_subnet, subnet)
         return {
             "success": True,
             "devices": devices,
@@ -58,14 +88,18 @@ async def scan_network(subnet: str = "192.168.1.0/24"):
     except Exception as e:
         raise HTTPException(500, f"扫描失败: {str(e)}")
 
+
 @router.get("/list_devices", summary="列出已发现的交换机")
 async def list_devices():
     return {
-        "devices": await scanner.load_cached_devices()
+        "devices": await asyncio.to_thread(scanner.load_cached_devices)
     }
 
+
 class CommandRequest(BaseModel):
     command: str
+    vendor: str = "huawei"
+
 
 class ConfigRequest(BaseModel):
     config: dict
@@ -73,15 +107,15 @@ class ConfigRequest(BaseModel):
     username: str = None
     password: str = None
     timeout: int = None
+    vendor: str = "huawei"
+
 
 @router.post("/parse_command", response_model=dict)
 async def parse_command(request: CommandRequest):
-    """
-    解析中文命令并返回JSON配置
-    """
+    """解析中文命令并返回JSON配置"""
     try:
         ai_service = AIService(settings.SILICONFLOW_API_KEY, settings.SILICONFLOW_API_URL)
-        config = await ai_service.parse_command(request.command)
+        config = await ai_service.parse_command(request.command, request.vendor)
         return {"success": True, "config": config}
     except Exception as e:
         raise HTTPException(
@@ -89,16 +123,16 @@ async def parse_command(request: CommandRequest):
             detail=f"Failed to parse command: {str(e)}"
         )
 
+
 @router.post("/apply_config", response_model=dict)
 async def apply_config(request: ConfigRequest):
-    """
-    应用配置到交换机（弃用）
-    """
+    """应用配置到交换机"""
     try:
         configurator = SwitchConfigurator(
             username=request.username,
             password=request.password,
-            timeout=request.timeout
+            timeout=request.timeout,
+            vendor=request.vendor
         )
         result = await configurator.safe_apply(request.switch_ip, request.config)
         return {"success": True, "result": result}
@@ -132,14 +166,10 @@ class CLICommandRequest(BaseModel):
         return [cmd for cmd in self.commands
                 if not (cmd.startswith("!username=") or cmd.startswith("!password="))]
 
+
 @router.post("/execute_cli_commands", response_model=dict)
 async def execute_cli_commands(request: CLICommandRequest):
-    """
-    执行前端生成的CLI命令
-    支持在commands中嵌入凭据:
-    !username=admin
-    !password=cisco123
-    """
+    """执行前端生成的CLI命令"""
     try:
         username, password = request.extract_credentials()
         clean_commands = request.get_clean_commands()
@@ -163,43 +193,255 @@ async def execute_cli_commands(request: CLICommandRequest):
     except Exception as e:
         raise HTTPException(500, detail=str(e))
 
-@router.get("/", include_in_schema=False)
-async def root():
+
+@router.get("/traffic/interfaces", summary="获取所有网络接口")
+async def get_network_interfaces():
     return {
-        "message": "欢迎使用AI交换机配置系统",
-        "docs": f"{settings.API_PREFIX}/docs",
-        "redoc": f"{settings.API_PREFIX}/redoc",
-        "endpoints": [
-            "/parse_command",
-            "/apply_config",
-            "/scan_network",
-            "/list_devices",
-            "/batch_apply_config",
-            "/traffic/switch/current",
-            "/traffic/switch/history"
-        ]
+        "interfaces": await asyncio.to_thread(traffic_monitor.get_interfaces)
     }
+
+
+@router.get("/traffic/current", summary="获取当前流量数据")
+async def get_current_traffic(interface: str = None):
+    return await asyncio.to_thread(traffic_monitor.get_current_traffic, interface)
+
+
+@router.get("/traffic/history", summary="获取流量历史数据")
+async def get_traffic_history(interface: str = None, limit: int = 100):
+    history = await asyncio.to_thread(traffic_monitor.get_traffic_history, interface)
+    return {
+        "sent": history["sent"][-limit:],
+        "recv": history["recv"][-limit:],
+        "time": [t.isoformat() for t in history["time"]][-limit:]
+    }
+
+
+@router.get("/traffic/records", summary="获取流量记录")
+async def get_traffic_records(interface: str = None, limit: int = 100):
+    def sync_get_records():
+        with SessionLocal() as session:
+            query = session.query(TrafficRecord)
+            if interface:
+                query = query.filter(TrafficRecord.interface == interface)
+            records = query.order_by(TrafficRecord.timestamp.desc()).limit(limit).all()
+            return [record.to_dict() for record in records]
+
+    return await asyncio.to_thread(sync_get_records)
+
+
+@router.websocket("/ws/traffic")
+async def websocket_traffic(websocket: WebSocket):
+    await websocket.accept()
+    try:
+        while True:
+            traffic_data = await asyncio.to_thread(traffic_monitor.get_current_traffic)
+            await websocket.send_json(traffic_data)
+            await asyncio.sleep(1)
+    except WebSocketDisconnect:
+        print("客户端断开连接")
+
+
+@router.get("/traffic/switch/interfaces", summary="获取交换机的网络接口")
+async def get_switch_interfaces(switch_ip: str):
+    try:
+        monitor = get_switch_monitor(switch_ip)
+        interfaces = list(monitor.interface_oids.keys())
+        return {
+            "switch_ip": switch_ip,
+            "interfaces": interfaces
+        }
+    except Exception as e:
+        logger.error(f"获取交换机接口失败: {str(e)}")
+        raise HTTPException(500, f"获取接口失败: {str(e)}")
+
+
+async def get_interface_current_traffic(switch_ip: str, interface: str) -> dict:
+    """获取指定交换机接口的当前流量数据"""
+    try:
+        def sync_get_record():
+            with SessionLocal() as session:
+                record = session.query(SwitchTrafficRecord).filter(
+                    SwitchTrafficRecord.switch_ip == switch_ip,
+                    SwitchTrafficRecord.interface == interface
+                ).order_by(SwitchTrafficRecord.timestamp.desc()).first()
+
+                if not record:
+                    return {
+                        "switch_ip": switch_ip,
+                        "interface": interface,
+                        "rate_in": 0.0,
+                        "rate_out": 0.0,
+                        "bytes_in": 0,
+                        "bytes_out": 0
+                    }
+
+                return {
+                    "switch_ip": switch_ip,
+                    "interface": interface,
+                    "rate_in": record.rate_in,
+                    "rate_out": record.rate_out,
+                    "bytes_in": record.bytes_in,
+                    "bytes_out": record.bytes_out
+                }
+
+        return await asyncio.to_thread(sync_get_record)
+    except Exception as e:
+        logger.error(f"获取接口流量失败: {str(e)}")
+        raise HTTPException(500, f"获取接口流量失败: {str(e)}")
+
+
+@router.get("/traffic/switch/current", summary="获取交换机的当前流量数据")
+async def get_switch_current_traffic(switch_ip: str, interface: str = None):
+    try:
+        monitor = get_switch_monitor(switch_ip)
+        if not interface:
+            traffic_data = {}
+            for iface in monitor.interface_oids:
+                traffic_data[iface] = await get_interface_current_traffic(switch_ip, iface)
+            return {
+                "switch_ip": switch_ip,
+                "traffic": traffic_data
+            }
+        return await get_interface_current_traffic(switch_ip, interface)
+    except Exception as e:
+        logger.error(f"获取交换机流量失败: {str(e)}")
+        raise HTTPException(500, f"获取流量失败: {str(e)}")
+
+
+@router.get("/traffic/switch/history", summary="获取交换机的流量历史数据")
+async def get_switch_traffic_history(switch_ip: str, interface: str = None, minutes: int = 10):
+    try:
+        monitor = get_switch_monitor(switch_ip)
+        if not interface:
+            return {
+                "switch_ip": switch_ip,
+                "history": await asyncio.to_thread(monitor.get_traffic_history)
+            }
+
+        def sync_get_history():
+            with SessionLocal() as session:
+                time_threshold = datetime.now() - timedelta(minutes=minutes)
+                records = session.query(SwitchTrafficRecord).filter(
+                    SwitchTrafficRecord.switch_ip == switch_ip,
+                    SwitchTrafficRecord.interface == interface,
+                    SwitchTrafficRecord.timestamp >= time_threshold
+                ).order_by(SwitchTrafficRecord.timestamp.asc()).all()
+
+                history_data = {
+                    "in": [record.rate_in for record in records],
+                    "out": [record.rate_out for record in records],
+                    "time": [record.timestamp.isoformat() for record in records]
+                }
+                return history_data
+
+        history_data = await asyncio.to_thread(sync_get_history)
+        return {
+            "switch_ip": switch_ip,
+            "interface": interface,
+            "history": history_data
+        }
+    except Exception as e:
+        logger.error(f"获取历史流量失败: {str(e)}")
+        raise HTTPException(500, f"获取历史流量失败: {str(e)}")
+
+
+@router.websocket("/ws/traffic/switch")
+async def websocket_switch_traffic(websocket: WebSocket, switch_ip: str, interface: str = None):
+    await websocket.accept()
+    try:
+        monitor = get_switch_monitor(switch_ip)
+        while True:
+            if interface:
+                traffic_data = await get_interface_current_traffic(switch_ip, interface)
+                await websocket.send_json(traffic_data)
+            else:
+                traffic_data = {}
+                for iface in monitor.interface_oids:
+                    traffic_data[iface] = await get_interface_current_traffic(switch_ip, iface)
+                await websocket.send_json({
+                    "switch_ip": switch_ip,
+                    "traffic": traffic_data
+                })
+            await asyncio.sleep(1)
+    except WebSocketDisconnect:
+        logger.info(f"客户端断开交换机流量连接: {switch_ip}")
+    except Exception as e:
+        logger.error(f"交换机流量WebSocket错误: {str(e)}")
+        await websocket.close(code=1011, reason=str(e))
+
+
+@router.get("/traffic/switch/plot", response_class=HTMLResponse, summary="交换机流量可视化")
+async def plot_switch_traffic(switch_ip: str, interface: str, minutes: int = 10):
+    try:
+        history = await get_switch_traffic_history(switch_ip, interface, minutes)
+        history_data = history["history"]
+        time_points = [datetime.fromisoformat(t) for t in history_data["time"]]
+        in_rates = history_data["in"]
+        out_rates = history_data["out"]
+
+        def generate_plot():
+            plt.figure(figsize=(12, 6))
+            plt.plot(time_points, in_rates, label="流入流量 (B/s)")
+            plt.plot(time_points, out_rates, label="流出流量 (B/s)")
+            plt.title(f"交换机 {switch_ip} 接口 {interface} 流量监控 - 最近 {minutes} 分钟")
+            plt.xlabel("时间")
+            plt.ylabel("流量 (字节/秒)")
+            plt.legend()
+            plt.grid(True)
+            plt.xticks(rotation=45)
+            plt.tight_layout()
+            buf = io.BytesIO()
+            plt.savefig(buf, format="png")
+            buf.seek(0)
+            image_base64 = base64.b64encode(buf.read()).decode("utf-8")
+            plt.close()
+            return image_base64
+
+        image_base64 = await asyncio.to_thread(generate_plot)
+        return f"""
+        <html>
+            <head>
+                <title>交换机流量监控</title>
+                <style>
+                    body {{ font-family: Arial, sans-serif; margin: 20px; }}
+                    .container {{ max-width: 900px; margin: 0 auto; }}
+                </style>
+            </head>
+            <body>
+                <div class="container">
+                    <h1>交换机 {switch_ip} 接口 {interface} 流量监控</h1>
+                    <img src="data:image/png;base64,{image_base64}" alt="流量图表">
+                    <p>更新时间: {datetime.now().strftime('%Y-%m-%d %H:%M:%S')}</p>
+                </div>
+            </body>
+        </html>
+        """
+    except Exception as e:
+        logger.error(f"生成流量图表失败: {str(e)}")
+        return HTMLResponse(content=f"<h1>错误</h1><p>{str(e)}</p>", status_code=500)
+
+
 @router.get("/network_adapters", summary="获取网络适配器网段")
 async def get_network_adapters():
     try:
-        net_if_addrs = psutil.net_if_addrs()
-
-        networks = []
-        for interface, addrs in net_if_addrs.items():
-            for addr in addrs:
-                if addr.family == socket.AF_INET:
-                    ip = addr.address
-                    netmask = addr.netmask
-
-                    network = ipaddress.IPv4Network(f"{ip}/{netmask}", strict=False)
-                    networks.append({
-                        "adapter": interface,
-                        "network": str(network),
-                        "ip": ip,
-                        "subnet_mask": netmask
-                    })
+        def sync_get_adapters():
+            net_if_addrs = psutil.net_if_addrs()
+            networks = []
+            for interface, addrs in net_if_addrs.items():
+                for addr in addrs:
+                    if addr.family == socket.AF_INET:
+                        ip = addr.address
+                        netmask = addr.netmask
+                        network = ipaddress.IPv4Network(f"{ip}/{netmask}", strict=False)
+                        networks.append({
+                            "adapter": interface,
+                            "network": str(network),
+                            "ip": ip,
+                            "subnet_mask": netmask
+                        })
+            return networks
 
+        networks = await asyncio.to_thread(sync_get_adapters)
         return {"networks": networks}
-
     except Exception as e:
         return {"error": f"获取网络适配器信息失败: {str(e)}"}
\ No newline at end of file
diff --git a/src/backend/app/services/ai_services.py b/src/backend/app/services/ai_services.py
index d315477..2987bd0 100644
--- a/src/backend/app/services/ai_services.py
+++ b/src/backend/app/services/ai_services.py
@@ -1,7 +1,5 @@
-from typing import Dict, Any, Coroutine
-
-import httpx
-from openai import OpenAI
+from typing import Any
+from openai import AsyncOpenAI
 import json
 from src.backend.app.utils.exceptions import SiliconFlowAPIException
 from openai.types.chat import ChatCompletionSystemMessageParam, ChatCompletionUserMessageParam
@@ -12,28 +10,44 @@ class AIService:
     def __init__(self, api_key: str, api_url: str):
         self.api_key = api_key
         self.api_url = api_url
-        self.client = OpenAI(
+        self.client = AsyncOpenAI(
             api_key=self.api_key,
             base_url=self.api_url,
         #    timeout=httpx.Timeout(30.0)
         )
 
-    async def parse_command(self, command: str) -> Any | None:
+    async def parse_command(self, command: str, vendor: str = "huawei") -> Any | None:
         """
         调用硅基流动API解析中文命令
         """
-        prompt = """
-        你是一个网络设备配置专家，精通各种类型的路由器的配置,请将以下用户的中文命令转换为网络设备配置JSON
-        但是请注意，由于贪婪的人们追求极高的效率，所以你必须严格按照 JSON 格式返回数据，不要包含任何额外文本或 Markdown 代码块
+        vendor_prompts = {
+            "huawei": "华为交换机配置命令",
+            "cisco": "思科交换机配置命令",
+            "h3c": "H3C交换机配置命令",
+            "ruijie": "锐捷交换机配置命令",
+            "zte": "中兴交换机配置命令"
+        }
+
+        prompt = f"""
+        你是一个网络设备配置专家，精通各种类型的路由器的配置，请将以下用户的中文命令转换为{vendor_prompts.get(vendor, '网络设备')}配置JSON。
+        但是请注意，由于贪婪的人们追求极高的效率，所以你必须严格按照 JSON 格式返回数据，不要包含任何额外文本或 Markdown 代码块。
         返回格式要求：
         1. 必须包含'type'字段指明配置类型(vlan/interface/acl/route等)
         2. 必须包含'commands'字段，包含可直接执行的命令列表
         3. 其他参数根据配置类型动态添加
         4. 不要包含解释性文本、步骤说明或注释
-        5.要包含使用ssh连接交换机后的完整命令包括但不完全包括system-view，退出，保存等完整操作，注意保存还需要输入Y
+        5. 要包含使用ssh连接交换机后的完整命令包括但不完全包括system-view，退出，保存等完整操作，注意保存还需要输入Y
+
+        根据厂商{vendor}的不同，命令格式如下：
+        - 华为: system-view → quit → save Y
+        - 思科: enable → configure terminal → exit → write memory
+        - H3C: system-view → quit → save
+        - 锐捷: enable → configure terminal → exit → write
+        - 中兴: enable → configure terminal → exit → write memory
+
         示例命令：'创建VLAN 100，名称为TEST'
-        示例返回：{"type": "vlan", "vlan_id": 100, "name": "TEST", "commands": ["system-view","vlan 100", "name TEST","quit","quit","save","Y"]}
-        注意：这里生成的commands中需包含登录交换机和保存等所有操作命令，我们使ssh连接交换机，你不需要给出连接ssh的命令，你只需要给出使用ssh连接到交换机后所输入的全部命令，并且注意在system-view状态下是不能save的，需要再quit到用户视图
+        华为示例返回：{{"type": "vlan", "vlan_id": 100, "name": "TEST", "commands": ["system-view","vlan 100", "name TEST","quit","quit","save","Y"]}}
+        思科示例返回：{{"type": "vlan", "vlan_id": 100, "name": "TEST", "commands": ["enable","configure terminal","vlan 100", "name TEST","exit","exit","write memory"]}}
         """
 
         messages = [
@@ -42,7 +56,7 @@ class AIService:
         ]
 
         try:
-            response = self.client.chat.completions.create(
+            response = await self.client.chat.completions.create(
                 model="deepseek-ai/DeepSeek-V3",
                 messages=messages,
                 temperature=0.3,
diff --git a/src/backend/app/services/network_scanner.py b/src/backend/app/services/network_scanner.py
index 77ac5ff..bdb7f0b 100644
--- a/src/backend/app/services/network_scanner.py
+++ b/src/backend/app/services/network_scanner.py
@@ -9,13 +9,13 @@ class NetworkScanner:
         self.cache_path = Path(cache_path)
         self.nm = nmap.PortScanner()
 
-    async def scan_subnet(self, subnet: str = "192.168.1.0/24", ports: List[int] = [22, 23, 80]) -> List[Dict]:
+    def scan_subnet(self, subnet: str = "192.168.1.0/24", ports: List[int] = [22, 23, 80]) -> List[Dict]:
         """扫描指定子网的设备，获取设备信息和开放端口"""
         logger.info(f"Scanning subnet: {subnet}")
 
         devices = []
         try:
-            await self.nm.scan(hosts=subnet, arguments=f'-p {",".join(map(str, ports))}')
+            self.nm.scan(hosts=subnet, arguments=f'-p {",".join(map(str, ports))}')
             for host in self.nm.all_hosts():
                 ip = host
                 mac = self.nm[host]['addresses'].get('mac', 'N/A')
@@ -33,19 +33,19 @@ class NetworkScanner:
         except Exception as e:
             logger.error(f"Error while scanning subnet: {e}")
 
-        await self._save_to_cache(devices)
+        self._save_to_cache(devices)
         return devices
 
-    async def _save_to_cache(self, devices: List[Dict]):
+    def _save_to_cache(self, devices: List[Dict]):
         """保存扫描结果到本地文件"""
         with open(self.cache_path, "w") as f:
             json.dump(devices, f, indent=2)
         logger.info(f"Saved {len(devices)} devices to cache")
 
-    async def load_cached_devices(self) -> List[Dict]:
+    def load_cached_devices(self) -> List[Dict]:
         """从缓存加载设备列表"""
         if not self.cache_path.exists():
             return []
 
         with open(self.cache_path) as f:
-            return json.load(f)
+            return json.load(f)
\ No newline at end of file