diff --git a/app/controller/AlgorithmController.py b/app/controller/AlgorithmController.py
index dcfa92a..ef2a4a6 100644
--- a/app/controller/AlgorithmController.py
+++ b/app/controller/AlgorithmController.py
@@ -47,8 +47,8 @@ def start_train_algorithm():
         def wrapped_function():
             param = request.args.get('param')
             id = request.args.get('id')
-            # t = Thread(target=func, args=(param, id))
-            t = Process(target=func, args=(param, id), name=id)
+            t = Thread(target=func, args=(param, id))
+            #t = Process(target=func, args=(param, id), name=id)
             set_value(key=id, value=False)
             t.start()
             return output_wrapped(0, 'success', '成功')
diff --git a/app/utils/websocket_tool.py b/app/utils/websocket_tool.py
index c6cfc72..e69defd 100644
--- a/app/utils/websocket_tool.py
+++ b/app/utils/websocket_tool.py
@@ -9,101 +9,52 @@
 """
 import json
 from typing import Union, List, Dict
-import os
 
 from app.core.common_utils import logger
 from app.utils.JSONEncodeTools import MyEncoder
-from configs.global_var import *
-from app.utils.redis_config import redis_client
-from multiprocessing import Process, Queue
-import pickle
 
 
 class WebsocketUtil:
-    
     def __init__(self):
-        # self.active_connections = multiprocessing.Manager().list()
-        self.active_connections_dist = []
-
+        self.active_connections: List = []
+        self.active_connections_dist: Dict = {}
 
     def connect(self, ws, id: str):
         # 等待连接
         msg = ws.receive()
         # 存储ws连接对象
-        if os.path.exists(f"{id}.pkl"):
-            wsFile = read(id=id)
-            ws_list = wsFile.ws
-            ws_list.append(ws)
-            data = WsFile(id=id, ws=ws_list)
-            write(id=id, ws=data)
+        self.active_connections.append(ws)
+        if id in self.active_connections_dist:
+            self.active_connections_dist[id].append(ws)
         else:
             ws_list = [ws, ]
-            data = WsFile(id=id, ws=ws_list)
-            write(id=id, ws=data)
-        print("--;;-----------", ws_list)
-
-
+            self.active_connections_dist[id] = ws_list
 
     def disconnect(self, ws, id):
-        # 删除连接
-        if os.path.exists(f"{id}.pkl"):
-            os.remove(f"{id}.pkl")
+        # ws关闭时 移除ws对象
+        if ws.closed:
+            if ws in self.active_connections_dist.values():
+                self.active_connections.remove(ws)
+                self.active_connections_dist[id].pop(ws)
 
     @staticmethod
     async def send_personal_message(message: str, ws):
         # 发送个人消息
         await ws.send(message)
 
-    # def broadcast(self, message: str):
-    #     # 广播消息
-    #     # global active_connections
-    #     active_connections = redis_client.get_redis().get("active_connections")
-    #     if active_connections is not None:
-    #         active_connections = json.loads(active_connections)
-    #         for connection in active_connections:
-    #             connection.send(message)
+    def broadcast(self, message: str):
+        # 广播消息
+        for connection in self.active_connections:
+            connection.send(message)
 
     def send_message_proj_json(self, message: Union[str, int, List, Dict], id: str):
         # 广播该项目的消息
-        active_connections = read(id=id)
-        print("===================", type(active_connections.id), active_connections.id)
-        print("===================", type(active_connections.getWs()), active_connections.getWs()[0])
-        for connection in active_connections.getWs():
+        for connection in self.active_connections_dist[id]:
             try:
                 connection.send(json.dumps(message, cls=MyEncoder, indent=4), )
             except Exception as e:
                 logger.error("websocket异常断开，{}", e)
+                self.disconnect(ws=connection, id=id)
 
 
-manager = WebsocketUtil()
-
-
-def write(id: str, ws: List):
-    print(f"序列化对象{ws}")
-    with open(f"{id}.pkl", "wb") as f:
-        pickle.dump(ws, f)
-
-
-def read(id: str):
-    
-    with open(f"{id}.pkl", "rb") as f:
-        wss = pickle.load(f)
-        print(wss)
-    print(f"反序列化对象{wss}")
-    return wss
-
-
-class WsFile:
-    def __init__(self, id: str, ws: List) -> None:
-        self.id = id
-        self.ws = ws
-    
-    def __getstate__(self):
-        pickled = {"id": self.id}
-        return pickled
-    
-    def getWs(self):
-        return self.ws
-    
-    def __setstate(self, pickled_dict):
-        self.__init__(pickled_dict['id'])
+manager = WebsocketUtil()
\ No newline at end of file