diff --git a/python/paddle_serving_server/serve.py b/python/paddle_serving_server/serve.py
index 088e3928f4409eaac4d42d771a72ecc9d13fdbce..b57d2253dbe1f14caff50eb79543f224b8d0ec45 100644
--- a/python/paddle_serving_server/serve.py
+++ b/python/paddle_serving_server/serve.py
@@ -19,6 +19,7 @@ Usage:
 """
 import argparse
 from .web_service import WebService
+from flask import Flask, request
 
 
 def parse_args():  # pylint: disable=doc-string-missing
@@ -88,3 +89,20 @@ if __name__ == "__main__":
         service.prepare_server(
             workdir=args.workdir, port=args.port, device=args.device)
         service.run_server()
+
+        app_instance = Flask(__name__)
+
+        @app_instance.before_first_request
+        def init():
+            service._launch_web_service()
+
+        service_name = "/" + service.name + "/prediction"
+
+        @app_instance.route(service_name, methods=["POST"])
+        def run():
+            return service.get_prediction(request)
+
+        app_instance.run(host="0.0.0.0",
+                         port=service.port,
+                         threaded=False,
+                         processes=4)
diff --git a/python/paddle_serving_server/web_service.py b/python/paddle_serving_server/web_service.py
index e94916ccf371022544707e7bb8e03d37045e54b5..c1a86eaecc899c987bd346f8a747fb486d4789ee 100755
--- a/python/paddle_serving_server/web_service.py
+++ b/python/paddle_serving_server/web_service.py
@@ -50,44 +50,33 @@ class WebService(object):
         self.device = device
 
     def _launch_web_service(self):
-        app_instance = Flask(__name__)
-        client_service = Client()
-        client_service.load_client_config(
+        self.client_service = Client()
+        self.client_service.load_client_config(
             "{}/serving_server_conf.prototxt".format(self.model_config))
-        client_service.connect(["0.0.0.0:{}".format(self.port + 1)])
-        service_name = "/" + self.name + "/prediction"
+        self.client_service.connect(["0.0.0.0:{}".format(self.port + 1)])
 
-        @app_instance.route(service_name, methods=['POST'])
-        def get_prediction():
-            if not request.json:
-                abort(400)
-            if "fetch" not in request.json:
-                abort(400)
-            try:
-                feed, fetch = self.preprocess(request.json,
-                                              request.json["fetch"])
-                if isinstance(feed, list):
-                    fetch_map_batch = client_service.predict(
-                        feed_batch=feed, fetch=fetch)
-                    fetch_map_batch = self.postprocess(
-                        feed=request.json,
-                        fetch=fetch,
-                        fetch_map=fetch_map_batch)
-                    result = {"result": fetch_map_batch}
-                elif isinstance(feed, dict):
-                    if "fetch" in feed:
-                        del feed["fetch"]
-                    fetch_map = client_service.predict(feed=feed, fetch=fetch)
-                    result = self.postprocess(
-                        feed=request.json, fetch=fetch, fetch_map=fetch_map)
-            except ValueError:
-                result = {"result": "Request Value Error"}
-            return result
-
-        app_instance.run(host="0.0.0.0",
-                         port=self.port,
-                         threaded=False,
-                         processes=1)
+    def get_prediction(self, request):
+        if not request.json:
+            abort(400)
+        if "fetch" not in request.json:
+            abort(400)
+        try:
+            feed, fetch = self.preprocess(request.json, request.json["fetch"])
+            if isinstance(feed, list):
+                fetch_map_batch = self.client_service.predict(
+                    feed_batch=feed, fetch=fetch)
+                fetch_map_batch = self.postprocess(
+                    feed=request.json, fetch=fetch, fetch_map=fetch_map_batch)
+                result = {"result": fetch_map_batch}
+            elif isinstance(feed, dict):
+                if "fetch" in feed:
+                    del feed["fetch"]
+                fetch_map = self.client_service.predict(feed=feed, fetch=fetch)
+                result = self.postprocess(
+                    feed=request.json, fetch=fetch, fetch_map=fetch_map)
+        except ValueError:
+            result = {"result": "Request Value Error"}
+        return result
 
     def run_server(self):
         import socket
@@ -96,11 +85,7 @@ class WebService(object):
         print("http://{}:{}/{}/prediction".format(localIP, self.port,
                                                   self.name))
         p_rpc = Process(target=self._launch_rpc_service)
-        p_web = Process(target=self._launch_web_service)
         p_rpc.start()
-        p_web.start()
-        p_web.join()
-        p_rpc.join()
 
     def preprocess(self, feed={}, fetch=[]):
         return feed, fetch