diff --git a/python/examples/pipeline/imdb_model_ensemble/config.yml b/python/examples/pipeline/imdb_model_ensemble/config.yml
index 0303be7f6097df09e130eab0c8ebe6305911c80b..7dac6eec2a2d7d90be3d4684f2aaaec7496249d9 100644
--- a/python/examples/pipeline/imdb_model_ensemble/config.yml
+++ b/python/examples/pipeline/imdb_model_ensemble/config.yml
@@ -1,6 +1,6 @@
 port: 18080
 worker_num: 1
-build_dag_each_request: false
+build_dag_each_worker: false
 dag:
     is_thread_op: true
     client_type: brpc
diff --git a/python/pipeline/pipeline_server.py b/python/pipeline/pipeline_server.py
index 8d4e87d8806d2b4aafa848a8dc4fa5e1bd514b6a..3f8492c9da728446486a9cf076ecf26394235f91 100644
--- a/python/pipeline/pipeline_server.py
+++ b/python/pipeline/pipeline_server.py
@@ -29,11 +29,11 @@ _LOGGER = logging.getLogger()
 
 
 class PipelineService(pipeline_service_pb2_grpc.PipelineServiceServicer):
-    def __init__(self, response_op, dag_config):
+    def __init__(self, response_op, dag_config, show_info):
         super(PipelineService, self).__init__()
         # init dag executor
         self._dag_executor = DAGExecutor(
-            response_op, dag_config, show_info=True)
+            response_op, dag_config, show_info=show_info)
         self._dag_executor.start()
 
     def inference(self, request, context):
@@ -44,22 +44,6 @@ class PipelineService(pipeline_service_pb2_grpc.PipelineServiceServicer):
         self._dag_executor.stop()
 
 
-class ProcessPipelineService(pipeline_service_pb2_grpc.PipelineServiceServicer):
-    def __init__(self, response_op, dag_config):
-        super(ProcessPipelineService, self).__init__()
-        self._response_op = response_op
-        self._dag_config = dag_config
-
-    def inference(self, request, context):
-        # init dag executor
-        dag_executor = DAGExecutor(
-            self._response_op, self._dag_config, show_info=False)
-        dag_executor.start()
-        resp = dag_executor.call(request)
-        dag_executor.stop()
-        return resp
-
-
 @contextlib.contextmanager
 def _reserve_port(port):
     """Find and reserve a port for all subprocesses to use."""
@@ -103,14 +87,14 @@ class PipelineServer(object):
         if not self._port_is_available(self._port):
             raise SystemExit("Prot {} is already used".format(self._port))
         self._worker_num = yml_config.get('worker_num', 1)
-        self._build_dag_each_request = yml_config.get('build_dag_each_request',
-                                                      False)
+        self._build_dag_each_worker = yml_config.get('build_dag_each_worker',
+                                                     False)
         _LOGGER.info("============= PIPELINE SERVER =============")
         _LOGGER.info("port: {}".format(self._port))
         _LOGGER.info("worker_num: {}".format(self._worker_num))
-        servicer_info = "build_dag_each_request: {}".format(
-            self._build_dag_each_request)
-        if self._build_dag_each_request is True:
+        servicer_info = "build_dag_each_worker: {}".format(
+            self._build_dag_each_worker)
+        if self._build_dag_each_worker is True:
             servicer_info += " (Make sure that install grpcio whl with --no-binary flag)"
         _LOGGER.info(servicer_info)
         _LOGGER.info("-------------------------------------------")
@@ -118,7 +102,7 @@ class PipelineServer(object):
         self._dag_config = yml_config.get("dag", {})
 
     def run_server(self):
-        if self._build_dag_each_request:
+        if self._build_dag_each_worker:
             with _reserve_port(self._port) as port:
                 bind_address = 'localhost:{}'.format(port)
                 workers = []
@@ -136,7 +120,8 @@ class PipelineServer(object):
             server = grpc.server(
                 futures.ThreadPoolExecutor(max_workers=self._worker_num))
             pipeline_service_pb2_grpc.add_PipelineServiceServicer_to_server(
-                PipelineService(self._response_op, self._dag_config), server)
+                PipelineService(self._response_op, self._dag_config, True),
+                server)
             server.add_insecure_port('[::]:{}'.format(self._port))
             server.start()
             server.wait_for_termination()
@@ -147,7 +132,7 @@ class PipelineServer(object):
             futures.ThreadPoolExecutor(
                 max_workers=1, ), options=options)
         pipeline_service_pb2_grpc.add_PipelineServiceServicer_to_server(
-            ProcessPipelineService(response_op, dag_config), server)
+            PipelineService(response_op, dag_config, False), server)
         server.add_insecure_port(bind_address)
         server.start()
         server.wait_for_termination()