diff --git a/python/paddle/fluid/incubate/fleet/base/role_maker.py b/python/paddle/fluid/incubate/fleet/base/role_maker.py
index ae6bf82e6290c0036b4abbf2bee43e454d365228..fb674d67ebe0cafde4ee5b1fd2711d1c065a955a 100644
--- a/python/paddle/fluid/incubate/fleet/base/role_maker.py
+++ b/python/paddle/fluid/incubate/fleet/base/role_maker.py
@@ -198,7 +198,7 @@ class MPIRoleMaker(RoleMakerBase):
         """
         finalize the current MPI instance.
         """
-        pass
+        self.MPI.Finalize()
 
     def _get_ips(self):
         """
@@ -356,6 +356,7 @@ class PaddleCloudRoleMaker(RoleMakerBase):
             print("PaddleCloudRoleMaker() endpoints: %s" % self.endpoints)
             self.endpoints = self.endpoints.split(",")
             self._server_endpoints = self.endpoints
+            self._worker_endpoints = self.endpoints
             if self.role.upper() == "PSERVER":
                 self._current_id = self.endpoints.index(self.current_endpoint)
                 self._role = Role.SERVER
diff --git a/python/paddle/fluid/incubate/fleet/parameter_server/distribute_transpiler/__init__.py b/python/paddle/fluid/incubate/fleet/parameter_server/distribute_transpiler/__init__.py
index 3854f258be73e368f545db0307c901e10ab89e02..8c230c58e32d68f943cceb306b049ce86135c436 100644
--- a/python/paddle/fluid/incubate/fleet/parameter_server/distribute_transpiler/__init__.py
+++ b/python/paddle/fluid/incubate/fleet/parameter_server/distribute_transpiler/__init__.py
@@ -26,6 +26,7 @@ from paddle.fluid.transpiler.distribute_transpiler import DistributeTranspilerCo
 from paddle.fluid.incubate.fleet.base.fleet_base import DistributedOptimizer
 from paddle.fluid.incubate.fleet.base.fleet_base import Fleet
 from paddle.fluid.incubate.fleet.base.fleet_base import Mode
+from paddle.fluid.incubate.fleet.base.role_maker import MPISymetricRoleMaker
 
 
 class DistributedTranspiler(Fleet):
@@ -52,6 +53,13 @@ class DistributedTranspiler(Fleet):
         Returns:
             None
         """
+        # if MPISymetricRoleMaker is defined
+        # we suppose a user wants to submit job on mpi cluster
+        if isinstance(self._role_maker, MPISymetricRoleMaker):
+            # check whether server has been initialized
+            from paddle.fluid.transpiler.details.checkport import wait_server_ready
+            wait_server_ready(fleet.server_endpoints(to_string=False))
+
         if not self._transpile_config.sync_mode:
             self._communicator = Communicator(self.main_program)
 
@@ -114,6 +122,9 @@ class DistributedTranspiler(Fleet):
             self._communicator.stop()
         self._executor.close()
 
+        if isinstance(self._role_maker, MPISymetricRoleMaker):
+            self._role_maker._finalize()
+
     def distributed_optimizer(self, optimizer, strategy=None):
         """
         Optimizer for distributed training.
@@ -199,13 +210,24 @@ class DistributedTranspiler(Fleet):
         self._transpile_config = config
         self._transpiler = OriginTranspiler(config)
 
+        print("server endpoints")
+        print(fleet.server_endpoints(to_string=True))
+        print("worker index: %d" % fleet.worker_index())
+        print("worker num: %d" % fleet.worker_num())
+
         if self.is_worker():
             self._transpiler.transpile(
                 trainer_id=fleet.worker_index(),
                 pservers=fleet.server_endpoints(to_string=True),
                 trainers=fleet.worker_num(),
                 sync_mode=config.sync_mode)
-            self.main_program = self._transpiler.get_trainer_program()
+
+            wait_port = True
+            if isinstance(self._role_maker, MPISymetricRoleMaker):
+                wait_port = False
+
+            self.main_program = self._transpiler.get_trainer_program(
+                wait_port=wait_port)
             self.startup_program = default_startup_program()
         else:
             self._transpiler.transpile(