diff --git a/paddle/operators/send_op.cc b/paddle/operators/send_op.cc
index bb719dc2a8a577bc042a2a70f7169b7d70f83684..be41b527f2289d5d657a58f3cb6d7be725323cd0 100644
--- a/paddle/operators/send_op.cc
+++ b/paddle/operators/send_op.cc
@@ -42,28 +42,32 @@ class SendOp : public framework::OperatorBase {
 
     platform::DeviceContextPool& pool = platform::DeviceContextPool::Instance();
     auto& ctx = *pool.Get(place);
+
+    auto client_var_name = Output("RPCClient");
+    PADDLE_ENFORCE_NOT_NULL(scope.FindVar(client_var_name),
+                            "Can not find variable '%s' in the scope.",
+                            client_var_name);
+    auto* client_var = scope.FindVar(client_var_name);
+    detail::RPCClient* rpc_client = client_var->GetMutable<detail::RPCClient>();
+
     for (size_t i = 0; i < ins.size(); i++) {
       VLOG(3) << "sending " << ins[i] << " to " << epmap[i];
-      client_.AsyncSendVariable(epmap[i], ctx, scope, ins[i]);
+      rpc_client->AsyncSendVariable(epmap[i], ctx, scope, ins[i]);
     }
-    PADDLE_ENFORCE(client_.Wait());
+    PADDLE_ENFORCE(rpc_client->Wait());
 
     for (auto& ep : endpoints) {
       VLOG(3) << "batch barrier, ep: " << ep;
-      client_.AsyncSendBatchBarrier(ep);
+      rpc_client->AsyncSendBatchBarrier(ep);
     }
-    PADDLE_ENFORCE(client_.Wait());
+    PADDLE_ENFORCE(rpc_client->Wait());
 
     for (size_t i = 0; i < outs.size(); i++) {
       VLOG(3) << "getting " << outs[i] << " from " << epmap[i];
-      client_.AsyncGetVariable(epmap[i], ctx, scope, outs[i]);
+      rpc_client->AsyncGetVariable(epmap[i], ctx, scope, outs[i]);
     }
-
-    PADDLE_ENFORCE(client_.Wait());
+    PADDLE_ENFORCE(rpc_client->Wait());
   }
-
- private:
-  mutable detail::RPCClient client_;
 };
 
 class SendOpMaker : public framework::OpProtoAndCheckerMaker {
@@ -73,6 +77,9 @@ class SendOpMaker : public framework::OpProtoAndCheckerMaker {
     AddInput("X", "(Tensor) Input tensor to be sent").AsDuplicable();
     AddOutput("Out", "(Tensor) Output tensor to be received from server")
         .AsDuplicable();
+    AddOutput("RPCClient",
+              "(RPCClient) The RPC client object which is"
+              "initialized at most once.");
     AddComment(R"DOC(
 Send operator
 
diff --git a/python/paddle/v2/fluid/distribute_transpiler.py b/python/paddle/v2/fluid/distribute_transpiler.py
index 77f80442e06cb18402bb1b8b97aa9119c7473f54..a4464a281aae714d79a531ec8a2cf793d6330a12 100644
--- a/python/paddle/v2/fluid/distribute_transpiler.py
+++ b/python/paddle/v2/fluid/distribute_transpiler.py
@@ -153,11 +153,18 @@ class DistributeTranspiler:
             self.param_grad_ep_mapping[ep]["params"].append(param)
             self.param_grad_ep_mapping[ep]["grads"].append(grad)
 
+        rpc_client_var = program.global_block().create_var(
+            name="RPC_CLIENT_VAR",
+            psersistable=True,
+            dtype='float32',  # dtype and shape is not used in fact
+            shape=[0])
+
         # create send_op
         send_op = program.global_block().append_op(
             type="send",
             inputs={"X": send_inputs},
-            outputs={"Out": send_outputs},
+            outputs={"Out": send_outputs,
+                     "RPCClient": rpc_client_var},
             attrs={"endpoints": pserver_endpoints,
                    "epmap": eplist})
         # step4