diff --git a/paddle/fluid/framework/details/CMakeLists.txt b/paddle/fluid/framework/details/CMakeLists.txt
index b39673e2297d4cb6299c4b2695af3896eb5dea91..88e7dd3f88fe01cc7c35e6b40ab0ac320d673cbf 100644
--- a/paddle/fluid/framework/details/CMakeLists.txt
+++ b/paddle/fluid/framework/details/CMakeLists.txt
@@ -82,7 +82,7 @@ cc_library(threaded_ssa_graph_executor SRCS threaded_ssa_graph_executor.cc DEPS
 
 cc_library(parallel_ssa_graph_executor SRCS parallel_ssa_graph_executor.cc DEPS threaded_ssa_graph_executor)
 
-cc_library(async_ssa_graph_executor SRCS async_ssa_graph_executor.cc DEPS threaded_ssa_graph_executor)
+cc_library(async_ssa_graph_executor SRCS async_ssa_graph_executor.cc DEPS threaded_ssa_graph_executor communicator)
 
 cc_test(broadcast_op_test SRCS broadcast_op_handle_test.cc DEPS var_handle op_handle_base scope ddim memory
         device_context broadcast_op_handle)
diff --git a/paddle/fluid/framework/details/async_ssa_graph_executor.cc b/paddle/fluid/framework/details/async_ssa_graph_executor.cc
index 69f770afee9a6cbb83e43da31f04aeece5581cde..43391804c5430cf49bbdb68c43f623d204f24cea 100644
--- a/paddle/fluid/framework/details/async_ssa_graph_executor.cc
+++ b/paddle/fluid/framework/details/async_ssa_graph_executor.cc
@@ -15,6 +15,7 @@
 #include "paddle/fluid/framework/details/async_ssa_graph_executor.h"
 
 #include "paddle/fluid/framework/variable_helper.h"
+#include "paddle/fluid/operators/distributed/communicator.h"
 
 namespace paddle {
 namespace framework {
@@ -39,6 +40,43 @@ inline void NewTempScopeAndInitVars(const std::vector<VarInfo> &var_infos,
   }
 }
 
+// get RpcContext and remote send and recv op
+void ProcessGraph(std::vector<ir::Graph *> graphs, Scope *scope) {
+  using RpcCtxMap = operators::distributed::RpcCtxMap;
+  RpcCtxMap send_varname_to_ctx;
+  RpcCtxMap recv_varname_to_ctx;
+  for (auto i = 0; i < graphs.size(); ++i) {
+    for (auto &node : graphs[i]->Nodes()) {
+      if (node->IsOp()) {
+        if (node->Op()->Type() == "send") {
+          auto send_var_name = node->Op()->Input("X")[0];
+          auto send_varnames = boost::get<std::vector<std::string>>(
+              node->Op()->GetNullableAttr("send_varnames"));
+          auto epmap = boost::get<std::vector<std::string>>(
+              node->Op()->GetNullableAttr("epmap"));
+          auto height_section = boost::get<std::vector<int64_t>>(
+              node->Op()->GetNullableAttr("sections"));
+          send_varname_to_ctx[send_var_name] =
+              operators::distributed::RpcContext(send_var_name, send_varnames,
+                                                 epmap, height_section);
+        } else if (node->Op()->Type() == "recv") {
+          auto recv_var_name = node->Op()->Input("X")[0];
+          auto recv_varnames = boost::get<std::vector<std::string>>(
+              node->Op()->GetNullableAttr("recv_varnames"));
+          auto epmap = boost::get<std::vector<std::string>>(
+              node->Op()->GetNullableAttr("epmap"));
+          recv_varname_to_ctx[recv_var_name] =
+              operators::distributed::RpcContext(recv_var_name, recv_varnames,
+                                                 epmap, {});
+        }
+      }
+    }
+  }
+  // init communicator here
+  operators::distributed::Communicator::Init(send_varname_to_ctx,
+                                             recv_varname_to_ctx, scope);
+}
+
 AsyncSSAGraphExecutor::AsyncSSAGraphExecutor(
     const ExecutionStrategy &strategy, const std::vector<Scope *> &local_scopes,
     const std::vector<platform::Place> &places, std::vector<ir::Graph *> graphs)
diff --git a/paddle/fluid/operators/distributed/communicator.h b/paddle/fluid/operators/distributed/communicator.h
index ffdfa38b12fc6240d31aeaa9d95fe498805548b9..44e2aa3be7392e25f0ac1fb86de3e8600b97eb53 100644
--- a/paddle/fluid/operators/distributed/communicator.h
+++ b/paddle/fluid/operators/distributed/communicator.h
@@ -87,12 +87,12 @@ class BlockingQueue {
   std::condition_variable send_cv_;
 };
 
+using RpcCtxMap = std::unordered_map<std::string, RpcContext>;
+
 class Communicator {
  public:
-  Communicator(
-      const std::unordered_map<std::string, RpcContext>& send_varname_to_ctx,
-      const std::unordered_map<std::string, RpcContext>& recv_varname_to_ctx,
-      Scope* recv_scope)
+  Communicator(const RpcCtxMap& send_varname_to_ctx,
+               const RpcCtxMap& recv_varname_to_ctx, Scope* recv_scope)
       : send_varname_to_ctx_(send_varname_to_ctx),
         recv_varname_to_ctx_(recv_varname_to_ctx),
         recv_scope_(recv_scope) {
@@ -128,14 +128,38 @@ class Communicator {
   std::unordered_map<std::string,
                      std::shared_ptr<BlockingQueue<std::shared_ptr<Variable>>>>
       send_varname_to_queue_;
-  std::unordered_map<std::string, RpcContext> send_varname_to_ctx_;
-  std::unordered_map<std::string, RpcContext> recv_varname_to_ctx_;
+  RpcCtxMap send_varname_to_ctx_;
+  RpcCtxMap recv_varname_to_ctx_;
   std::unique_ptr<std::thread> send_thread_;
   std::unique_ptr<std::thread> recv_thread_;
   Scope* recv_scope_;                  // should be global scope
   std::unique_ptr<Scope> send_scope_;  // an independent scope
   std::unique_ptr<::ThreadPool> send_threadpool_{nullptr};
   std::unique_ptr<::ThreadPool> recv_threadpool_{nullptr};
+
+  // the following code is for initialize the commnunicator
+ public:
+  static void Init(const RpcCtxMap& send_varname_to_ctx,
+                   const RpcCtxMap& recv_varname_to_ctx, Scope* recv_scope) {
+    InitImpl(send_varname_to_ctx, recv_varname_to_ctx, recv_scope);
+  }
+
+  static Communicator* GetInstance() { return communicator_.get(); }
+
+ private:
+  // Init is called by GetInstance.
+  static void InitImpl(const RpcCtxMap& send_varname_to_ctx,
+                       const RpcCtxMap& recv_varname_to_ctx,
+                       Scope* recv_scope) {
+    if (communicator_ == nullptr) {
+      communicator_.reset(new Communicator(send_varname_to_ctx,
+                                           recv_varname_to_ctx, recv_scope));
+    }
+  }
+
+ private:
+  static std::once_flag init_flag_;
+  static std::unique_ptr<Communicator> communicator_;
 };
 
 }  // namespace distributed