diff --git a/paddle/fluid/distributed/fleet_executor/CMakeLists.txt b/paddle/fluid/distributed/fleet_executor/CMakeLists.txt
index 95ec6b329964ed9ad167a148d3270f55483007d0..e9da55c417e9a065aad96affa85b4af701d65f6d 100644
--- a/paddle/fluid/distributed/fleet_executor/CMakeLists.txt
+++ b/paddle/fluid/distributed/fleet_executor/CMakeLists.txt
@@ -19,6 +19,9 @@ cc_library(fleet_executor SRCS fleet_executor.cc carrier.cc task_node.cc runtime
 
 if(WITH_DISTRIBUTE)
   set(DISTRIBUTE_COMPILE_FLAGS "-Wno-non-virtual-dtor -Wno-error=non-virtual-dtor -Wno-error=delete-non-virtual-dtor")
+  if (CMAKE_CXX_COMPILER_VERSION VERSION_GREATER 7.0)
+    set(DISTRIBUTE_COMPILE_FLAGS "${DISTRIBUTE_COMPILE_FLAGS} -faligned-new")
+  endif()
   set_source_files_properties(interceptor.cc PROPERTIES COMPILE_FLAGS ${DISTRIBUTE_COMPILE_FLAGS})
   set_source_files_properties(compute_interceptor.cc PROPERTIES COMPILE_FLAGS ${DISTRIBUTE_COMPILE_FLAGS})
   set_source_files_properties(amplifier_interceptor.cc PROPERTIES COMPILE_FLAGS ${DISTRIBUTE_COMPILE_FLAGS})
diff --git a/paddle/fluid/distributed/fleet_executor/carrier.cc b/paddle/fluid/distributed/fleet_executor/carrier.cc
index 45296853adf7b4577eceaa7014a85fe745598bb7..79be1824b864db2ce848ddf1eb04771f894ff528 100644
--- a/paddle/fluid/distributed/fleet_executor/carrier.cc
+++ b/paddle/fluid/distributed/fleet_executor/carrier.cc
@@ -13,7 +13,7 @@
 // limitations under the License.
 
 #include "paddle/fluid/distributed/fleet_executor/carrier.h"
-#include "paddle/fluid/distributed/fleet_executor/global_map.h"
+#include "paddle/fluid/distributed/fleet_executor/global.h"
 #include "paddle/fluid/distributed/fleet_executor/interceptor.h"
 #include "paddle/fluid/distributed/fleet_executor/interceptor_message_service.h"
 #include "paddle/fluid/distributed/fleet_executor/message_bus.h"
@@ -71,17 +71,13 @@ Carrier::~Carrier() { VLOG(3) << "Carrier's destructor."; }
 
 bool Carrier::EnqueueInterceptorMessage(
     const InterceptorMessage& interceptor_message) {
-  if (interceptor_message.ctrl_message()) {
-    VLOG(3) << "Receiving control message from rank "
-            << interceptor_message.src_id() << " to rank "
-            << interceptor_message.dst_id();
-    // for barrier
-    msg_bus_->IncreaseBarrierCount();
-  } else {
-    int64_t dst_id = interceptor_message.dst_id();
-    Interceptor* dst_interceptor = GetInterceptor(dst_id);
-    dst_interceptor->EnqueueRemoteInterceptorMessage(interceptor_message);
-  }
+  PADDLE_ENFORCE_EQ(
+      interceptor_message.ctrl_message(), false,
+      platform::errors::Fatal(
+          "Control message should be only send inter rank using message bus."));
+  int64_t dst_id = interceptor_message.dst_id();
+  Interceptor* dst_interceptor = GetInterceptor(dst_id);
+  dst_interceptor->EnqueueRemoteInterceptorMessage(interceptor_message);
   return true;
 }
 
@@ -106,11 +102,6 @@ void Carrier::WakeUp() {
 }
 
 void Carrier::Start() {
-  PADDLE_ENFORCE_EQ(msg_bus_->IsInit(), true,
-                    platform::errors::PreconditionNotMet(
-                        "Using message bus since it has not been initialized. "
-                        "Please invoke MessageBus::Init() before using it or "
-                        "neccessary components are not ready."));
   PADDLE_ENFORCE_EQ(is_init_, true, platform::errors::PreconditionNotMet(
                                         "Using carrier before initialized."));
   for (int64_t id : source_interceptor_ids_) {
@@ -154,19 +145,10 @@ bool Carrier::Send(const InterceptorMessage& msg) {
             << " to interceptor " << dst_id << ", which are in the same ranks.";
     return EnqueueInterceptorMessage(msg);
   } else {
-    PADDLE_ENFORCE_NOT_NULL(
-        msg_bus_.get(),
-        platform::errors::Unavailable("Message bus is released accidently"));
-    PADDLE_ENFORCE_EQ(
-        msg_bus_->IsInit(), true,
-        platform::errors::PreconditionNotMet(
-            "Using message bus since it has not been initialized. "
-            "Please invoke MessageBus::Init() before using it or "
-            "neccessary components are not ready."));
     VLOG(3) << "Send a message from interceptor " << src_id
             << " to interceptor " << dst_id
             << ", which are in different ranks.";
-    return msg_bus_->Send(dst_rank, msg);
+    return GlobalVal<MessageBus>::Get()->Send(dst_rank, msg);
   }
 }
 
diff --git a/paddle/fluid/distributed/fleet_executor/carrier.h b/paddle/fluid/distributed/fleet_executor/carrier.h
index cd70ab46ce58e84eebae34e44fe35c8b0e00bd33..75ac07083a7968f379e7e946f2ac91fac180d65d 100644
--- a/paddle/fluid/distributed/fleet_executor/carrier.h
+++ b/paddle/fluid/distributed/fleet_executor/carrier.h
@@ -73,10 +73,6 @@ class Carrier final {
   Interceptor* SetInterceptor(int64_t interceptor_id,
                               std::unique_ptr<Interceptor>);
 
-  void SetMsgBus(const std::shared_ptr<MessageBus>& msg_bus) {
-    msg_bus_ = msg_bus;
-  }
-
   void Start();
 
   bool IsInit() const;
@@ -107,7 +103,6 @@ class Carrier final {
   framework::Scope* minibatch_scope_;
   paddle::platform::Place place_;
   paddle::platform::DeviceContext* dev_ctx_{nullptr};
-  std::shared_ptr<MessageBus> msg_bus_;
   int64_t rank_;
   std::string carrier_id_;
   std::unordered_map<int64_t, TaskNode*> interceptor_id_to_node_;
diff --git a/paddle/fluid/distributed/fleet_executor/fleet_executor.cc b/paddle/fluid/distributed/fleet_executor/fleet_executor.cc
index f81cdf200c65d7044b1a7d71482aa9194c10e641..e22d0945a23980bcd47679d1e63583d5ac9ed792 100644
--- a/paddle/fluid/distributed/fleet_executor/fleet_executor.cc
+++ b/paddle/fluid/distributed/fleet_executor/fleet_executor.cc
@@ -13,7 +13,7 @@
 // limitations under the License.
 
 #include "paddle/fluid/distributed/fleet_executor/fleet_executor.h"
-#include "paddle/fluid/distributed/fleet_executor/global_map.h"
+#include "paddle/fluid/distributed/fleet_executor/global.h"
 #include "paddle/fluid/distributed/fleet_executor/message_bus.h"
 #include "paddle/fluid/distributed/fleet_executor/runtime_graph.h"
 #include "paddle/fluid/distributed/fleet_executor/task_node.h"
@@ -32,6 +32,9 @@ FleetExecutor::FleetExecutor(const std::string& exe_desc_str) {
   bool parse_flag = exe_desc_.ParseFromString(exe_desc_str);
   PADDLE_ENFORCE(parse_flag, platform::errors::PreconditionNotMet(
                                  "Error occurs while parsing string to proto"));
+  // Message bus will be created and inited only once
+  GlobalVal<MessageBus>::Create();
+  InitMessageBus();
 }
 
 FleetExecutor::~FleetExecutor() {
@@ -81,21 +84,16 @@ void FleetExecutor::Init(
     CopyParameters(i, program_desc);
   }
   VLOG(5) << runtime_graph_->DebugString();
-  msg_bus_ = std::make_shared<MessageBus>();
   Carrier* carrier =
       GlobalMap<std::string, Carrier>::Create(carrier_id, carrier_id);
   carrier_ids_.insert(carrier_id);
-  GlobalVal<std::string>::Set(carrier_id);
-  // TODO(liyurui): Maybe message bus should be created only once
+  // Set current running carrier
+  GlobalVal<std::string>::Set(new std::string(carrier_id));
   InitCarrier(carrier);
-  InitMessageBus();
-
-  // Wait for all message bus connected.
-  msg_bus_->Barrier();
+  GlobalVal<MessageBus>::Get()->Barrier();
 }
 
 void FleetExecutor::InitCarrier(Carrier* carrier) {
-  carrier->SetMsgBus(msg_bus_);
   carrier->Init(exe_desc_.cur_rank(), runtime_graph_->interceptor_id_to_rank(),
                 runtime_graph_->interceptor_id_to_node(), root_scope_,
                 minibatch_scope_, microbatch_scopes_, place_);
@@ -131,14 +129,18 @@ void FleetExecutor::InitMessageBus() {
   VLOG(3) << "The number of ranks are "
           << (rank_to_addr.size() == 0 ? 1 : rank_to_addr.size()) << ".";
   VLOG(5) << ss.str();
-  if (!msg_bus_->IsInit()) {
-    msg_bus_->Init(cur_rank, rank_to_addr, addr);
-  }
+  GlobalVal<MessageBus>::Get()->Init(cur_rank, rank_to_addr, addr);
 }
 
 void FleetExecutor::Run(const std::string& carrier_id) {
-  GlobalMap<std::string, Carrier>::Get(carrier_id)->Start();
-  GlobalVal<std::string>::Set(carrier_id);
+  Carrier* carrier = GlobalMap<std::string, Carrier>::Get(carrier_id);
+  // Set current running carrier
+  if (*GlobalVal<std::string>::Get() != carrier_id) {
+    GlobalVal<std::string>::Set(new std::string(carrier_id));
+    // TODO(liyurui): Move barrier to service
+    GlobalVal<MessageBus>::Get()->Barrier();
+  }
+  carrier->Start();
   for (auto* micro_scop : microbatch_scopes_) {
     // By default, we should delete all kid scopes after run executor because
     // some operators may create local scope when running, such as while_op.
diff --git a/paddle/fluid/distributed/fleet_executor/fleet_executor.h b/paddle/fluid/distributed/fleet_executor/fleet_executor.h
index 33b7d4a40dc3bba6a8cb7a5be5b4ffdea2e959c8..89ab4c62d386f21ab46b45e8782dd1bf7e3ecc3e 100644
--- a/paddle/fluid/distributed/fleet_executor/fleet_executor.h
+++ b/paddle/fluid/distributed/fleet_executor/fleet_executor.h
@@ -55,9 +55,6 @@ class FleetExecutor final {
   framework::Scope* minibatch_scope_;
   platform::Place place_;
   std::vector<framework::Scope*> microbatch_scopes_;
-  // The carriers under FleetExecutor will share message bus,
-  // using shared_ptr to manage lifetime and condition race.
-  std::shared_ptr<MessageBus> msg_bus_;
   std::unordered_set<std::string> carrier_ids_;
 };
 
diff --git a/paddle/fluid/distributed/fleet_executor/global_map.h b/paddle/fluid/distributed/fleet_executor/global.h
similarity index 76%
rename from paddle/fluid/distributed/fleet_executor/global_map.h
rename to paddle/fluid/distributed/fleet_executor/global.h
index 2e2923e447d299e27d3511aa7143a0fb950d18a7..776f314e6afb2ed604ea54182ddc8a135f38a7f8 100644
--- a/paddle/fluid/distributed/fleet_executor/global_map.h
+++ b/paddle/fluid/distributed/fleet_executor/global.h
@@ -14,24 +14,41 @@
 
 #pragma once
 
+#include "paddle/fluid/platform/enforce.h"
+
 namespace paddle {
 namespace distributed {
 
-// TODO(liyurui): Change this file to global.h
 template <typename T>
 class GlobalVal final {
  public:
-  static T Get() { return *GetPtr(); }
-  static T Set(T val) {
-    auto* ptr = GetPtr();
-    *ptr = val;
-    return val;
+  static T* Get() {
+    T* ptr = GetPPtr()->get();
+    PADDLE_ENFORCE_NOT_NULL(
+        ptr, platform::errors::NotFound("This value is not global value."));
+    return ptr;
+  }
+  template <typename... Args>
+  static T* Create(Args&&... args) {
+    auto* ptr = GetPPtr();
+    PADDLE_ENFORCE_EQ(ptr->get(), nullptr,
+                      platform::errors::AlreadyExists(
+                          "This value is already a global value."));
+    T* item = new T(std::forward<Args>(args)...);
+    ptr->reset(item);
+    return item;
+  }
+
+  static T* Set(T* new_item) {
+    auto* ptr = GetPPtr();
+    ptr->reset(new_item);
+    return ptr->get();
   }
 
  private:
-  static T* GetPtr() {
-    static T value;
-    return &value;
+  static std::unique_ptr<T>* GetPPtr() {
+    static std::unique_ptr<T> ptr;
+    return &ptr;
   }
 };
 
diff --git a/paddle/fluid/distributed/fleet_executor/interceptor_message_service.cc b/paddle/fluid/distributed/fleet_executor/interceptor_message_service.cc
index 52be135f1ce42d68509fece254882695bb72d89c..ce8a73602d0bec6cfc049885c3e5d2d58f358831 100644
--- a/paddle/fluid/distributed/fleet_executor/interceptor_message_service.cc
+++ b/paddle/fluid/distributed/fleet_executor/interceptor_message_service.cc
@@ -15,8 +15,8 @@
     !defined(PADDLE_WITH_ASCEND_CL)
 #include "paddle/fluid/distributed/fleet_executor/interceptor_message_service.h"
 #include "brpc/server.h"
-#include "paddle/fluid/distributed/fleet_executor/carrier.h"
-#include "paddle/fluid/distributed/fleet_executor/global_map.h"
+#include "paddle/fluid/distributed/fleet_executor/global.h"
+#include "paddle/fluid/distributed/fleet_executor/message_bus.h"
 
 namespace paddle {
 namespace distributed {
@@ -29,9 +29,7 @@ void InterceptorMessageServiceImpl::InterceptorMessageService(
   VLOG(3) << "Interceptor Message Service receives a message from interceptor "
           << request->src_id() << " to interceptor " << request->dst_id()
           << ", with the message: " << request->message_type();
-  const auto& carrier_id = GlobalVal<std::string>::Get();
-  bool flag = GlobalMap<std::string, Carrier>::Get(carrier_id)
-                  ->EnqueueInterceptorMessage(*request);
+  bool flag = GlobalVal<MessageBus>::Get()->DispatchMsgToCarrier(*request);
   response->set_rst(flag);
 }
 
diff --git a/paddle/fluid/distributed/fleet_executor/message_bus.cc b/paddle/fluid/distributed/fleet_executor/message_bus.cc
index dd95a90ad1ba447a974274d606f4167bac9ff607..110c5feafc71a11a85c86454dae59a08ebfaf587 100644
--- a/paddle/fluid/distributed/fleet_executor/message_bus.cc
+++ b/paddle/fluid/distributed/fleet_executor/message_bus.cc
@@ -17,6 +17,8 @@
 #include <set>
 #include <thread>
 
+#include "paddle/fluid/distributed/fleet_executor/carrier.h"
+#include "paddle/fluid/distributed/fleet_executor/global.h"
 #include "paddle/fluid/distributed/fleet_executor/message_bus.h"
 #include "paddle/fluid/platform/gen_comm_id_helper.h"
 
@@ -81,6 +83,10 @@ const std::string& MessageBus::GetAddr(int64_t rank) const {
 
 bool MessageBus::Send(int64_t dst_rank,
                       const InterceptorMessage& interceptor_message) {
+  PADDLE_ENFORCE_EQ(
+      IsInit(), true,
+      platform::errors::PreconditionNotMet(
+          "Using message bus since it has not been initialized."));
 #if defined(PADDLE_WITH_DISTRIBUTE) && defined(PADDLE_WITH_PSCORE) && \
     !defined(PADDLE_WITH_ASCEND_CL)
   int retry_time = 0;  // message bus will retry sending for 10 times
@@ -155,6 +161,22 @@ void MessageBus::Barrier() {
   }
 }
 
+bool MessageBus::DispatchMsgToCarrier(
+    const InterceptorMessage& interceptor_message) {
+  if (interceptor_message.ctrl_message()) {
+    VLOG(3) << "Receiving control message from rank "
+            << interceptor_message.src_id() << " to rank "
+            << interceptor_message.dst_id();
+    // for barrier
+    IncreaseBarrierCount();
+    return true;
+  } else {
+    const std::string& carrier_id = *GlobalVal<std::string>::Get();
+    return GlobalMap<std::string, Carrier>::Get(carrier_id)
+        ->EnqueueInterceptorMessage(interceptor_message);
+  }
+}
+
 void MessageBus::ListenPort() {
   if (addr_ == "") {
     LOG(INFO) << "No need listen to port since training on single card.";
diff --git a/paddle/fluid/distributed/fleet_executor/message_bus.h b/paddle/fluid/distributed/fleet_executor/message_bus.h
index c8685a73900d547f7985237a88da5d3119debe2f..456cd77e2dde8ce158a1735e93b01df5df442ddc 100644
--- a/paddle/fluid/distributed/fleet_executor/message_bus.h
+++ b/paddle/fluid/distributed/fleet_executor/message_bus.h
@@ -54,6 +54,7 @@ class MessageBus final {
 
   void IncreaseBarrierCount();
   void Barrier();
+  bool DispatchMsgToCarrier(const InterceptorMessage& interceptor_message);
 
  private:
   DISABLE_COPY_AND_ASSIGN(MessageBus);
diff --git a/paddle/fluid/distributed/fleet_executor/test/compute_interceptor_run_op_test.cc b/paddle/fluid/distributed/fleet_executor/test/compute_interceptor_run_op_test.cc
index c48fd0962379579030b6b44624e95c4dc286a9ec..07d2a0f6b727aa56ef804e5ca9dee8e7a86e2cdb 100644
--- a/paddle/fluid/distributed/fleet_executor/test/compute_interceptor_run_op_test.cc
+++ b/paddle/fluid/distributed/fleet_executor/test/compute_interceptor_run_op_test.cc
@@ -18,7 +18,7 @@ limitations under the License. */
 #include "gtest/gtest.h"
 
 #include "paddle/fluid/distributed/fleet_executor/carrier.h"
-#include "paddle/fluid/distributed/fleet_executor/global_map.h"
+#include "paddle/fluid/distributed/fleet_executor/global.h"
 #include "paddle/fluid/distributed/fleet_executor/interceptor.h"
 #include "paddle/fluid/distributed/fleet_executor/message_bus.h"
 #include "paddle/fluid/distributed/fleet_executor/task_node.h"
@@ -67,9 +67,8 @@ TEST(ComputeInterceptor, Compute) {
       GlobalMap<std::string, Carrier>::Create(carrier_id, carrier_id);
   carrier->Init(0, {{0, 0}, {1, 0}});
 
-  auto msg_bus = std::make_shared<MessageBus>();
+  MessageBus* msg_bus = GlobalVal<MessageBus>::Create();
   msg_bus->Init(0, {{0, "127.0.0.0:0"}}, "");
-  carrier->SetMsgBus(msg_bus);
 
   // FIXME: don't delete, otherwise interceptor will use undefined node
   TaskNode* node_a =
diff --git a/paddle/fluid/distributed/fleet_executor/test/compute_interceptor_test.cc b/paddle/fluid/distributed/fleet_executor/test/compute_interceptor_test.cc
index f34f862c6285c7a0e44069d48ee96a050c83db37..954b52693f46c0d4b87e030f5629800eefc7c9e1 100644
--- a/paddle/fluid/distributed/fleet_executor/test/compute_interceptor_test.cc
+++ b/paddle/fluid/distributed/fleet_executor/test/compute_interceptor_test.cc
@@ -18,7 +18,7 @@ limitations under the License. */
 #include "gtest/gtest.h"
 
 #include "paddle/fluid/distributed/fleet_executor/carrier.h"
-#include "paddle/fluid/distributed/fleet_executor/global_map.h"
+#include "paddle/fluid/distributed/fleet_executor/global.h"
 #include "paddle/fluid/distributed/fleet_executor/interceptor.h"
 #include "paddle/fluid/distributed/fleet_executor/message_bus.h"
 #include "paddle/fluid/distributed/fleet_executor/task_node.h"
@@ -52,9 +52,8 @@ TEST(ComputeInterceptor, Compute) {
       GlobalMap<std::string, Carrier>::Create(carrier_id, carrier_id);
   carrier->Init(0, {{0, 0}, {1, 0}, {2, 0}});
 
-  auto msg_bus = std::make_shared<MessageBus>();
+  MessageBus* msg_bus = GlobalVal<MessageBus>::Create();
   msg_bus->Init(0, {{0, "127.0.0.0:0"}}, "");
-  carrier->SetMsgBus(msg_bus);
 
   // NOTE: don't delete, otherwise interceptor will use undefined node
   TaskNode* node_a = new TaskNode(0, 0, 0, 3, 0);  // role, rank, task_id
diff --git a/paddle/fluid/distributed/fleet_executor/test/interceptor_ping_pong_test.cc b/paddle/fluid/distributed/fleet_executor/test/interceptor_ping_pong_test.cc
index 8289eab16750045bb677c307a27775b856e33dbd..19c1d0a0d7a6a20a18e2ead960a69230e065cac5 100644
--- a/paddle/fluid/distributed/fleet_executor/test/interceptor_ping_pong_test.cc
+++ b/paddle/fluid/distributed/fleet_executor/test/interceptor_ping_pong_test.cc
@@ -18,7 +18,7 @@ limitations under the License. */
 #include "gtest/gtest.h"
 
 #include "paddle/fluid/distributed/fleet_executor/carrier.h"
-#include "paddle/fluid/distributed/fleet_executor/global_map.h"
+#include "paddle/fluid/distributed/fleet_executor/global.h"
 #include "paddle/fluid/distributed/fleet_executor/interceptor.h"
 #include "paddle/fluid/distributed/fleet_executor/message_bus.h"
 
@@ -64,9 +64,8 @@ TEST(InterceptorTest, PingPong) {
   Carrier* carrier =
       GlobalMap<std::string, Carrier>::Create(carrier_id, carrier_id);
   carrier->Init(0, {{0, 0}, {1, 0}});
-  auto msg_bus = std::make_shared<MessageBus>();
+  MessageBus* msg_bus = GlobalVal<MessageBus>::Create();
   msg_bus->Init(0, {{0, "127.0.0.0:0"}}, "");
-  carrier->SetMsgBus(msg_bus);
 
   Interceptor* a = carrier->SetInterceptor(
       0, InterceptorFactory::Create("PingPong", 0, nullptr));
diff --git a/paddle/fluid/distributed/fleet_executor/test/interceptor_ping_pong_with_brpc_test.cc b/paddle/fluid/distributed/fleet_executor/test/interceptor_ping_pong_with_brpc_test.cc
index f7adf59a6e81996a0c9df5897f384015454817a6..78cff2606f6b8fabc459838ee17b9ec29221ba32 100644
--- a/paddle/fluid/distributed/fleet_executor/test/interceptor_ping_pong_with_brpc_test.cc
+++ b/paddle/fluid/distributed/fleet_executor/test/interceptor_ping_pong_with_brpc_test.cc
@@ -20,7 +20,7 @@ limitations under the License. */
 #include "gtest/gtest.h"
 
 #include "paddle/fluid/distributed/fleet_executor/carrier.h"
-#include "paddle/fluid/distributed/fleet_executor/global_map.h"
+#include "paddle/fluid/distributed/fleet_executor/global.h"
 #include "paddle/fluid/distributed/fleet_executor/interceptor.h"
 #include "paddle/fluid/distributed/fleet_executor/message_bus.h"
 
@@ -112,12 +112,10 @@ TEST(InterceptorTest, PingPong) {
   if (pid == 0) {
     Carrier* carrier =
         GlobalMap<std::string, Carrier>::Create(carrier_id, carrier_id);
-    GlobalVal<std::string>::Set(carrier_id);
-    auto msg_bus = std::make_shared<MessageBus>();
-    carrier->SetMsgBus(msg_bus);
-    // NOTE: need Init msg_bus after carrier SetMsgBus
-    carrier->Init(0, interceptor_id_to_rank);
+    GlobalVal<std::string>::Set(new std::string(carrier_id));
+    MessageBus* msg_bus = GlobalVal<MessageBus>::Create();
     msg_bus->Init(0, {{0, ip0}, {1, ip1}}, ip0);
+    carrier->Init(0, interceptor_id_to_rank);
     Interceptor* a = carrier->SetInterceptor(
         0, InterceptorFactory::Create("PingPong", 0, nullptr));
     msg_bus->Barrier();
@@ -127,11 +125,10 @@ TEST(InterceptorTest, PingPong) {
   } else {
     Carrier* carrier =
         GlobalMap<std::string, Carrier>::Create(carrier_id, carrier_id);
-    GlobalVal<std::string>::Set(carrier_id);
-    auto msg_bus = std::make_shared<MessageBus>();
-    carrier->SetMsgBus(msg_bus);
-    carrier->Init(1, interceptor_id_to_rank);
+    GlobalVal<std::string>::Set(new std::string(carrier_id));
+    MessageBus* msg_bus = GlobalVal<MessageBus>::Create();
     msg_bus->Init(1, {{0, ip0}, {1, ip1}}, ip1);
+    carrier->Init(1, interceptor_id_to_rank);
     carrier->SetInterceptor(1,
                             InterceptorFactory::Create("PingPong", 1, nullptr));
     msg_bus->Barrier();
diff --git a/paddle/fluid/distributed/fleet_executor/test/interceptor_pipeline_long_path_test.cc b/paddle/fluid/distributed/fleet_executor/test/interceptor_pipeline_long_path_test.cc
index 2cd0813803f0c422604dc19144fa200acc96637a..3860e9f4e137e3f3222d5ce9995e466e3c22db00 100644
--- a/paddle/fluid/distributed/fleet_executor/test/interceptor_pipeline_long_path_test.cc
+++ b/paddle/fluid/distributed/fleet_executor/test/interceptor_pipeline_long_path_test.cc
@@ -18,7 +18,7 @@ limitations under the License. */
 #include "gtest/gtest.h"
 
 #include "paddle/fluid/distributed/fleet_executor/carrier.h"
-#include "paddle/fluid/distributed/fleet_executor/global_map.h"
+#include "paddle/fluid/distributed/fleet_executor/global.h"
 #include "paddle/fluid/distributed/fleet_executor/interceptor.h"
 #include "paddle/fluid/distributed/fleet_executor/message_bus.h"
 #include "paddle/fluid/distributed/fleet_executor/task_node.h"
@@ -56,9 +56,8 @@ TEST(AmplifierInterceptor, Amplifier) {
   Carrier* carrier =
       GlobalMap<std::string, Carrier>::Create(carrier_id, carrier_id);
   carrier->Init(0, {{0, 0}, {1, 0}, {2, 0}, {3, 0}, {4, 0}, {5, 0}});
-  auto msg_bus = std::make_shared<MessageBus>();
+  MessageBus* msg_bus = GlobalVal<MessageBus>::Create();
   msg_bus->Init(0, {{0, "127.0.0.0:0"}}, "127.0.0.0:0");
-  carrier->SetMsgBus(msg_bus);
 
   int64_t micro_steps = 3;
 
diff --git a/paddle/fluid/distributed/fleet_executor/test/interceptor_pipeline_short_path_test.cc b/paddle/fluid/distributed/fleet_executor/test/interceptor_pipeline_short_path_test.cc
index 66c283b65fb76b3776b9f7d3094a5d9b03da4ef3..b510b68e4e2ed5e770d96cf92575188f879d62b6 100644
--- a/paddle/fluid/distributed/fleet_executor/test/interceptor_pipeline_short_path_test.cc
+++ b/paddle/fluid/distributed/fleet_executor/test/interceptor_pipeline_short_path_test.cc
@@ -18,7 +18,7 @@ limitations under the License. */
 #include "gtest/gtest.h"
 
 #include "paddle/fluid/distributed/fleet_executor/carrier.h"
-#include "paddle/fluid/distributed/fleet_executor/global_map.h"
+#include "paddle/fluid/distributed/fleet_executor/global.h"
 #include "paddle/fluid/distributed/fleet_executor/interceptor.h"
 #include "paddle/fluid/distributed/fleet_executor/message_bus.h"
 #include "paddle/fluid/distributed/fleet_executor/task_node.h"
@@ -74,9 +74,8 @@ TEST(AmplifierInterceptor, Amplifier) {
   Carrier* carrier =
       GlobalMap<std::string, Carrier>::Create(carrier_id, carrier_id);
   carrier->Init(0, {{0, 0}, {1, 0}, {2, 0}, {3, 0}});
-  auto msg_bus = std::make_shared<MessageBus>();
+  MessageBus* msg_bus = GlobalVal<MessageBus>::Create();
   msg_bus->Init(0, {{0, ""}}, "");
-  carrier->SetMsgBus(msg_bus);
 
   int64_t micro_steps = 6;