diff --git a/paddle/fluid/distributed/fleet_executor/CMakeLists.txt b/paddle/fluid/distributed/fleet_executor/CMakeLists.txt
index 51f1d936bd70a910267511d219b8a7fe3cc61d4c..82444ae77dc9dc51151ed0d2a5ad34dcfe126f26 100644
--- a/paddle/fluid/distributed/fleet_executor/CMakeLists.txt
+++ b/paddle/fluid/distributed/fleet_executor/CMakeLists.txt
@@ -5,7 +5,7 @@ endif()
 proto_library(interceptor_message_proto SRCS interceptor_message.proto)
 
 if(WITH_DISTRIBUTE AND WITH_PSCORE AND NOT (WITH_ASCEND OR WITH_ASCEND_CL))
-  set(BRPC_DEPS brpc ssl crypto protobuf gflags glog zlib leveldb snappy gflags glog)
+  set(BRPC_DEPS brpc ssl crypto protobuf zlib leveldb snappy gflags glog)
 else()
   set(BRPC_DEPS "")
 endif()
@@ -13,7 +13,7 @@ endif()
 cc_library(fleet_executor SRCS fleet_executor.cc carrier.cc task_node.cc runtime_graph.cc
         interceptor.cc compute_interceptor.cc amplifier_interceptor.cc interceptor_message_service.cc message_bus.cc
         DEPS proto_desc fleet_executor_desc_proto interceptor_message_proto collective_helper op_registry
-        executor_gc_helper ${BRPC_DEPS})
+        executor_gc_helper gflags glog ${BRPC_DEPS})
 
 if(WITH_DISTRIBUTE)
   set(DISTRIBUTE_COMPILE_FLAGS "-Wno-non-virtual-dtor -Wno-error=non-virtual-dtor -Wno-error=delete-non-virtual-dtor")
diff --git a/paddle/fluid/distributed/fleet_executor/carrier.cc b/paddle/fluid/distributed/fleet_executor/carrier.cc
index 9d9755569b2fc0933c97c95ad7615a1107331c2b..3279f954fa5f880ab9ff1149bc1357f7d6cd210a 100644
--- a/paddle/fluid/distributed/fleet_executor/carrier.cc
+++ b/paddle/fluid/distributed/fleet_executor/carrier.cc
@@ -27,14 +27,16 @@ namespace distributed {
 USE_INTERCEPTOR(Compute);
 USE_INTERCEPTOR(Amplifier);
 
-void Carrier::Init(std::shared_ptr<RuntimeGraph> runtime_graph,
+void Carrier::Init(int64_t rank, std::shared_ptr<RuntimeGraph> runtime_graph,
                    framework::Scope* root_scope,
                    framework::Scope* minibatch_scope,
                    const std::vector<framework::Scope*>& microbatch_scopes,
                    const platform::Place& place) {
   PADDLE_ENFORCE_EQ(is_init_, false, platform::errors::AlreadyExists(
                                          "Carrier is already init."));
+  rank_ = rank;
   runtime_graph_ = runtime_graph;
+  interceptor_id_to_rank_ = runtime_graph_->interceptor_id_to_rank();
   minibatch_scope_ = minibatch_scope;
   microbatch_scopes_ = microbatch_scopes;
   place_ = place;
@@ -48,12 +50,6 @@ void Carrier::Release() {
   // NOTE(wangxi): must join before `Derived Interceptor` destruct,
   // otherwise Derived object will be destructed before thread complete.
 
-  // Sending STOP msg to the source interceptor
-  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."));
   for (int64_t id : source_interceptor_ids_) {
     VLOG(3) << "Carrier Release is sending stop to source interceptor " << id
             << ".";
@@ -75,10 +71,10 @@ Carrier::~Carrier() { VLOG(3) << "Carrier's destructor."; }
 
 bool Carrier::EnqueueInterceptorMessage(
     const InterceptorMessage& interceptor_message) {
-  // enqueue message to interceptor
   if (interceptor_message.ctrl_message()) {
-    // handle control message
-    return true;
+    VLOG(3) << "Receiving control message from rank "
+            << interceptor_message.src_id() << " to rank "
+            << interceptor_message.dst_id();
   } else {
     {
       std::unique_lock<std::mutex> lock_creating(creating_flag_mutex_);
@@ -93,15 +89,9 @@ bool Carrier::EnqueueInterceptorMessage(
     }
     int64_t dst_id = interceptor_message.dst_id();
     Interceptor* dst_interceptor = GetInterceptor(dst_id);
-    bool rst =
-        dst_interceptor->EnqueueRemoteInterceptorMessage(interceptor_message);
-    if (rst) {
-      std::condition_variable& interceptor_cond_var =
-          dst_interceptor->GetCondVar();
-      interceptor_cond_var.notify_all();
-    }
-    return rst;
+    dst_interceptor->EnqueueRemoteInterceptorMessage(interceptor_message);
   }
+  return true;
 }
 
 Interceptor* Carrier::GetInterceptor(int64_t interceptor_id) {
@@ -144,9 +134,44 @@ std::condition_variable& Carrier::GetCondVar() { return cond_var_; }
 
 bool Carrier::IsInit() const { return is_init_; }
 
-// TODO(liyurui): Move SendIntra into carrier
-bool Carrier::Send(const InterceptorMessage& msg) const {
-  return msg_bus_->Send(msg);
+int64_t Carrier::GetRank(int64_t interceptor_id) const {
+  PADDLE_ENFORCE_NE(
+      interceptor_id_to_rank_.find(interceptor_id),
+      interceptor_id_to_rank_.end(),
+      platform::errors::NotFound("Cannot find rank for interceptor id %lld.",
+                                 interceptor_id));
+  return interceptor_id_to_rank_.at(interceptor_id);
+}
+
+bool Carrier::Send(const InterceptorMessage& msg) {
+  int64_t src_id = (msg.src_id() == -1) ? msg.dst_id() : msg.src_id();
+  int64_t dst_id = msg.dst_id();
+  int64_t src_rank = GetRank(src_id);
+  int64_t dst_rank = GetRank(dst_id);
+  PADDLE_ENFORCE_EQ(
+      src_rank, rank_,
+      platform::errors::Fatal("The source rank id %lld, which is not equal to "
+                              "the carrier rank id %lld.",
+                              src_rank, rank_));
+  if (src_rank == dst_rank) {
+    VLOG(3) << "Send a message from interceptor " << src_id
+            << " 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);
+  }
 }
 
 Interceptor* Carrier::SetInterceptor(int64_t interceptor_id,
@@ -222,13 +247,13 @@ static std::shared_ptr<framework::GarbageCollector> GetGC(
 }
 
 void Carrier::CreateInterceptors() {
-  if (runtime_graph_->intercepter_id_to_node().empty()) return;
+  if (runtime_graph_->interceptor_id_to_node().empty()) return;
 
   auto gc = GetGC(place_);
 
   // create each Interceptor
   // no auto init since there is no config
-  for (const auto& item : runtime_graph_->intercepter_id_to_node()) {
+  for (const auto& item : runtime_graph_->interceptor_id_to_node()) {
     int64_t interceptor_id = item.first;
     TaskNode* task_node = item.second;
 
diff --git a/paddle/fluid/distributed/fleet_executor/carrier.h b/paddle/fluid/distributed/fleet_executor/carrier.h
index e850c120bdbe5d1b08e6577772038d214888eb31..54cf2150030fca9160437dacf647246e5ec34106 100644
--- a/paddle/fluid/distributed/fleet_executor/carrier.h
+++ b/paddle/fluid/distributed/fleet_executor/carrier.h
@@ -45,8 +45,11 @@ class MessageBus;
 class Carrier final {
  public:
   Carrier() = default;
+  Carrier(int64_t rank,
+          const std::unordered_map<int64_t, int64_t>& interceptor_id_to_rank)
+      : rank_(rank), interceptor_id_to_rank_(interceptor_id_to_rank) {}
   ~Carrier();
-  void Init(std::shared_ptr<RuntimeGraph> runtime_graph,
+  void Init(int64_t rank, std::shared_ptr<RuntimeGraph> runtime_graph,
             framework::Scope* root_scope, framework::Scope* minibatch_scope,
             const std::vector<framework::Scope*>& microbatch_scopes,
             const platform::Place& place);
@@ -75,7 +78,7 @@ class Carrier final {
 
   bool IsInit() const;
 
-  bool Send(const InterceptorMessage& msg) const;
+  bool Send(const InterceptorMessage& msg);
 
   // NOTE: This mutex will be used in interceptor's RunOps function.
   // This mutex is used for avoiding forward ops and backward ops run
@@ -90,6 +93,8 @@ class Carrier final {
 
   void HandleTmpMessages();
 
+  int64_t GetRank(int64_t interceptor_id) const;
+
   // interceptor logic id to actually interceptor
   std::unordered_map<int64_t, std::unique_ptr<Interceptor>>
       interceptor_idx_to_interceptor_;
@@ -111,6 +116,7 @@ class Carrier final {
   paddle::platform::DeviceContext* dev_ctx_{nullptr};
   std::shared_ptr<RuntimeGraph> runtime_graph_;
   std::shared_ptr<MessageBus> msg_bus_;
+  int64_t rank_;
   std::unordered_map<int64_t, int64_t> interceptor_id_to_rank_;
 };
 
diff --git a/paddle/fluid/distributed/fleet_executor/fleet_executor.cc b/paddle/fluid/distributed/fleet_executor/fleet_executor.cc
index f7173a7b8bdfbc3d819f55c5349b7a3ef5025288..697c4aaaf3aaa0a172db47c88620aaa9c738b385 100644
--- a/paddle/fluid/distributed/fleet_executor/fleet_executor.cc
+++ b/paddle/fluid/distributed/fleet_executor/fleet_executor.cc
@@ -13,7 +13,6 @@
 // limitations under the License.
 
 #include "paddle/fluid/distributed/fleet_executor/fleet_executor.h"
-#include "paddle/fluid/distributed/fleet_executor/carrier.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"
@@ -28,6 +27,8 @@
 namespace paddle {
 namespace distributed {
 
+std::unique_ptr<Carrier> FleetExecutor::carrier_;
+
 FleetExecutor::FleetExecutor(const std::string& exe_desc_str) {
   bool parse_flag = exe_desc_.ParseFromString(exe_desc_str);
   PADDLE_ENFORCE(parse_flag, platform::errors::PreconditionNotMet(
@@ -36,12 +37,13 @@ FleetExecutor::FleetExecutor(const std::string& exe_desc_str) {
 
 FleetExecutor::~FleetExecutor() {
   root_scope_->DropKids();
-  GetCarrier().Release();
+  GetCarrier()->Release();
 }
 
-Carrier& FleetExecutor::GetCarrier() {
-  static Carrier carrier;
-  return carrier;
+Carrier* FleetExecutor::GetCarrier() {
+  PADDLE_ENFORCE_NOT_NULL(carrier_.get(), platform::errors::NotFound(
+                                              "Carrier has not been created."));
+  return carrier_.get();
 }
 
 void FleetExecutor::Init(
@@ -84,16 +86,16 @@ void FleetExecutor::Init(
   }
   VLOG(5) << runtime_graph_->DebugString();
   msg_bus_ = std::make_shared<MessageBus>();
+  CreateCarrier();
   InitCarrier();
   InitMessageBus();
 }
 
 void FleetExecutor::InitCarrier() {
-  Carrier& carrier = GetCarrier();
-  if (!carrier.IsInit()) {
-    carrier.SetMsgBus(msg_bus_);
-    carrier.Init(runtime_graph_, root_scope_, minibatch_scope_,
-                 microbatch_scopes_, place_);
+  if (!GetCarrier()->IsInit()) {
+    GetCarrier()->SetMsgBus(msg_bus_);
+    GetCarrier()->Init(exe_desc_.cur_rank(), runtime_graph_, root_scope_,
+                       minibatch_scope_, microbatch_scopes_, place_);
   }
 }
 
@@ -128,21 +130,19 @@ void FleetExecutor::InitMessageBus() {
           << (rank_to_addr.size() == 0 ? 1 : rank_to_addr.size()) << ".";
   VLOG(5) << ss.str();
   if (!msg_bus_->IsInit()) {
-    msg_bus_->Init(runtime_graph_->intercepter_id_to_rank(), rank_to_addr,
-                   addr);
+    msg_bus_->Init(cur_rank, rank_to_addr, addr);
   }
 }
 
 void FleetExecutor::Run() {
   // Run
-  Carrier& carrier = GetCarrier();
   PADDLE_ENFORCE_EQ(
-      carrier.IsInit(), true,
+      GetCarrier()->IsInit(), true,
       platform::errors::Unavailable("Carrier has not been init yet."));
   PADDLE_ENFORCE_EQ(
       msg_bus_->IsInit(), true,
       platform::errors::Unavailable("MessageBus has not been init yet."));
-  carrier.Start();
+  GetCarrier()->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 a66288525c6f9ba90905915014fe2ddfe2b626c4..3572e07efc5da6797961c2661fcbb5781bce6d7c 100644
--- a/paddle/fluid/distributed/fleet_executor/fleet_executor.h
+++ b/paddle/fluid/distributed/fleet_executor/fleet_executor.h
@@ -16,6 +16,7 @@
 #include <memory>
 #include <string>
 
+#include "paddle/fluid/distributed/fleet_executor/carrier.h"
 #include "paddle/fluid/distributed/fleet_executor/fleet_executor_desc.pb.h"
 #include "paddle/fluid/platform/macros.h"
 #include "paddle/fluid/platform/place.h"
@@ -30,7 +31,6 @@ namespace distributed {
 class RuntimeGraph;
 class MessageBus;
 class TaskNode;
-class Carrier;
 
 class FleetExecutor final {
  public:
@@ -43,7 +43,15 @@ class FleetExecutor final {
             const std::unordered_map<int64_t, int64_t>& task_id_to_rank);
   void Run();
   // TODO(liyurui): Change to use registry table for multi-carrier.
-  static Carrier& GetCarrier();
+  static Carrier* GetCarrier();
+  template <typename... Args>
+  static Carrier* CreateCarrier(Args&&... args) {
+    PADDLE_ENFORCE_EQ(
+        carrier_.get(), nullptr,
+        platform::errors::AlreadyExists("Carrier has been created already."));
+    carrier_ = std::make_unique<Carrier>(std::forward<Args>(args)...);
+    return carrier_.get();
+  }
 
  private:
   DISABLE_COPY_AND_ASSIGN(FleetExecutor);
@@ -59,6 +67,7 @@ class FleetExecutor final {
   // The carriers under FleetExecutor will share message bus,
   // using shared_ptr to manage lifetime and condition race.
   std::shared_ptr<MessageBus> msg_bus_;
+  static std::unique_ptr<Carrier> carrier_;
 };
 
 }  // namespace distributed
diff --git a/paddle/fluid/distributed/fleet_executor/interceptor.cc b/paddle/fluid/distributed/fleet_executor/interceptor.cc
index d649a84614e4d51a3426aac0a2e5fb4203929318..f5501754cd7299c61ba6463876694220d66d34f5 100644
--- a/paddle/fluid/distributed/fleet_executor/interceptor.cc
+++ b/paddle/fluid/distributed/fleet_executor/interceptor.cc
@@ -52,24 +52,17 @@ void Interceptor::StopCarrier() {
   cond_var.notify_all();
 }
 
-std::condition_variable& Interceptor::GetCondVar() {
-  // get the conditional var
-  return cond_var_;
-}
-
 int64_t Interceptor::GetInterceptorId() const {
   // return the interceptor id
   return interceptor_id_;
 }
 
-bool Interceptor::EnqueueRemoteInterceptorMessage(
+void Interceptor::EnqueueRemoteInterceptorMessage(
     const InterceptorMessage& interceptor_message) {
   // Called by Carrier, enqueue an InterceptorMessage to remote mailbox
   VLOG(3) << "Enqueue message: " << interceptor_message.message_type()
           << " into " << interceptor_id_ << "'s remote mailbox.";
-  std::unique_lock<std::mutex> lock(remote_mailbox_mutex_);
-  remote_mailbox_.push(interceptor_message);
-  return true;
+  remote_mailbox_.Push(interceptor_message);
 }
 
 bool Interceptor::Send(int64_t dst_id, InterceptorMessage& msg) {
@@ -92,7 +85,7 @@ void Interceptor::PoolTheMailbox() {
                             "Error encountered when fetch remote mailbox."));
     }
     const InterceptorMessage interceptor_message = local_mailbox_.front();
-    local_mailbox_.pop();
+    local_mailbox_.pop_front();
     const MessageType message_type = interceptor_message.message_type();
     VLOG(3) << "Interceptor " << interceptor_id_ << " has received a message"
             << " from interceptor " << interceptor_message.src_id()
@@ -109,19 +102,8 @@ void Interceptor::PoolTheMailbox() {
 }
 
 bool Interceptor::FetchRemoteMailbox() {
-  // fetch all Message from remote mailbox to local mailbox
-  // return true if remote mailbox not empty, otherwise return false
-  std::unique_lock<std::mutex> lock(remote_mailbox_mutex_);
-  cond_var_.wait(lock, [this]() { return !remote_mailbox_.empty(); });
-  if (remote_mailbox_.empty()) {
-    // the thread has been unblocked accidentally
-    return false;
-  }
-  while (!remote_mailbox_.empty()) {
-    local_mailbox_.push(std::move(remote_mailbox_.front()));
-    remote_mailbox_.pop();
-  }
-  return true;
+  remote_mailbox_.PopAll(&local_mailbox_);
+  return !local_mailbox_.empty();
 }
 
 static InterceptorFactory::CreateInterceptorMap& GetInterceptorMap() {
diff --git a/paddle/fluid/distributed/fleet_executor/interceptor.h b/paddle/fluid/distributed/fleet_executor/interceptor.h
index bc20058074441eafafa86b8cf20e65fbeed41b07..d9e8d050dd1fc8d03199c0ae490da08617a10021 100644
--- a/paddle/fluid/distributed/fleet_executor/interceptor.h
+++ b/paddle/fluid/distributed/fleet_executor/interceptor.h
@@ -15,14 +15,15 @@
 #pragma once
 
 #include <condition_variable>
+#include <deque>
 #include <functional>
 #include <map>
 #include <memory>
-#include <queue>
 #include <thread>
 #include <vector>
 
 #include "paddle/fluid/distributed/fleet_executor/interceptor_message.pb.h"
+#include "paddle/fluid/framework/blocking_queue.h"
 #include "paddle/fluid/platform/enforce.h"
 #include "paddle/fluid/platform/errors.h"
 #include "paddle/fluid/platform/macros.h"
@@ -59,11 +60,8 @@ class Interceptor {
   // return the interceptor id
   int64_t GetInterceptorId() const;
 
-  // return the conditional var
-  std::condition_variable& GetCondVar();
-
   // Called by Carrier, enqueue an InterceptorMessage to remote mailbox
-  bool EnqueueRemoteInterceptorMessage(
+  void EnqueueRemoteInterceptorMessage(
       const InterceptorMessage& interceptor_message);
 
   bool Send(int64_t dst_id, InterceptorMessage& msg);  // NOLINT
@@ -115,23 +113,16 @@ class Interceptor {
   // interceptor handle which process message
   MsgHandle handle_{nullptr};
 
-  // mutex to control read/write conflict for remote mailbox
-  std::mutex remote_mailbox_mutex_;
-
   // interceptor runs PoolTheMailbox() function to poll local mailbox
   std::thread interceptor_thread_;
 
-  // conditional variable for blocking the thread when
-  // fetch an empty remote mailbox
-  std::condition_variable cond_var_;
-
   // remote mailbox, written by EnqueueRemoteMessage()
   // read by FetchRemoteMailbox()
-  std::queue<InterceptorMessage> remote_mailbox_;
+  framework::BlockingQueue<InterceptorMessage> remote_mailbox_;
 
   // local mailbox, written by FetchRemoteMailbox()
   // read by PoolTheMailbox()
-  std::queue<InterceptorMessage> local_mailbox_;
+  std::deque<InterceptorMessage> local_mailbox_;
 
   int64_t already_run_times_{0};
   int64_t used_slot_nums_{0};
diff --git a/paddle/fluid/distributed/fleet_executor/interceptor_message_service.cc b/paddle/fluid/distributed/fleet_executor/interceptor_message_service.cc
index a8d29758ca16385ac2f340eb1aeee4b1fb76454d..231b6c780e24e77683def9955eca49a1b0a07b22 100644
--- a/paddle/fluid/distributed/fleet_executor/interceptor_message_service.cc
+++ b/paddle/fluid/distributed/fleet_executor/interceptor_message_service.cc
@@ -29,8 +29,8 @@ 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();
-  FleetExecutor::GetCarrier().EnqueueInterceptorMessage(*request);
-  response->set_rst(true);
+  bool flag = FleetExecutor::GetCarrier()->EnqueueInterceptorMessage(*request);
+  response->set_rst(flag);
 }
 
 }  // namespace distributed
diff --git a/paddle/fluid/distributed/fleet_executor/message_bus.cc b/paddle/fluid/distributed/fleet_executor/message_bus.cc
index d4c986de5a03ca4810edbb4ee7abcf69517ea841..ac7b08c4b2868b5f4e9fa88be4f2e266bc3ceb8b 100644
--- a/paddle/fluid/distributed/fleet_executor/message_bus.cc
+++ b/paddle/fluid/distributed/fleet_executor/message_bus.cc
@@ -17,8 +17,6 @@
 #include <set>
 #include <thread>
 
-#include "paddle/fluid/distributed/fleet_executor/carrier.h"
-#include "paddle/fluid/distributed/fleet_executor/fleet_executor.h"
 #include "paddle/fluid/distributed/fleet_executor/message_bus.h"
 #include "paddle/fluid/platform/gen_comm_id_helper.h"
 
@@ -26,16 +24,25 @@ namespace paddle {
 namespace distributed {
 
 void MessageBus::Init(
-    const std::unordered_map<int64_t, int64_t>& interceptor_id_to_rank,
-    const std::unordered_map<int64_t, std::string>& rank_to_addr,
+    int64_t rank, const std::unordered_map<int64_t, std::string>& rank_to_addr,
     const std::string& addr) {
   PADDLE_ENFORCE_EQ(is_init_, false, platform::errors::AlreadyExists(
                                          "MessageBus is already init."));
+  rank_ = rank;
   is_init_ = true;
-  interceptor_id_to_rank_ = interceptor_id_to_rank;
   rank_to_addr_ = rank_to_addr;
   addr_ = addr;
 
+  if (addr_ != "") {
+    const auto& addr = GetAddr(rank_);
+    PADDLE_ENFORCE_EQ(addr, addr_,
+                      platform::errors::Fatal(
+                          "The current rank's addr is %s, while the "
+                          "message bus's addr is %s, which are different. "
+                          "Init error.",
+                          addr, addr_));
+  }
+
 #if defined(PADDLE_WITH_NCCL) || defined(PADDLE_WITH_RCCL) || \
     defined(PADDLE_WITH_XPU_BKCL) || defined(PADDLE_WITH_ASCEND_CL)
   // NOTE: To make the brpc is compatible with collective,
@@ -65,43 +72,57 @@ MessageBus::~MessageBus() {
 #endif
 }
 
-bool MessageBus::Send(const InterceptorMessage& interceptor_message) {
-  // called by Interceptor, send InterceptorMessage to dst
-  int64_t src_id = interceptor_message.src_id();
-  int64_t dst_id = interceptor_message.dst_id();
-  if (IsSameRank(src_id, dst_id)) {
-    VLOG(3) << "Send a message from interceptor " << src_id
-            << " to interceptor " << dst_id << ", which are in the same ranks.";
-    return SendIntraRank(interceptor_message);
-  } else {
-    VLOG(3) << "Send a message from interceptor " << src_id
-            << " to interceptor " << dst_id
-            << ", which are in different ranks.";
+const std::string& MessageBus::GetAddr(int64_t rank) const {
+  PADDLE_ENFORCE_NE(
+      rank_to_addr_.find(rank), rank_to_addr_.end(),
+      platform::errors::NotFound("Cannot find addr rank id %lld.", rank));
+  return rank_to_addr_.at(rank);
+}
+
+bool MessageBus::Send(int64_t dst_rank,
+                      const InterceptorMessage& interceptor_message) {
 #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
-    while (retry_time < 10) {
-      ++retry_time;
-      if (SendInterRank(interceptor_message)) {
-        VLOG(3) << "Message bus sends inter rank successfully with "
-                << retry_time << " times retries.";
-        return true;
-      }
-      VLOG(3) << "Message bus sends failed, retry after 1 seconds.";
-      std::this_thread::sleep_for(std::chrono::milliseconds(1000));
+  int retry_time = 0;  // message bus will retry sending for 10 times
+  while (retry_time < 10) {
+    ++retry_time;
+    if (SendInterRank(dst_rank, interceptor_message)) {
+      VLOG(3) << "Message bus sends inter rank successfully with " << retry_time
+              << " times retries.";
+      return true;
     }
-    VLOG(3) << "Message bus sends inter rank fail after 10 times retries.";
-    return false;
+    VLOG(3) << "Message bus sends failed, retry after 1 seconds.";
+    std::this_thread::sleep_for(std::chrono::milliseconds(1000));
+  }
+  VLOG(3) << "Message bus sends inter rank fail after 10 times retries.";
+  return false;
 #else
-    PADDLE_THROW(platform::errors::Unavailable(
-        "Fleet executor does not support sending message between different "
-        "ranks when Paddle is compiled with npu or "
-        "isn't compiled with distributed for now."));
+  PADDLE_THROW(platform::errors::Unavailable(
+      "Fleet executor does not support sending message between different "
+      "ranks when Paddle is compiled with npu or "
+      "isn't compiled with distributed for now."));
 #endif
-  }
   return true;
 }
 
+void MessageBus::TestConnection() {
+  InterceptorMessage ctrl_msg;
+  ctrl_msg.set_ctrl_message(true);
+  ctrl_msg.set_src_id(rank_);
+  for (const auto& dst_rank_pair : rank_to_addr_) {
+    int64_t dst_rank = dst_rank_pair.first;
+    if (dst_rank != rank_) {
+      ctrl_msg.set_dst_id(dst_rank);
+      VLOG(3) << "Send control message bus from rank " << rank_ << " to rank "
+              << dst_rank;
+      while (!Send(dst_rank, ctrl_msg)) {
+        std::this_thread::sleep_for(std::chrono::milliseconds(1000));
+      }
+      VLOG(3) << "Message bus has connected to rank: " << dst_rank << ".";
+    }
+  }
+}
+
 void MessageBus::ListenPort() {
   if (addr_ == "") {
     LOG(INFO) << "No need listen to port since training on single card.";
@@ -130,30 +151,7 @@ void MessageBus::ListenPort() {
     interval += 500;
   }
   LOG(INFO) << "Message bus's listen port thread starts successful.";
-
-  std::set<int64_t> visit;
-  InterceptorMessage tmp_msg;
-  tmp_msg.set_ctrl_message(true);
-  for (auto pair : interceptor_id_to_rank_) {
-    if (rank_to_addr_.at(pair.second) == addr_) {
-      tmp_msg.set_src_id(pair.first);
-    }
-  }
-  for (auto pair : interceptor_id_to_rank_) {
-    int64_t rank = pair.second;
-    if (rank_to_addr_.at(rank) == addr_) {
-      continue;
-    }
-    tmp_msg.set_dst_id(pair.first);
-    if (visit.find(rank) == visit.end()) {
-      VLOG(3) << "Message bus is testing connection for rank: " << rank << ".";
-      visit.insert(rank);
-      while (!Send(tmp_msg)) {
-        std::this_thread::sleep_for(std::chrono::milliseconds(1000));
-      }
-      VLOG(3) << "Message bus has connected to rank: " << rank << ".";
-    }
-  }
+  TestConnection();
 #else
   LOG(WARNING)
       << "Fleet executor's ListenPort() is a fake function when Paddle is "
@@ -162,53 +160,13 @@ void MessageBus::ListenPort() {
 #endif
 }
 
-bool MessageBus::IsSameRank(int64_t src_id, int64_t dst_id) {
-  // -1 is sent by carrier to source interceptor
-  if (src_id == -1) src_id = dst_id;
-
-  // check whether the dst is the same rank or different rank with src
-  const auto& src_rank = interceptor_id_to_rank_.find(src_id);
-  const auto& dst_rank = interceptor_id_to_rank_.find(dst_id);
-  PADDLE_ENFORCE_NE(
-      src_rank, interceptor_id_to_rank_.end(),
-      platform::errors::NotFound(
-          "Cannot find rank for src interceptor id %lld. Init error.", src_id));
-  PADDLE_ENFORCE_NE(
-      dst_rank, interceptor_id_to_rank_.end(),
-      platform::errors::NotFound(
-          "Cannot find rank for dst interceptor id %lld. Init error.", dst_id));
-  if (addr_ == "") {
-    // single card training, must be same rank
-    return true;
-  }
-  const auto& src_ip = rank_to_addr_.find(src_rank->second);
-  PADDLE_ENFORCE_NE(src_ip, rank_to_addr_.end(),
-                    platform::errors::NotFound(
-                        "Cannot find addr for src rank id %lld. Init error.",
-                        src_rank->second));
-  PADDLE_ENFORCE_EQ(
-      src_ip->second, addr_,
-      platform::errors::Fatal("The src interceptor's addr is %s, while the "
-                              "message bus's addr is %s, which are different. "
-                              "Init error.",
-                              src_ip->second, addr_));
-  return src_rank->second == dst_rank->second;
-}
-
 #if defined(PADDLE_WITH_DISTRIBUTE) && defined(PADDLE_WITH_PSCORE) && \
     !defined(PADDLE_WITH_ASCEND_CL)
-bool MessageBus::SendInterRank(const InterceptorMessage& interceptor_message) {
-  // send the message inter rank (dst is different rank with src)
-  int64_t dst_id = interceptor_message.dst_id();
-  int64_t dst_rank = interceptor_id_to_rank_[dst_id];
-  auto dst_ip = rank_to_addr_.find(dst_rank);
-  PADDLE_ENFORCE_NE(dst_ip, rank_to_addr_.end(),
-                    platform::errors::InvalidArgument(
-                        "Cannot find rank for dst interceptor id %lld. "
-                        "Init error.",
-                        dst_id));
-  VLOG(3) << "Message bus sending to addr: " << dst_ip->second;
-  const char* dst_ip_for_brpc = dst_ip->second.c_str();
+bool MessageBus::SendInterRank(int64_t dst_rank,
+                               const InterceptorMessage& interceptor_message) {
+  const auto& dst_addr = GetAddr(dst_rank);
+  VLOG(3) << "Message bus sending to addr: " << dst_addr;
+  const char* dst_addr_for_brpc = dst_addr.c_str();
   brpc::Channel channel;
   brpc::ChannelOptions options;
   options.protocol = "baidu_std";
@@ -216,7 +174,7 @@ bool MessageBus::SendInterRank(const InterceptorMessage& interceptor_message) {
   options.timeout_ms = 1000;
   options.max_retry = 5;
   PADDLE_ENFORCE_EQ(
-      channel.Init(dst_ip_for_brpc, &options), 0,
+      channel.Init(dst_addr_for_brpc, &options), 0,
       platform::errors::Unavailable("Message bus: init brpc channel error."));
   TheInterceptorMessageService_Stub stub(&channel);
   InterceptorResponse response;
@@ -239,11 +197,5 @@ bool MessageBus::SendInterRank(const InterceptorMessage& interceptor_message) {
 }
 #endif
 
-bool MessageBus::SendIntraRank(const InterceptorMessage& interceptor_message) {
-  // send the message intra rank (dst is the same rank with src)
-  return FleetExecutor::GetCarrier().EnqueueInterceptorMessage(
-      interceptor_message);
-}
-
 }  // namespace distributed
 }  // namespace paddle
diff --git a/paddle/fluid/distributed/fleet_executor/message_bus.h b/paddle/fluid/distributed/fleet_executor/message_bus.h
index 3f151cab3a46c689f707f4ca3590772a8d6bc47f..d4a2af54e6cd4a538d6590255360e463384a4e11 100644
--- a/paddle/fluid/distributed/fleet_executor/message_bus.h
+++ b/paddle/fluid/distributed/fleet_executor/message_bus.h
@@ -42,14 +42,14 @@ class MessageBus final {
   MessageBus() = default;
   ~MessageBus();
 
-  void Init(const std::unordered_map<int64_t, int64_t>& interceptor_id_to_rank,
+  void Init(int64_t rank,
             const std::unordered_map<int64_t, std::string>& rank_to_addr,
             const std::string& addr);
 
   bool IsInit() const;
 
   // called by Interceptor, send InterceptorMessage to dst
-  bool Send(const InterceptorMessage& interceptor_message);
+  bool Send(int64_t dst_rank, const InterceptorMessage& interceptor_message);
 
  private:
   DISABLE_COPY_AND_ASSIGN(MessageBus);
@@ -57,22 +57,20 @@ class MessageBus final {
   // function keep listen the port and handle the message
   void ListenPort();
 
-  // check whether the dst is the same rank or different rank with src
-  bool IsSameRank(int64_t src_id, int64_t dst_id);
+  void TestConnection();
+
+  const std::string& GetAddr(int64_t rank) const;
 
 #if defined(PADDLE_WITH_DISTRIBUTE) && defined(PADDLE_WITH_PSCORE) && \
     !defined(PADDLE_WITH_ASCEND_CL)
   // send the message inter rank (dst is different rank with src)
-  bool SendInterRank(const InterceptorMessage& interceptor_message);
+  bool SendInterRank(int64_t dst_rank,
+                     const InterceptorMessage& interceptor_message);
 #endif
 
   bool is_init_{false};
 
-  // send the message intra rank (dst is the same rank with src)
-  bool SendIntraRank(const InterceptorMessage& interceptor_message);
-
-  // handed by above layer, save the info mapping interceptor id to rank id
-  std::unordered_map<int64_t, int64_t> interceptor_id_to_rank_;
+  int64_t rank_;
 
   // handed by above layer, save the info mapping rank id to addr
   std::unordered_map<int64_t, std::string> rank_to_addr_;
diff --git a/paddle/fluid/distributed/fleet_executor/runtime_graph.cc b/paddle/fluid/distributed/fleet_executor/runtime_graph.cc
index 1ad144470af2668fcbc0098e91f272b8f5f96b96..614b4c37e82545d7898fbc5db03f35991e8d3f1d 100644
--- a/paddle/fluid/distributed/fleet_executor/runtime_graph.cc
+++ b/paddle/fluid/distributed/fleet_executor/runtime_graph.cc
@@ -21,7 +21,7 @@ namespace distributed {
 std::string RuntimeGraph::DebugString() const {
   std::ostringstream os;
   os << "\nRuntime Graph Debug: \n";
-  for (const auto& pair : intercepter_id_to_node_) {
+  for (const auto& pair : interceptor_id_to_node_) {
     os << pair.second->DebugString();
     os << "\n";
   }
diff --git a/paddle/fluid/distributed/fleet_executor/runtime_graph.h b/paddle/fluid/distributed/fleet_executor/runtime_graph.h
index 3678e2e860a9d9e746c9d338bd55dea47cf8edc4..1ca9f0174ed07f3c12a8fb937799cfc4dd444b37 100644
--- a/paddle/fluid/distributed/fleet_executor/runtime_graph.h
+++ b/paddle/fluid/distributed/fleet_executor/runtime_graph.h
@@ -29,26 +29,26 @@ class RuntimeGraph final {
  public:
   RuntimeGraph() = default;
   ~RuntimeGraph() = default;
-  const std::unordered_map<int64_t, TaskNode*>& intercepter_id_to_node() const {
-    return intercepter_id_to_node_;
+  const std::unordered_map<int64_t, TaskNode*>& interceptor_id_to_node() const {
+    return interceptor_id_to_node_;
   }
-  const std::unordered_map<int64_t, int64_t>& intercepter_id_to_rank() const {
-    return intercepter_id_to_rank_;
+  const std::unordered_map<int64_t, int64_t>& interceptor_id_to_rank() const {
+    return interceptor_id_to_rank_;
   }
   void SetInterceptorIdToRank(
-      const std::unordered_map<int64_t, int64_t>& intercepter_id_to_rank) {
-    intercepter_id_to_rank_ = intercepter_id_to_rank;
+      const std::unordered_map<int64_t, int64_t>& interceptor_id_to_rank) {
+    interceptor_id_to_rank_ = interceptor_id_to_rank;
   }
   void SetInterceptorIdToNode(
-      const std::unordered_map<int64_t, TaskNode*>& intercepter_id_to_node) {
-    intercepter_id_to_node_ = intercepter_id_to_node;
+      const std::unordered_map<int64_t, TaskNode*>& interceptor_id_to_node) {
+    interceptor_id_to_node_ = interceptor_id_to_node;
   }
   std::string DebugString() const;
 
  private:
   DISABLE_COPY_AND_ASSIGN(RuntimeGraph);
-  std::unordered_map<int64_t, TaskNode*> intercepter_id_to_node_;
-  std::unordered_map<int64_t, int64_t> intercepter_id_to_rank_;
+  std::unordered_map<int64_t, TaskNode*> interceptor_id_to_node_;
+  std::unordered_map<int64_t, int64_t> interceptor_id_to_rank_;
 };
 
 }  // namespace distributed
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 e56696d35f2a46c94343be4196ebe82568646fa9..2e0a12b4244cecd6374a4e08609737616c23b98c 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
@@ -62,11 +62,10 @@ TEST(ComputeInterceptor, Compute) {
   std::vector<framework::Scope*> scopes = {scope, scope};
   platform::Place place = platform::CPUPlace();
 
-  // TODO(liyurui): Remove singleton when move SendIntra into Carrier
-  Carrier& carrier = FleetExecutor::GetCarrier();
+  Carrier carrier(0, {{0, 0}, {1, 0}});
 
   auto msg_bus = std::make_shared<MessageBus>();
-  msg_bus->Init({{0, 0}, {1, 0}}, {{0, "127.0.0.0:0"}}, "");
+  msg_bus->Init(0, {{0, "127.0.0.0:0"}}, "");
   carrier.SetMsgBus(msg_bus);
 
   // FIXME: don't delete, otherwise interceptor will use undefined node
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 3bd2ddec4effcb3f30061c612bb5babe7c1c228c..47f4cf0c04849e9aac3fcb436d9a52d56a2ad946 100644
--- a/paddle/fluid/distributed/fleet_executor/test/compute_interceptor_test.cc
+++ b/paddle/fluid/distributed/fleet_executor/test/compute_interceptor_test.cc
@@ -47,11 +47,10 @@ class StartInterceptor : public Interceptor {
 };
 
 TEST(ComputeInterceptor, Compute) {
-  // TODO(liyurui): Remove singleton when move SendIntra into Carrier
-  Carrier& carrier = FleetExecutor::GetCarrier();
+  Carrier carrier(0, {{0, 0}, {1, 0}, {2, 0}});
 
   auto msg_bus = std::make_shared<MessageBus>();
-  msg_bus->Init({{0, 0}, {1, 0}, {2, 0}}, {{0, "127.0.0.0:0"}}, "");
+  msg_bus->Init(0, {{0, "127.0.0.0:0"}}, "");
   carrier.SetMsgBus(msg_bus);
 
   // NOTE: don't delete, otherwise interceptor will use undefined node
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 8d9e609a2403405ccfe68880bff7f6cfd493a537..639e16a94a1d0260ca043858d5f40f57367dd916 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 +18,6 @@ limitations under the License. */
 #include "gtest/gtest.h"
 
 #include "paddle/fluid/distributed/fleet_executor/carrier.h"
-#include "paddle/fluid/distributed/fleet_executor/fleet_executor.h"
 #include "paddle/fluid/distributed/fleet_executor/interceptor.h"
 #include "paddle/fluid/distributed/fleet_executor/message_bus.h"
 
@@ -60,11 +59,9 @@ class PingPongInterceptor : public Interceptor {
 REGISTER_INTERCEPTOR(PingPong, PingPongInterceptor);
 
 TEST(InterceptorTest, PingPong) {
-  // TODO(liyurui): Remove singleton when move SendIntra into Carrier
-  Carrier& carrier = FleetExecutor::GetCarrier();
-
+  Carrier carrier(0, {{0, 0}, {1, 0}});
   auto msg_bus = std::make_shared<MessageBus>();
-  msg_bus->Init({{0, 0}, {1, 0}}, {{0, "127.0.0.0:0"}}, "");
+  msg_bus->Init(0, {{0, "127.0.0.0:0"}}, "");
   carrier.SetMsgBus(msg_bus);
 
   Interceptor* a = carrier.SetInterceptor(
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 93574609960a11b5853cf0a4c3c022d12210eb0d..a577b30fa8c0b7f2cd8d8969f7907bba034ccd32 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
@@ -104,35 +104,42 @@ TEST(InterceptorTest, PingPong) {
   std::string ip1 = "127.0.0.1:" + std::to_string(port1);
   std::cout << "ip0: " << ip0 << std::endl;
   std::cout << "ip1: " << ip1 << std::endl;
-
-  int pid = fork();
-  if (pid == 0) {
-    auto msg_bus = std::make_shared<MessageBus>();
-    msg_bus->Init({{0, 0}, {1, 1}}, {{0, ip0}, {1, ip1}}, ip0);
-
-    // TODO(liyurui): Remove singleton when move SendIntra into Carrier
-    Carrier& carrier = FleetExecutor::GetCarrier();
-    carrier.SetMsgBus(msg_bus);
-
-    Interceptor* a = carrier.SetInterceptor(
-        0, InterceptorFactory::Create("PingPong", 0, nullptr));
-    carrier.SetCreatingFlag(false);
-
-    InterceptorMessage msg;
-    a->Send(1, msg);
-    carrier.Wait();
+  std::unordered_map<int64_t, int64_t> interceptor_id_to_rank = {{0, 0},
+                                                                 {1, 1}};
+
+  int exe_pid = fork();
+  if (exe_pid == 0) {
+    int pid = fork();
+    if (pid == 0) {
+      Carrier* carrier =
+          FleetExecutor::CreateCarrier(0, interceptor_id_to_rank);
+      carrier->SetCreatingFlag(false);
+      auto msg_bus = std::make_shared<MessageBus>();
+      msg_bus->Init(0, {{0, ip0}, {1, ip1}}, ip0);
+      carrier->SetMsgBus(msg_bus);
+      Interceptor* a = carrier->SetInterceptor(
+          0, InterceptorFactory::Create("PingPong", 0, nullptr));
+      InterceptorMessage msg;
+      a->Send(1, msg);
+      carrier->Wait();
+    } else {
+      Carrier* carrier =
+          FleetExecutor::CreateCarrier(1, interceptor_id_to_rank);
+      carrier->SetCreatingFlag(false);
+      auto msg_bus = std::make_shared<MessageBus>();
+      msg_bus->Init(1, {{0, ip0}, {1, ip1}}, ip1);
+      carrier->SetMsgBus(msg_bus);
+      carrier->SetInterceptor(
+          1, InterceptorFactory::Create("PingPong", 1, nullptr));
+      carrier->Wait();
+      int status;
+      int ret = waitpid(pid, &status, 0);
+      CHECK_EQ(ret, pid);
+    }
   } else {
-    auto msg_bus = std::make_shared<MessageBus>();
-    msg_bus->Init({{0, 0}, {1, 1}}, {{0, ip0}, {1, ip1}}, ip1);
-
-    // TODO(liyurui): Remove singleton when move SendIntra into Carrier
-    Carrier& carrier = FleetExecutor::GetCarrier();
-    carrier.SetMsgBus(msg_bus);
-
-    carrier.SetInterceptor(1,
-                           InterceptorFactory::Create("PingPong", 1, nullptr));
-    carrier.SetCreatingFlag(false);
-    carrier.Wait();
+    int status;
+    int ret = waitpid(exe_pid, &status, 0);
+    CHECK_EQ(ret, exe_pid);
   }
 }
 
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 cf66725a88f8003cc071f26a1e064730c34fe27a..b203617738571da1e6d03b8305c8408c10929180 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 +18,6 @@ limitations under the License. */
 #include "gtest/gtest.h"
 
 #include "paddle/fluid/distributed/fleet_executor/carrier.h"
-#include "paddle/fluid/distributed/fleet_executor/fleet_executor.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"
@@ -52,11 +51,9 @@ void LinkNodes(const std::vector<TaskNode*>& nodes) {
 }
 
 TEST(AmplifierInterceptor, Amplifier) {
-  // TODO(liyurui): Remove singleton when move SendIntra into Carrier
-  Carrier& carrier = FleetExecutor::GetCarrier();
+  Carrier carrier(0, {{0, 0}, {1, 0}, {2, 0}, {3, 0}, {4, 0}, {5, 0}});
   auto msg_bus = std::make_shared<MessageBus>();
-  msg_bus->Init({{0, 0}, {1, 0}, {2, 0}, {3, 0}, {4, 0}, {5, 0}},
-                {{0, "127.0.0.0:0"}}, "127.0.0.0:0");
+  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 e2ca934b5b02f58abeaf59d26384923356c46d44..68ee054e76fdacf9c35d44e3c69846379d312725 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 +18,6 @@ limitations under the License. */
 #include "gtest/gtest.h"
 
 #include "paddle/fluid/distributed/fleet_executor/carrier.h"
-#include "paddle/fluid/distributed/fleet_executor/fleet_executor.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"
@@ -70,10 +69,9 @@ void LinkNodes(const std::vector<TaskNode*>& nodes,
 }
 
 TEST(AmplifierInterceptor, Amplifier) {
-  // TODO(liyurui): Remove singleton when move SendIntra into Carrier
-  Carrier& carrier = FleetExecutor::GetCarrier();
+  Carrier carrier(0, {{0, 0}, {1, 0}, {2, 0}, {3, 0}});
   auto msg_bus = std::make_shared<MessageBus>();
-  msg_bus->Init({{0, 0}, {1, 0}, {2, 0}, {3, 0}}, {{0, ""}}, "");
+  msg_bus->Init(0, {{0, ""}}, "");
   carrier.SetMsgBus(msg_bus);
 
   int64_t micro_steps = 6;
diff --git a/paddle/fluid/framework/blocking_queue.h b/paddle/fluid/framework/blocking_queue.h
index 4f35da402f3ec2b0616c29085d01e8b7f3d0d472..5bc38c1398aa5ee02470a59b79e8f5c0c97b22e8 100644
--- a/paddle/fluid/framework/blocking_queue.h
+++ b/paddle/fluid/framework/blocking_queue.h
@@ -75,6 +75,12 @@ class BlockingQueue {
     return ret;
   }
 
+  void PopAll(std::deque<T> *empty_queue) {
+    std::unique_lock<std::mutex> lock(mutex_);
+    cv_.wait(lock, [this] { return !q_.empty(); });
+    std::swap(*empty_queue, q_);
+  }
+
   T Pop() {
     std::unique_lock<std::mutex> lock(mutex_);
     cv_.wait(lock, [=] { return !q_.empty(); });