diff --git a/mindspore/ccsrc/distributed/cluster/topology/compute_graph_node.cc b/mindspore/ccsrc/distributed/cluster/topology/compute_graph_node.cc
index 9e23075ff5..1c639b9415 100644
--- a/mindspore/ccsrc/distributed/cluster/topology/compute_graph_node.cc
+++ b/mindspore/ccsrc/distributed/cluster/topology/compute_graph_node.cc
@@ -62,7 +62,7 @@ bool ComputeGraphNode::Register() {
   auto message = CreateMessage(server_url, content);
   MS_EXCEPTION_IF_NULL(message);
 
-  tcp_client_->Send(std::move(message));
+  tcp_client_->SendSync(std::move(message));
   return true;
 }
 
@@ -77,7 +77,7 @@ bool ComputeGraphNode::Heartbeat() {
   auto message = CreateMessage(server_url, content);
   MS_EXCEPTION_IF_NULL(message);
 
-  tcp_client_->Send(std::move(message));
+  tcp_client_->SendSync(std::move(message));
   return true;
 }
 }  // namespace topology
diff --git a/mindspore/ccsrc/distributed/rpc/tcp/connection.cc b/mindspore/ccsrc/distributed/rpc/tcp/connection.cc
index f46f4e4d80..0f1db6545c 100644
--- a/mindspore/ccsrc/distributed/rpc/tcp/connection.cc
+++ b/mindspore/ccsrc/distributed/rpc/tcp/connection.cc
@@ -326,12 +326,9 @@ void Connection::FillSendMessage(MessageBase *msg, const std::string &advertiseU
   if (msg->type == MessageBase::Type::KMSG) {
     if (!isHttpKmsg) {
       send_to = msg->to;
-      send_from = msg->from.Name() + "@" + advertiseUrl;
+      send_from = msg->from;
 
-      send_msg_header.name_len = htonl(static_cast<uint32_t>(msg->name.size()));
-      send_msg_header.to_len = htonl(static_cast<uint32_t>(send_to.size()));
-      send_msg_header.from_len = htonl(static_cast<uint32_t>(send_from.size()));
-      send_msg_header.body_len = htonl(static_cast<uint32_t>(msg->body.size()));
+      FillMessageHeader(*msg, &send_msg_header);
 
       send_io_vec[index].iov_base = &send_msg_header;
       send_io_vec[index].iov_len = sizeof(send_msg_header);
@@ -431,7 +428,6 @@ int Connection::AddConnnectEventHandler() {
 }
 
 bool Connection::ParseMessage() {
-  std::string magic_id = "";
   int retval = 0;
   uint32_t recvLen = 0;
   char *recvBuf = nullptr;
@@ -454,7 +450,7 @@ bool Connection::ParseMessage() {
 
       if (strncmp(recv_msg_header.magic, RPC_MAGICID, sizeof(RPC_MAGICID) - 1) != 0) {
         MS_LOG(ERROR) << "Failed to check magicid, RPC_MAGICID: " << RPC_MAGICID
-                      << ", recv magic_id: " << magic_id.c_str();
+                      << ", recv magic_id: " << recv_msg_header.magic;
         state = ConnectionState::kDisconnecting;
         return false;
       }
diff --git a/mindspore/ccsrc/distributed/rpc/tcp/connection.h b/mindspore/ccsrc/distributed/rpc/tcp/connection.h
index 7693f6d37c..07d88f5c83 100644
--- a/mindspore/ccsrc/distributed/rpc/tcp/connection.h
+++ b/mindspore/ccsrc/distributed/rpc/tcp/connection.h
@@ -30,27 +30,6 @@
 namespace mindspore {
 namespace distributed {
 namespace rpc {
-/*
- * The MessageHeader contains the stats info about the message body.
- */
-struct MessageHeader {
-  MessageHeader() {
-    for (unsigned int i = 0; i < BUSMAGIC_LEN; ++i) {
-      if (i < sizeof(RPC_MAGICID) - 1) {
-        magic[i] = RPC_MAGICID[i];
-      } else {
-        magic[i] = '\0';
-      }
-    }
-  }
-
-  char magic[BUSMAGIC_LEN];
-  uint32_t name_len{0};
-  uint32_t to_len{0};
-  uint32_t from_len{0};
-  uint32_t body_len{0};
-};
-
 /*
  * The SendMetrics is responsible for collecting metrics when sending data through a connection.
  */
diff --git a/mindspore/ccsrc/distributed/rpc/tcp/constants.h b/mindspore/ccsrc/distributed/rpc/tcp/constants.h
index 92f7b5ac92..d8474724c0 100644
--- a/mindspore/ccsrc/distributed/rpc/tcp/constants.h
+++ b/mindspore/ccsrc/distributed/rpc/tcp/constants.h
@@ -17,6 +17,7 @@
 #ifndef MINDSPORE_CCSRC_DISTRIBUTED_RPC_TCP_CONSTANTS_H_
 #define MINDSPORE_CCSRC_DISTRIBUTED_RPC_TCP_CONSTANTS_H_
 
+#include <arpa/inet.h>
 #include <string>
 #include <csignal>
 #include <queue>
@@ -85,6 +86,45 @@ constexpr int IP_LEN_MAX = 128;
 // Kill the process for safe exiting.
 inline void KillProcess(const std::string &ret) { raise(SIGKILL); }
 
+/*
+ * The MessageHeader contains the stats info about the message body.
+ */
+struct MessageHeader {
+  MessageHeader() {
+    for (unsigned int i = 0; i < BUSMAGIC_LEN; ++i) {
+      if (i < sizeof(RPC_MAGICID) - 1) {
+        magic[i] = RPC_MAGICID[i];
+      } else {
+        magic[i] = '\0';
+      }
+    }
+  }
+
+  char magic[BUSMAGIC_LEN];
+  uint32_t name_len{0};
+  uint32_t to_len{0};
+  uint32_t from_len{0};
+  uint32_t body_len{0};
+};
+
+// Fill the message header using the given message.
+__attribute__((unused)) static void FillMessageHeader(const MessageBase &message, MessageHeader *header) {
+  std::string send_to = message.to;
+  std::string send_from = message.from;
+  header->name_len = htonl(static_cast<uint32_t>(message.name.size()));
+  header->to_len = htonl(static_cast<uint32_t>(send_to.size()));
+  header->from_len = htonl(static_cast<uint32_t>(send_from.size()));
+  header->body_len = htonl(static_cast<uint32_t>(message.body.size()));
+}
+
+// Compute and return the byte size of the whole message.
+__attribute__((unused)) static size_t GetMessageSize(const MessageBase &message) {
+  std::string send_to = message.to;
+  std::string send_from = message.from;
+  size_t size = message.name.size() + send_to.size() + send_from.size() + message.body.size() + sizeof(MessageHeader);
+  return size;
+}
+
 #define RPC_ASSERT(expression)                                                                       \
   do {                                                                                               \
     if (!(expression)) {                                                                             \
diff --git a/mindspore/ccsrc/distributed/rpc/tcp/event_loop.cc b/mindspore/ccsrc/distributed/rpc/tcp/event_loop.cc
index edfec09cab..017eafbb06 100644
--- a/mindspore/ccsrc/distributed/rpc/tcp/event_loop.cc
+++ b/mindspore/ccsrc/distributed/rpc/tcp/event_loop.cc
@@ -129,7 +129,7 @@ void EventLoop::ReleaseResource() {
   }
 }
 
-int EventLoop::AddTask(std::function<void()> &&task) {
+int EventLoop::AddTask(std::function<int()> &&task) {
   // put func to the queue
   task_queue_mutex_.lock();
   (void)task_queue_.emplace(std::move(task));
diff --git a/mindspore/ccsrc/distributed/rpc/tcp/event_loop.h b/mindspore/ccsrc/distributed/rpc/tcp/event_loop.h
index 7e91c6b367..08be9e320d 100644
--- a/mindspore/ccsrc/distributed/rpc/tcp/event_loop.h
+++ b/mindspore/ccsrc/distributed/rpc/tcp/event_loop.h
@@ -68,7 +68,7 @@ class EventLoop {
 
   // Add task (eg. send message, reconnect etc.) to task queue of the event loop.
   // These tasks are executed asynchronously.
-  int AddTask(std::function<void()> &&task);
+  int AddTask(std::function<int()> &&task);
 
   // Set event handler for events(read/write/..) occurred on the socket fd.
   int SetEventHandler(int sock_fd, uint32_t events, EventHandler handler, void *data);
diff --git a/mindspore/ccsrc/distributed/rpc/tcp/tcp_client.cc b/mindspore/ccsrc/distributed/rpc/tcp/tcp_client.cc
index 70c17475a6..f3a1065e61 100644
--- a/mindspore/ccsrc/distributed/rpc/tcp/tcp_client.cc
+++ b/mindspore/ccsrc/distributed/rpc/tcp/tcp_client.cc
@@ -69,11 +69,13 @@ bool TCPClient::Disconnect(const std::string &dst_url, size_t timeout_in_sec) {
   return rt;
 }
 
-int TCPClient::Send(std::unique_ptr<MessageBase> &&msg) {
+int TCPClient::SendSync(std::unique_ptr<MessageBase> &&msg) {
   int rt = -1;
-  rt = tcp_comm_->Send(msg.release());
+  rt = tcp_comm_->Send(msg.release(), true);
   return rt;
 }
+
+void TCPClient::SendAsync(std::unique_ptr<MessageBase> &&msg) { (void)tcp_comm_->Send(msg.release(), false); }
 }  // namespace rpc
 }  // namespace distributed
 }  // namespace mindspore
diff --git a/mindspore/ccsrc/distributed/rpc/tcp/tcp_client.h b/mindspore/ccsrc/distributed/rpc/tcp/tcp_client.h
index fd953c1240..4779d7ef20 100644
--- a/mindspore/ccsrc/distributed/rpc/tcp/tcp_client.h
+++ b/mindspore/ccsrc/distributed/rpc/tcp/tcp_client.h
@@ -41,8 +41,11 @@ class TCPClient {
   // Disconnect from the specified server.
   bool Disconnect(const std::string &dst_url, size_t timeout_in_sec = 5);
 
-  // Send the message from the source to the destination.
-  int Send(std::unique_ptr<MessageBase> &&msg);
+  // Send the message from the source to the destination synchronously and return the byte size by this method call.
+  int SendSync(std::unique_ptr<MessageBase> &&msg);
+
+  // Send the message from the source to the destination asynchronously.
+  void SendAsync(std::unique_ptr<MessageBase> &&msg);
 
  private:
   // The basic TCP communication component used by the client.
diff --git a/mindspore/ccsrc/distributed/rpc/tcp/tcp_comm.cc b/mindspore/ccsrc/distributed/rpc/tcp/tcp_comm.cc
index fb7593f136..45cdf9c8eb 100644
--- a/mindspore/ccsrc/distributed/rpc/tcp/tcp_comm.cc
+++ b/mindspore/ccsrc/distributed/rpc/tcp/tcp_comm.cc
@@ -130,7 +130,8 @@ void OnAccept(int server, uint32_t events, void *arg) {
   }
 }
 
-void DoSend(Connection *conn) {
+int DoSend(Connection *conn) {
+  int total_send_bytes = 0;
   while (!conn->send_message_queue.empty() || conn->total_send_len != 0) {
     if (conn->total_send_len == 0) {
       conn->FillSendMessage(conn->send_message_queue.front(), conn->source, false);
@@ -139,6 +140,7 @@ void DoSend(Connection *conn) {
 
     int sendLen = conn->socket_operation->SendMessage(conn, &conn->send_kernel_msg, &conn->total_send_len);
     if (sendLen > 0) {
+      total_send_bytes += sendLen;
       if (conn->total_send_len == 0) {
         // update metrics
         conn->send_metrics->UpdateError(false);
@@ -158,6 +160,7 @@ void DoSend(Connection *conn) {
       break;
     }
   }
+  return total_send_bytes;
 }
 
 TCPComm::~TCPComm() {
@@ -354,8 +357,8 @@ void TCPComm::DropMessage(MessageBase *msg) {
   ptr = nullptr;
 }
 
-int TCPComm::Send(MessageBase *msg) {
-  return send_event_loop_->AddTask([msg, this] {
+int TCPComm::Send(MessageBase *msg, bool sync) {
+  auto task = [msg, this] {
     std::lock_guard<std::mutex> lock(*conn_mutex_);
     // Search connection by the target address
     Connection *conn = conn_pool_->FindConnection(msg->to.Url());
@@ -363,7 +366,8 @@ int TCPComm::Send(MessageBase *msg) {
       MS_LOG(ERROR) << "Can not found remote link and send fail name: " << msg->name.c_str()
                     << ", from: " << msg->from.Url().c_str() << ", to: " << msg->to.Url().c_str();
       DropMessage(msg);
-      return;
+      int error_no = -1;
+      return error_no;
     }
 
     if (conn->send_message_queue.size() >= SENDMSG_QUEUELEN) {
@@ -371,7 +375,8 @@ int TCPComm::Send(MessageBase *msg) {
                       << ") and the name of dropped message is: " << msg->name.c_str() << ", fd: " << conn->socket_fd
                       << ", to: " << conn->destination.c_str();
       DropMessage(msg);
-      return;
+      int error_no = -1;
+      return error_no;
     }
 
     if (conn->state != ConnectionState::kConnected) {
@@ -379,7 +384,8 @@ int TCPComm::Send(MessageBase *msg) {
                       << " and the name of dropped message is: " << msg->name.c_str() << ", fd: " << conn->socket_fd
                       << ", to: " << conn->destination.c_str();
       DropMessage(msg);
-      return;
+      int error_no = -1;
+      return error_no;
     }
 
     if (conn->total_send_len == 0) {
@@ -387,8 +393,13 @@ int TCPComm::Send(MessageBase *msg) {
     } else {
       (void)conn->send_message_queue.emplace(msg);
     }
-    DoSend(conn);
-  });
+    return DoSend(conn);
+  };
+  if (sync) {
+    return task();
+  } else {
+    return send_event_loop_->AddTask(task);
+  }
 }
 
 void TCPComm::Connect(const std::string &dst_url) {
@@ -403,7 +414,7 @@ void TCPComm::Connect(const std::string &dst_url) {
       conn = new (std::nothrow) Connection();
       if (conn == nullptr) {
         MS_LOG(ERROR) << "Failed to create new connection and link fail destination: " << dst_url;
-        return;
+        return false;
       }
       conn->source = url_;
       conn->destination = dst_url;
@@ -418,12 +429,12 @@ void TCPComm::Connect(const std::string &dst_url) {
       SocketAddress addr;
       if (!SocketOperation::GetSockAddr(dst_url, &addr)) {
         MS_LOG(ERROR) << "Failed to get socket address to dest url " << dst_url;
-        return;
+        return false;
       }
       int sock_fd = SocketOperation::CreateSocket(addr.sa.sa_family);
       if (sock_fd < 0) {
         MS_LOG(ERROR) << "Failed to create client tcp socket to dest url " << dst_url;
-        return;
+        return false;
       }
 
       conn->socket_fd = sock_fd;
@@ -439,12 +450,13 @@ void TCPComm::Connect(const std::string &dst_url) {
           conn->socket_operation = nullptr;
         }
         delete conn;
-        return;
+        return false;
       }
       conn_pool_->AddConnection(conn);
     }
     conn_pool_->AddConnInfo(conn->socket_fd, dst_url, nullptr);
     MS_LOG(INFO) << "Connected to destination: " << dst_url;
+    return true;
   });
 }
 
@@ -460,6 +472,7 @@ void TCPComm::Disconnect(const std::string &dst_url) {
   (void)recv_event_loop_->AddTask([dst_url, this] {
     std::lock_guard<std::mutex> lock(*conn_mutex_);
     conn_pool_->DeleteConnection(dst_url);
+    return true;
   });
 }
 
diff --git a/mindspore/ccsrc/distributed/rpc/tcp/tcp_comm.h b/mindspore/ccsrc/distributed/rpc/tcp/tcp_comm.h
index c59f38b91b..e91873c176 100644
--- a/mindspore/ccsrc/distributed/rpc/tcp/tcp_comm.h
+++ b/mindspore/ccsrc/distributed/rpc/tcp/tcp_comm.h
@@ -34,7 +34,7 @@ namespace rpc {
 void OnAccept(int server, uint32_t events, void *arg);
 
 // Send messages buffered in the connection.
-void DoSend(Connection *conn);
+int DoSend(Connection *conn);
 
 void DoDisconnect(int fd, Connection *conn, uint32_t error, int soError);
 
@@ -65,7 +65,8 @@ class TCPComm {
   void Disconnect(const std::string &dst_url);
 
   // Send the message from the source to the destination.
-  int Send(MessageBase *msg);
+  // The flag sync means if the message is sent directly or added to the task queue.
+  int Send(MessageBase *msg, bool sync = false);
 
   // Set the message processing handler.
   void SetMessageHandler(MessageHandler handler);
@@ -115,7 +116,7 @@ class TCPComm {
   std::shared_ptr<std::mutex> conn_mutex_;
 
   friend void OnAccept(int server, uint32_t events, void *arg);
-  friend void DoSend(Connection *conn);
+  friend int DoSend(Connection *conn);
   friend int DoConnect(const std::string &to, Connection *conn, ConnectionCallBack event_callback,
                        ConnectionCallBack write_callback, ConnectionCallBack read_callback);
 };
diff --git a/mindspore/ccsrc/runtime/graph_scheduler/actor/rpc/send_actor.cc b/mindspore/ccsrc/runtime/graph_scheduler/actor/rpc/send_actor.cc
index c5e2f385cd..30e92f5e65 100644
--- a/mindspore/ccsrc/runtime/graph_scheduler/actor/rpc/send_actor.cc
+++ b/mindspore/ccsrc/runtime/graph_scheduler/actor/rpc/send_actor.cc
@@ -69,7 +69,7 @@ void SendActor::SendOutput(OpContext<DeviceTensor> *const context) {
     std::string peer_server_url = peer.second;
     auto message = BuildRpcMessage(send_output, peer_server_url);
     MS_ERROR_IF_NULL_WO_RET_VAL(message);
-    client_->Send(std::move(message));
+    client_->SendAsync(std::move(message));
   }
 }
 
diff --git a/tests/ut/cpp/distributed/rpc/tcp/tcp_test.cc b/tests/ut/cpp/distributed/rpc/tcp/tcp_test.cc
index c56a5b3256..ce843216fb 100644
--- a/tests/ut/cpp/distributed/rpc/tcp/tcp_test.cc
+++ b/tests/ut/cpp/distributed/rpc/tcp/tcp_test.cc
@@ -26,6 +26,7 @@
 #define private public
 #include "distributed/rpc/tcp/tcp_server.h"
 #include "distributed/rpc/tcp/tcp_client.h"
+#include "distributed/rpc/tcp/constants.h"
 #include "common/common_test.h"
 
 namespace mindspore {
@@ -165,7 +166,7 @@ TEST_F(TCPTest, SendOneMessage) {
 
   // Send the message.
   client->Connect(server_url);
-  client->Send(std::move(message));
+  client->SendAsync(std::move(message));
 
   // Wait timeout: 5s
   WaitForDataMsg(1, 5);
@@ -182,7 +183,7 @@ TEST_F(TCPTest, SendOneMessage) {
 /// Feature: test sending two message continuously.
 /// Description: start a socket server and send two normal message to it.
 /// Expectation: the server received the two messages sented from client.
-TEST_F(TCPTest, sendTwoMessages) {
+TEST_F(TCPTest, SendTwoMessages) {
   Init();
 
   // Start the tcp server.
@@ -205,8 +206,8 @@ TEST_F(TCPTest, sendTwoMessages) {
 
   // Send messages.
   client->Connect(server_url);
-  client->Send(std::move(message1));
-  client->Send(std::move(message2));
+  client->SendAsync(std::move(message1));
+  client->SendAsync(std::move(message2));
 
   // Wait timeout: 5s
   WaitForDataMsg(2, 5);
@@ -230,6 +231,45 @@ TEST_F(TCPTest, StartServerWithRandomPort) {
   EXPECT_LT(0, port);
   server->Finalize();
 }
+
+/// Feature: test send the message synchronously.
+/// Description: start a socket server and send the message synchronously.
+/// Expectation: the number of bytes sent could be got synchronously.
+TEST_F(TCPTest, SendSyncMessage) {
+  Init();
+
+  // Start the tcp server.
+  auto server_url = "127.0.0.1:8081";
+  std::unique_ptr<TCPServer> server = std::make_unique<TCPServer>();
+  bool ret = server->Initialize(server_url);
+  ASSERT_TRUE(ret);
+
+  server->SetMessageHandler([](const std::shared_ptr<MessageBase> &message) -> void { IncrDataMsgNum(1); });
+
+  // Start the tcp client.
+  auto client_url = "127.0.0.1:1234";
+  std::unique_ptr<TCPClient> client = std::make_unique<TCPClient>();
+  ret = client->Initialize();
+  ASSERT_TRUE(ret);
+
+  // Create the message.
+  auto message = CreateMessage(server_url, client_url);
+  auto msg_size = GetMessageSize(*message);
+
+  // Send the message.
+  client->Connect(server_url);
+  auto bytes_num = client->SendSync(std::move(message));
+
+  EXPECT_EQ(msg_size, bytes_num);
+
+  WaitForDataMsg(1, 5);
+  EXPECT_EQ(1, GetDataMsgNum());
+
+  // Destroy
+  client->Disconnect(server_url);
+  client->Finalize();
+  server->Finalize();
+}
 }  // namespace rpc
 }  // namespace distributed
 }  // namespace mindspore