diff --git a/paddle/fluid/distributed/fleet_executor/CMakeLists.txt b/paddle/fluid/distributed/fleet_executor/CMakeLists.txt
index 162cbd8a7b5204761e521485b26470a708bc71ba..641110802f1fd3b5e8ec90056541ee671d9ba94d 100644
--- a/paddle/fluid/distributed/fleet_executor/CMakeLists.txt
+++ b/paddle/fluid/distributed/fleet_executor/CMakeLists.txt
@@ -10,9 +10,10 @@ else()
   set(BRPC_DEPS "")
 endif()
 
-cc_library(fleet_executor SRCS fleet_executor.cc carrier.cc task_node.cc runtime_graph.cc 
+cc_library(fleet_executor SRCS fleet_executor.cc carrier.cc task_node.cc runtime_graph.cc
         interceptor.cc compute_interceptor.cc interceptor_message_service.cc message_bus.cc
-        DEPS proto_desc fleet_executor_desc_proto interceptor_message_proto ${BRPC_DEPS})
+        DEPS proto_desc fleet_executor_desc_proto interceptor_message_proto collective_helper
+        ${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/message_bus.cc b/paddle/fluid/distributed/fleet_executor/message_bus.cc
index 309982bc04bebd5df9b75ce43d7605440abe6fec..23e1b2a31d88b14e391ee15f9121c671304295c9 100644
--- a/paddle/fluid/distributed/fleet_executor/message_bus.cc
+++ b/paddle/fluid/distributed/fleet_executor/message_bus.cc
@@ -12,11 +12,14 @@
 // See the License for the specific language governing permissions and
 // limitations under the License.
 
+#include <chrono>
 #include <memory>
+#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"
 
 namespace paddle {
 namespace distributed {
@@ -32,6 +35,21 @@ void MessageBus::Init(
   rank_to_addr_ = rank_to_addr;
   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,
+  // need release the handler holding the ip address.
+  if (addr_ != "") {
+    VLOG(3) << "Message bus is releasing the fd held by gen_comm_id.";
+    paddle::platform::SocketServer& socket_server =
+        paddle::platform::SocketServer::GetInstance(addr_);
+    int server_fd = socket_server.socket();
+    if (server_fd != -1) {
+      socket_server.Release();
+    }
+  }
+#endif
+
   ListenPort();
 
   std::call_once(once_flag_, []() {
@@ -87,7 +105,7 @@ bool MessageBus::Send(const InterceptorMessage& interceptor_message) {
 
 void MessageBus::ListenPort() {
   if (addr_ == "") {
-    VLOG(3) << "No need listen to port since training on single card.";
+    LOG(INFO) << "No need listen to port since training on single card.";
     return;
   }
 #if defined(PADDLE_WITH_DISTRIBUTE) && defined(PADDLE_WITH_PSCORE) && \
@@ -103,14 +121,22 @@ void MessageBus::ListenPort() {
   const char* ip_for_brpc = addr_.c_str();
   brpc::ServerOptions options;
   options.idle_timeout_sec = -1;
-  PADDLE_ENFORCE_EQ(
-      server_.Start(ip_for_brpc, &options), 0,
-      platform::errors::Unavailable("Message bus: start brpc service error."));
-  VLOG(3) << "Message bus's listen port thread starts successful.";
+  int retry_times = 0;
+  int interval = 1000;
+  while (server_.Start(ip_for_brpc, &options) != 0) {
+    ++retry_times;
+    LOG(INFO) << "Message bus is retring for starting brpc for " << retry_times
+              << " times. And will retry after " << interval / 1000
+              << " seconds.";
+    std::this_thread::sleep_for(std::chrono::milliseconds(interval));
+    interval += 2000;
+  }
+  LOG(INFO) << "Message bus's listen port thread starts successful.";
 #else
-  VLOG(3) << "Fleet executor's ListenPort() is a fake function when Paddle is "
-             "compiled with npu or Paddle isn't compiled "
-             "with distributed for now.";
+  LOG(WARNING)
+      << "Fleet executor's ListenPort() is a fake function when Paddle is "
+         "compiled with npu or Paddle isn't compiled "
+         "with distributed for now.";
 #endif
 }
 
diff --git a/paddle/fluid/platform/gen_comm_id_helper.cc b/paddle/fluid/platform/gen_comm_id_helper.cc
index e9fe2a38c6c43cea391516187b6bcbaccd471c38..1b77eb42837d4193cf8f7decbfd41634f16ac882 100644
--- a/paddle/fluid/platform/gen_comm_id_helper.cc
+++ b/paddle/fluid/platform/gen_comm_id_helper.cc
@@ -153,6 +153,16 @@ int CreateListenSocket(const std::string& ep) {
   // not enter the TIME-WAIT state. But this is obviously not as convenient
   // as the reuse method.
   int opt = 1;
+
+  // NOTE. The linger is used for skipping TIME-WAIT status forcefully.
+  linger ling;
+  ling.l_onoff = 1;
+  ling.l_linger = 0;
+
+  CHECK_SYS_CALL(
+      setsockopt(server_fd, SOL_SOCKET, SO_LINGER, &ling, sizeof(ling)),
+      "setsockopt set linger");
+
 #if defined(SO_REUSEPORT)
   // since Linux kernel 3.9
   CHECK_SYS_CALL(setsockopt(server_fd, SOL_SOCKET, SO_REUSEADDR | SO_REUSEPORT,
diff --git a/paddle/fluid/platform/gen_comm_id_helper.h b/paddle/fluid/platform/gen_comm_id_helper.h
index 6198519eb06df8dfac1540f5bca8387a03afc71f..9bbbb1f424a74fe080b5dfcb7bfc0df9c7272356 100644
--- a/paddle/fluid/platform/gen_comm_id_helper.h
+++ b/paddle/fluid/platform/gen_comm_id_helper.h
@@ -22,6 +22,8 @@ limitations under the License. */
 #include <string>
 #include <vector>
 
+#include "glog/logging.h"
+
 namespace paddle {
 namespace platform {
 
@@ -46,10 +48,20 @@ class SocketServer {
  public:
   SocketServer() = default;
 
-  ~SocketServer() { CloseSocket(server_fd_); }
+  ~SocketServer() {
+    if (server_fd_ != -1) {
+      CloseSocket(server_fd_);
+    }
+  }
 
   int socket() const { return server_fd_; }
 
+  void Release() {
+    VLOG(3) << "Server will be closed by external call.";
+    CloseSocket(server_fd_);
+    server_fd_ = -1;
+  }
+
   static SocketServer& GetInstance(const std::string& end_point);
 
  private: