diff --git a/paddle/fluid/framework/fleet/ps_gpu_wrapper.cc b/paddle/fluid/framework/fleet/ps_gpu_wrapper.cc
index 4fb98e526d5fc45aeb9f674dbb2a3447464e2819..0d0c9048d00f3b49d15a84a9e789260dda7d65b6 100644
--- a/paddle/fluid/framework/fleet/ps_gpu_wrapper.cc
+++ b/paddle/fluid/framework/fleet/ps_gpu_wrapper.cc
@@ -490,9 +490,8 @@ void PSGPUWrapper::LoadIntoMemory(bool is_shuffle) {
 
 void PSGPUWrapper::start_build_thread() {
   running_ = true;
-  VLOG(3) << "start build CPU&GPU ps thread.";
+  VLOG(3) << "start build CPU ps thread.";
   pre_build_threads_ = std::thread([this] { pre_build_thread(); });
-  build_threads_ = std::thread([this] { build_thread(); });
 }
 
 void PSGPUWrapper::pre_build_thread() {
@@ -515,30 +514,28 @@ void PSGPUWrapper::pre_build_thread() {
   VLOG(3) << "build cpu thread end";
 }
 
-void PSGPUWrapper::build_thread() {
-  // build: build_pull + build_gputask
-  while (running_) {
-    std::shared_ptr<HeterContext> gpu_task = nullptr;
-    if (!gpu_free_channel_->Get(gpu_task)) {
-      continue;
-    }
-    if (!buildcpu_ready_channel_->Get(gpu_task)) {
-      continue;
-    }
-    VLOG(3) << "thread BuildGPUTask start.";
-    platform::Timer timer;
-    timer.Start();
-    BuildPull(gpu_task);
-    timer.Pause();
-    timer.Start();
-    BuildGPUTask(gpu_task);
-    timer.Pause();
-    VLOG(1) << "thread BuildGPUTask end, cost time: " << timer.ElapsedSec()
-            << "s";
-
-    train_ready_channel_->Put(gpu_task);
+void PSGPUWrapper::build_task() {
+  // build_task: build_pull + build_gputask
+  std::shared_ptr<HeterContext> gpu_task = nullptr;
+  // train end, gpu free
+  if (!gpu_free_channel_->Get(gpu_task)) {
+    return;
+  }
+  // ins and pre_build end
+  if (!buildcpu_ready_channel_->Get(gpu_task)) {
+    return;
   }
-  VLOG(3) << "build gpu thread end";
+
+  VLOG(1) << "BuildPull start.";
+  platform::Timer timer;
+  timer.Start();
+  BuildPull(gpu_task);
+  BuildGPUTask(gpu_task);
+  timer.Pause();
+  VLOG(1) << "BuildPull + BuildGPUTask end, cost time: " << timer.ElapsedSec()
+          << "s";
+
+  current_task_ = gpu_task;
 }
 
 void PSGPUWrapper::BeginPass() {
@@ -548,11 +545,15 @@ void PSGPUWrapper::BeginPass() {
     PADDLE_THROW(
         platform::errors::Fatal("[BeginPass] current task is not ended."));
   }
-  // load+build done
-  if (!train_ready_channel_->Get(current_task_)) {
-    PADDLE_THROW(platform::errors::Fatal("train_ready_channel_ failed."));
-  }
+
+  build_task();
   timer.Pause();
+
+  if (current_task_ == nullptr) {
+    PADDLE_THROW(platform::errors::Fatal(
+        "[BeginPass] after build_task, current task is not null."));
+  }
+
   VLOG(1) << "BeginPass end, cost time: " << timer.ElapsedSec() << "s";
 }
 
diff --git a/paddle/fluid/framework/fleet/ps_gpu_wrapper.h b/paddle/fluid/framework/fleet/ps_gpu_wrapper.h
index c1f83d2fe9274d47fd1fdfb2f5a4a033d1ef7ca7..b726a629586e18a58acac4d9995c2fbd4e7a12e5 100644
--- a/paddle/fluid/framework/fleet/ps_gpu_wrapper.h
+++ b/paddle/fluid/framework/fleet/ps_gpu_wrapper.h
@@ -91,7 +91,7 @@ class PSGPUWrapper {
   void EndPass();
   void start_build_thread();
   void pre_build_thread();
-  void build_thread();
+  void build_task();
 
   void Finalize() {
     VLOG(3) << "PSGPUWrapper Begin Finalize.";
@@ -101,7 +101,6 @@ class PSGPUWrapper {
     data_ready_channel_->Close();
     buildcpu_ready_channel_->Close();
     gpu_free_channel_->Close();
-    train_ready_channel_->Close();
     running_ = false;
     VLOG(3) << "begin stop pre_build_threads_";
     pre_build_threads_.join();
@@ -169,8 +168,6 @@ class PSGPUWrapper {
       buildcpu_ready_channel_->SetCapacity(3);
       gpu_free_channel_->Open();
       gpu_free_channel_->SetCapacity(1);
-      train_ready_channel_->Open();
-      train_ready_channel_->SetCapacity(1);
 
       current_task_ = nullptr;
       gpu_free_channel_->Put(current_task_);
@@ -306,10 +303,6 @@ class PSGPUWrapper {
       paddle::framework::ChannelObject<std::shared_ptr<HeterContext>>>
       gpu_free_channel_ =
           paddle::framework::MakeChannel<std::shared_ptr<HeterContext>>();
-  std::shared_ptr<
-      paddle::framework::ChannelObject<std::shared_ptr<HeterContext>>>
-      train_ready_channel_ =
-          paddle::framework::MakeChannel<std::shared_ptr<HeterContext>>();
   std::shared_ptr<HeterContext> current_task_ = nullptr;
   std::thread pre_build_threads_;
   std::thread build_threads_;