diff --git a/paddle/fluid/framework/details/parallel_ssa_graph_executor.cc b/paddle/fluid/framework/details/parallel_ssa_graph_executor.cc
index dfb40721d88717ef49a2a66297edf95c4c2c7422..f1a07edf08843ccee42b759a2dc39517289ca853 100644
--- a/paddle/fluid/framework/details/parallel_ssa_graph_executor.cc
+++ b/paddle/fluid/framework/details/parallel_ssa_graph_executor.cc
@@ -34,32 +34,63 @@ ParallelSSAGraphExecutor::ParallelSSAGraphExecutor(
     executors_.emplace_back(new details::ThreadedSSAGraphExecutor(
         strategy_, {local_scopes_[i]}, {places_[i]}, std::move(graphs_[i])));
   }
-  VLOG(1) << "pool size: " << places_.size();
 }
 
 FeedFetchList ParallelSSAGraphExecutor::Run(
     const std::vector<std::string> &fetch_tensors) {
-  std::vector<std::future<void>> run_futures;
-  FeedFetchList fetch_data;
+  std::vector<std::future<FeedFetchList>> run_futures;
+
+  std::vector<FeedFetchList> fetch_datas;
+  FeedFetchList ret;
+
+  fetch_datas.reserve(places_.size());
+  ret.reserve(fetch_tensors.size());
+  exception_holder_.Clear();
 
   for (size_t i = 0; i < places_.size(); ++i) {
-    auto call = [this, i] {
-      // FIXME(Yancey1989): need to fix fetch data failed.
-      std::vector<std::string> empty;
-      executors_[i]->Run(empty);
+    auto call = [this, i, &fetch_tensors]() -> FeedFetchList {
+      return executors_[i]->Run(fetch_tensors);
     };
+
     if (pool_) {
       run_futures.emplace_back(pool_->enqueue(std::move(call)));
     } else {
-      call();
+      try {
+        fetch_datas.emplace_back(std::move(call()));
+      } catch (...) {
+        exception_holder_.Catch(std::current_exception());
+        break;
+      }
     }
   }
+
   if (pool_) {
     for (auto &f : run_futures) {
-      f.wait();
+      if (exception_holder_.IsCaught()) {
+        f.wait();
+      } else {
+        try {
+          fetch_datas.emplace_back(std::move(f.get()));
+        } catch (...) {
+          exception_holder_.Catch(std::current_exception());
+        }
+      }
+    }
+  }
+  if (exception_holder_.IsCaught()) {
+    exception_holder_.ReThrow();
+  }
+
+  for (size_t fetch_idx = 0; fetch_idx < fetch_tensors.size(); ++fetch_idx) {
+    std::vector<const LoDTensor *> lodtensor_ptrs;
+    lodtensor_ptrs.reserve(local_scopes_.size());
+    for (size_t scope_idx = 0; scope_idx < local_scopes_.size(); ++scope_idx) {
+      lodtensor_ptrs.push_back(&fetch_datas.at(scope_idx).at(fetch_idx));
     }
+    ret.emplace_back();
+    ret.back().MergeLoDTensor(lodtensor_ptrs, platform::CPUPlace());
   }
-  return fetch_data;
+  return ret;
 }
 
 }  // namespace details
diff --git a/paddle/fluid/framework/details/parallel_ssa_graph_executor.h b/paddle/fluid/framework/details/parallel_ssa_graph_executor.h
index 37784775f039e96a52c6382e2826aaf982aef3c4..bd777e41f8588ecce83f84838a8a95431eb81240 100644
--- a/paddle/fluid/framework/details/parallel_ssa_graph_executor.h
+++ b/paddle/fluid/framework/details/parallel_ssa_graph_executor.h
@@ -44,6 +44,7 @@ class ParallelSSAGraphExecutor : public SSAGraphExecutor {
   std::vector<std::unique_ptr<ir::Graph>> graphs_;
 
   std::vector<std::unique_ptr<details::ThreadedSSAGraphExecutor>> executors_;
+  ExceptionHolder exception_holder_;
 };
 
 }  // namespace details
diff --git a/paddle/fluid/framework/parallel_executor.cc b/paddle/fluid/framework/parallel_executor.cc
index 2a9ca3e815bd65332453655366bfe94479007097..82a7bd218590d6009b2f6e5f6bee3085d2aefce5 100644
--- a/paddle/fluid/framework/parallel_executor.cc
+++ b/paddle/fluid/framework/parallel_executor.cc
@@ -202,21 +202,6 @@ ParallelExecutor::ParallelExecutor(
       }
     }
   }
-  /**
-  std::vector<std::vector<details::VariableInfo>> var_infos_list;
-  for (size_t i = 0; i < graphs.size(); ++i) {
-    std::vector<details::VariableInfo> var_infos;
-    for (auto &node : graphs[i]->Nodes()) {
-      if (node->IsVar() && !node->IsCtrlVar() && node->Var()) {
-        var_infos.emplace_back();
-        var_infos.back().name_ = node->Var()->Name();
-        var_infos.back().type_ = node->Var()->GetType();
-        var_infos.back().persistable_ = node->Var()->Persistable();
-      }
-    }
-    var_infos_list.push_back(std::move(var_infos));
-  }
-  **/
 
   // If the loss_var_name is given, the number of graph should be only one.
   if (loss_var_name.size()) {
diff --git a/paddle/fluid/framework/threadpool.h b/paddle/fluid/framework/threadpool.h
index 5177b7ee029d5e01956de2ff2a8d725392e63e12..8fd834be9acc80a5ff3989c158d1ae3d81873196 100644
--- a/paddle/fluid/framework/threadpool.h
+++ b/paddle/fluid/framework/threadpool.h
@@ -14,7 +14,6 @@ limitations under the License. */
 
 #pragma once
 
-#include <pthread.h>
 #include <condition_variable>  // NOLINT
 #include <functional>
 #include <future>  // NOLINT