diff --git a/paddle/fluid/framework/details/scope_buffered_ssa_graph_executor.cc b/paddle/fluid/framework/details/scope_buffered_ssa_graph_executor.cc
index eb4e7ec52f907f9403e21ec2734d61824f51a58b..1d80bab90f513139f807b57258177c6b2ac53ac0 100644
--- a/paddle/fluid/framework/details/scope_buffered_ssa_graph_executor.cc
+++ b/paddle/fluid/framework/details/scope_buffered_ssa_graph_executor.cc
@@ -13,6 +13,7 @@
 // limitations under the License.
 
 #include "paddle/fluid/framework/details/scope_buffered_ssa_graph_executor.h"
+#include <stdexcept>
 #include <string>
 #include <vector>
 #include "paddle/fluid/framework/executor.h"
@@ -53,8 +54,14 @@ FeedFetchList ScopeBufferedSSAGraphExecutor::Run(
       }
     }
   }
+  std::vector<framework::LoDTensor> fetch_data;
+  std::exception_ptr eptr;
+  try {
+    fetch_data = underlying_executor_->Run(fetch_tensors);
+  } catch (...) {
+    eptr = std::current_exception();
+  }
 
-  auto fetch_data = underlying_executor_->Run(fetch_tensors);
   drop_scope_counter_ += 1;
   if (!fetch_tensors.empty() ||
       drop_scope_counter_ == strategy_.num_iteration_per_drop_scope_) {
@@ -69,7 +76,11 @@ FeedFetchList ScopeBufferedSSAGraphExecutor::Run(
       scope->DeleteScope(local_scope);
     }
   }
-  return fetch_data;
+  if (eptr) {
+    std::rethrow_exception(eptr);
+  } else {
+    return fetch_data;
+  }
 }
 }  // namespace details
 }  // namespace framework
diff --git a/paddle/fluid/framework/details/threaded_ssa_graph_executor.cc b/paddle/fluid/framework/details/threaded_ssa_graph_executor.cc
index 99b10254a7961bf7b27b256acaece573a71c4115..07097c7e75c6ce638549716cd6523f387cdefd92 100644
--- a/paddle/fluid/framework/details/threaded_ssa_graph_executor.cc
+++ b/paddle/fluid/framework/details/threaded_ssa_graph_executor.cc
@@ -78,6 +78,10 @@ FeedFetchList ThreadedSSAGraphExecutor::Run(
     set.clear();
   };
 
+  // Clean run context
+  run_op_futures_.clear();
+  exception_.reset();
+
   // Step 3. Execution
   while (!pending_vars.empty()) {
     // 1. Run All Ready ops
@@ -96,16 +100,19 @@ FeedFetchList ThreadedSSAGraphExecutor::Run(
     auto cur_ready_vars = ready_vars.PopAll(1, &timeout);
 
     if (timeout) {
-      std::lock_guard<std::mutex> l(exception_mu_);
+      std::unique_lock<std::mutex> l(exception_mu_);
       if (exception_) {
+        l.unlock();
+        for (auto &run_op_future : run_op_futures_) {
+          run_op_future.wait();
+        }
+        l.lock();
         std::exception *exp = exception_.get();
         if (dynamic_cast<platform::EOFException *>(exp)) {
           auto e = *static_cast<platform::EOFException *>(exp);
-          exception_.reset();
           throw e;
         } else if (dynamic_cast<platform::EnforceNotMet *>(exp)) {
           auto e = *static_cast<platform::EnforceNotMet *>(exp);
-          exception_.reset();
           throw e;
         } else {
           LOG(FATAL) << "Unknown exception.";
@@ -222,7 +229,7 @@ void ThreadedSSAGraphExecutor::RunOp(
     }
   };
   if (pool_) {
-    pool_->enqueue(op_run);
+    run_op_futures_.emplace_back(pool_->enqueue(op_run));
   } else {
     op_run();
   }
diff --git a/paddle/fluid/framework/details/threaded_ssa_graph_executor.h b/paddle/fluid/framework/details/threaded_ssa_graph_executor.h
index c69e0487e2e503a0d445300aa2fd6bb9c30b06c9..09973b7a72881464ad9e7776d4aad3d2261a118d 100644
--- a/paddle/fluid/framework/details/threaded_ssa_graph_executor.h
+++ b/paddle/fluid/framework/details/threaded_ssa_graph_executor.h
@@ -15,6 +15,7 @@
 #pragma once
 
 #include <deque>
+#include <list>
 #include <string>
 #include <unordered_set>
 #include <utility>
@@ -77,6 +78,8 @@ class ThreadedSSAGraphExecutor : public SSAGraphExecutor {
 
  private:
   ExecutionStrategy strategy_;
+  // use std::list because clear(), push_back, and for_each are O(1)
+  std::list<std::future<void>> run_op_futures_;
 };
 
 }  // namespace details
diff --git a/paddle/fluid/operators/reader/create_batch_reader_op.cc b/paddle/fluid/operators/reader/create_batch_reader_op.cc
index 1dbafd23e92732bdaf0d263a01e267227786d839..e17c2ffd39eea31fe85933eda144ab97cf8c3dd8 100644
--- a/paddle/fluid/operators/reader/create_batch_reader_op.cc
+++ b/paddle/fluid/operators/reader/create_batch_reader_op.cc
@@ -23,7 +23,7 @@ class BatchReader : public framework::DecoratedReader {
   BatchReader(const std::shared_ptr<ReaderBase>& reader, int batch_size,
               bool discard_leftover)
       : DecoratedReader(reader),
-        batch_size_(batch_size),
+        batch_size_(static_cast<size_t>(batch_size)),
         discard_leftover_(discard_leftover) {
     buffer_.reserve(batch_size_);
   }
@@ -31,7 +31,7 @@ class BatchReader : public framework::DecoratedReader {
   void ReadNextImpl(std::vector<framework::LoDTensor>* out) override;
 
  private:
-  int batch_size_;
+  size_t batch_size_;
   bool discard_leftover_;
   std::vector<std::vector<framework::LoDTensor>> buffer_;
 };
@@ -78,7 +78,7 @@ class CreateBatchReaderOpMaker : public DecoratedReaderMakerBase {
 void BatchReader::ReadNextImpl(std::vector<framework::LoDTensor>* out) {
   buffer_.clear();
   buffer_.reserve(batch_size_);
-  for (int i = 0; i < batch_size_; ++i) {
+  for (size_t i = 0; i < batch_size_; ++i) {
     buffer_.push_back(std::vector<framework::LoDTensor>());
     reader_->ReadNext(&buffer_.back());
     if (buffer_.back().empty()) {
@@ -95,9 +95,9 @@ void BatchReader::ReadNextImpl(std::vector<framework::LoDTensor>* out) {
     // if buffer_ is empty, the 'out' will return as an empty vector.
     return;
   }
-  int out_num = buffer_[0].size();
+  size_t out_num = buffer_[0].size();
   out->reserve(out_num);
-  for (int j = 0; j < out_num; ++j) {
+  for (size_t j = 0; j < out_num; ++j) {
     // Merge shape and check date type
     std::type_index batch_type = buffer_[0][j].type();
     framework::DDim batch_shape = buffer_[0][j].dims();