diff --git a/mindspore/ccsrc/backend/session/executor.cc b/mindspore/ccsrc/backend/session/executor.cc
index 9353d6931d..78ef715ed6 100644
--- a/mindspore/ccsrc/backend/session/executor.cc
+++ b/mindspore/ccsrc/backend/session/executor.cc
@@ -110,6 +110,12 @@ Executor::Executor(const std::string &device_name, uint32_t device_id) {
   worker_ = std::make_shared<std::thread>(&Executor::WorkerLoop, this);
 }
 
+void Executor::CheckException() {
+  if (exception_ptr_ != nullptr) {
+    std::rethrow_exception(exception_ptr_);
+  }
+}
+
 void Executor::WorkerJoin() {
   StopWorker();
   worker_->join();
@@ -128,7 +134,11 @@ void Executor::WorkerLoop() {
       OnWorkerExit();
       return;
     }
-    task->Run();
+    try {
+      task->Run();
+    } catch (const std::exception &e) {
+      exception_ptr_ = std::current_exception();
+    }
     if (task->type_ == kCompileNodes) {
       compile_cond_var_.notify_all();
     } else if (task->type_ == kCompileGraph) {
@@ -183,6 +193,7 @@ bool Executor::IsAllInputsReady(const std::vector<tensor::TensorPtr> &inputs) {
 
 GraphId Executor::CompileGraphAsync(const SessionPtr &session, const AnfNodePtrList &lst,
                                     const AnfNodePtrList &outputs) {
+  CheckException();
   std::unique_lock<std::mutex> lock(task_mutex_);
   auto task = std::make_shared<CompileNodesTask>();
   task->session_ = session;
@@ -191,10 +202,12 @@ GraphId Executor::CompileGraphAsync(const SessionPtr &session, const AnfNodePtrL
   ready_tasks_.push(task);
   task_cond_var_.notify_all();
   compile_cond_var_.wait(lock);
+  CheckException();
   return task->graph_id_;
 }
 
 GraphId Executor::CompileGraphAsync(const SessionPtr &session, NotNull<FuncGraphPtr> func_graph) {
+  CheckException();
   std::unique_lock<std::mutex> lock(task_mutex_);
   auto task = std::make_shared<CompileGraphTask>();
   task->session_ = session;
@@ -202,10 +215,12 @@ GraphId Executor::CompileGraphAsync(const SessionPtr &session, NotNull<FuncGraph
   ready_tasks_.push(task);
   task_cond_var_.notify_all();
   compile_cond_var_.wait(lock);
+  CheckException();
   return task->graph_id_;
 }
 
 void Executor::BuildGraphAsync(const SessionPtr &session, GraphId graphId) {
+  CheckException();
   std::unique_lock<std::mutex> lock(task_mutex_);
   auto task = std::make_shared<BuildGraphTask>();
   task->session_ = session;
@@ -213,10 +228,12 @@ void Executor::BuildGraphAsync(const SessionPtr &session, GraphId graphId) {
   ready_tasks_.push(task);
   task_cond_var_.notify_all();
   build_cond_var_.wait(lock);
+  CheckException();
 }
 
 void Executor::RunGraphAsync(const SessionPtr &session, const GraphId &graph_id,
                              const std::vector<tensor::TensorPtr> &inputs, VectorRef *outputs) {
+  CheckException();
   auto task = std::make_shared<RunGraphTask>();
   task->session_ = session;
   task->graph_id_ = graph_id;
@@ -237,10 +254,12 @@ void Executor::RunGraphAsync(const SessionPtr &session, const GraphId &graph_id,
   task_cond_var_.notify_all();
   py::gil_scoped_release release;
   run_cond_var_.wait(lock);
+  CheckException();
 }
 
 void Executor::BuildOpAsync(const SessionPtr &session, OpRunInfo *op_run_info, const GraphInfo &graph_info,
                             const std::vector<tensor::TensorPtr> &input_tensors, const std::vector<int> &tensors_mask) {
+  CheckException();
   std::unique_lock<std::mutex> lock(task_mutex_);
   auto task = std::make_shared<BuildOpTask>();
   task->session_ = session;
@@ -251,10 +270,12 @@ void Executor::BuildOpAsync(const SessionPtr &session, OpRunInfo *op_run_info, c
   ready_tasks_.push(task);
   task_cond_var_.notify_all();
   build_op_cond_var_.wait(lock);
+  CheckException();
 }
 
 py::tuple Executor::RunOpAsync(const SessionPtr &session, OpRunInfo *op_run_info, const GraphInfo &graph_info,
                                const std::vector<tensor::TensorPtr> &input_tensors) {
+  CheckException();
   std::unique_lock<std::mutex> lock(task_mutex_);
   auto task = std::make_shared<RunOpTask>();
   task->session_ = session;
@@ -264,6 +285,7 @@ py::tuple Executor::RunOpAsync(const SessionPtr &session, OpRunInfo *op_run_info
   ready_tasks_.push(task);
   task_cond_var_.notify_all();
   run_op_cond_var_.wait(lock);
+  CheckException();
 
   // Trans output to tuple
   auto output_tensors = TransformBaseRefListToTuple(task->outputs_);
diff --git a/mindspore/ccsrc/backend/session/executor.h b/mindspore/ccsrc/backend/session/executor.h
index 3078c41f1d..467a61ce2e 100644
--- a/mindspore/ccsrc/backend/session/executor.h
+++ b/mindspore/ccsrc/backend/session/executor.h
@@ -26,6 +26,7 @@
 #include <thread>
 #include <mutex>
 #include <condition_variable>
+#include <exception>
 #include "backend/session/session_basic.h"
 #include "ir/anf.h"
 #include "ir/tensor.h"
@@ -128,11 +129,12 @@ class Executor {
                        const std::vector<tensor::TensorPtr> &input_tensors);
   void OnRunGraphFinished();
 
- protected:
+ private:
   void UpdateOutputTensors(VectorRef *outputs,
                            const std::map<tensor::TensorPtr, session::KernelWithIndex> &tensor_to_node);
   std::vector<std::shared_ptr<RunGraphTask>> GetNewReadyTasks();
   bool IsAllInputsReady(const std::vector<tensor::TensorPtr> &inputs);
+  void CheckException();
   void StopWorker();
   void OnWorkerExit();
 
@@ -149,6 +151,7 @@ class Executor {
   std::queue<std::shared_ptr<Task>> ready_tasks_;
   std::list<std::shared_ptr<RunGraphTask>> pending_tasks_;
   std::shared_ptr<std::thread> worker_;
+  std::exception_ptr exception_ptr_{nullptr};
 };
 }  // namespace session
 }  // namespace mindspore
diff --git a/mindspore/ccsrc/backend/session/executor_manager.h b/mindspore/ccsrc/backend/session/executor_manager.h
index 3dc4f6ee17..ff876b8673 100644
--- a/mindspore/ccsrc/backend/session/executor_manager.h
+++ b/mindspore/ccsrc/backend/session/executor_manager.h
@@ -13,8 +13,8 @@
  * See the License for the specific language governing permissions and
  * limitations under the License.
  */
-#ifndef MINDSPORE_CCSRC_BACKEND_SESSION_EXECUTOR_MANGER_H_
-#define MINDSPORE_CCSRC_BACKEND_SESSION_EXECUTOR_MANGER_H_
+#ifndef MINDSPORE_CCSRC_BACKEND_SESSION_EXECUTOR_MANAGER_H_
+#define MINDSPORE_CCSRC_BACKEND_SESSION_EXECUTOR_MANAGER_H_
 #include <set>
 #include <map>
 #include <string>
@@ -42,4 +42,4 @@ class ExecutorManager {
 };
 }  // namespace session
 }  // namespace mindspore
-#endif  // MINDSPORE_CCSRC_BACKEND_SESSION_EXECUTOR_MANGER_H_
+#endif  // MINDSPORE_CCSRC_BACKEND_SESSION_EXECUTOR_MANAGER_H_