diff --git a/mindspore/ccsrc/minddata/dataset/engine/datasetops/device_queue_op.cc b/mindspore/ccsrc/minddata/dataset/engine/datasetops/device_queue_op.cc
index 981b89ba29..d553eda16a 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/datasetops/device_queue_op.cc
+++ b/mindspore/ccsrc/minddata/dataset/engine/datasetops/device_queue_op.cc
@@ -43,7 +43,8 @@ DeviceQueueOp::DeviceQueueOp(std::string channel_name, DeviceType device_type, i
       send_epoch_end_(send_epoch_end),
       stop_send_(false),
       total_batch_(total_batch),
-      create_data_info_queue_(create_data_info_queue) {
+      create_data_info_queue_(create_data_info_queue),
+      data_info_queue_ptr_(nullptr) {
 #ifdef ENABLE_GPUQUE
   // Get the total device num of current machine
   int32_t device_count = 0;
@@ -106,8 +107,15 @@ Status DeviceQueueOp::operator()() {
   if (device_type_ == DeviceType::Ascend) {
 #ifdef ENABLE_TDTQUE
     if (create_data_info_queue_) {
-      data_info_queue_ptr_ = std::make_unique<DATA_INFO_QUEUE>(kDataInfoQueueCapacity);
-      RETURN_IF_NOT_OK(data_info_queue_ptr_->Register(tree_->AllTasks()));
+      // This place has a race condition with GetDataInfo, so the first one
+      // arrive here will do the initialize work.
+      {
+        std::unique_lock<std::mutex> lock(data_info_mutex_);
+        if (data_info_queue_ptr_ == nullptr) {
+          data_info_queue_ptr_ = std::make_unique<DATA_INFO_QUEUE>(kDataInfoQueueCapacity);
+          RETURN_IF_NOT_OK(data_info_queue_ptr_->Register(tree_->AllTasks()));
+        }
+      }
     }
     RETURN_IF_NOT_OK(SendDataToAscend());
 #endif
@@ -232,6 +240,15 @@ Status DeviceQueueOp::GetDataInfo(DATA_INFO *data_info) {
   if (!create_data_info_queue_) {
     return Status(StatusCode::kUnexpectedError, __LINE__, __FILE__, "DataInfo queue is not created.");
   }
+  // This place has a race condition with operator(), so the first one
+  // arrive here will do the initialize work.
+  {
+    std::unique_lock<std::mutex> lock(data_info_mutex_);
+    if (data_info_queue_ptr_ == nullptr) {
+      data_info_queue_ptr_ = std::make_unique<DATA_INFO_QUEUE>(kDataInfoQueueCapacity);
+      RETURN_IF_NOT_OK(data_info_queue_ptr_->Register(tree_->AllTasks()));
+    }
+  }
   RETURN_IF_NOT_OK(data_info_queue_ptr_->PopFront(data_info));
   return Status::OK();
 }
diff --git a/mindspore/ccsrc/minddata/dataset/engine/datasetops/device_queue_op.h b/mindspore/ccsrc/minddata/dataset/engine/datasetops/device_queue_op.h
index 2d259b134e..846d03c396 100644
--- a/mindspore/ccsrc/minddata/dataset/engine/datasetops/device_queue_op.h
+++ b/mindspore/ccsrc/minddata/dataset/engine/datasetops/device_queue_op.h
@@ -217,6 +217,7 @@ class DeviceQueueOp : public PipelineOp {
   int32_t total_batch_;
   bool create_data_info_queue_;
   std::unique_ptr<DATA_INFO_QUEUE> data_info_queue_ptr_;
+  std::mutex data_info_mutex_;
 
 #ifdef ENABLE_TDTQUE
   std::shared_ptr<TdtPlugin> tdtInstancePtr;