diff --git a/mindspore/ccsrc/transform/graph_ir/convert.cc b/mindspore/ccsrc/transform/graph_ir/convert.cc
index 5b6e36517c1..cfeef8ce19b 100644
--- a/mindspore/ccsrc/transform/graph_ir/convert.cc
+++ b/mindspore/ccsrc/transform/graph_ir/convert.cc
@@ -217,6 +217,20 @@ std::vector<AnfNodePtr> GetAnfCallInputs(bool is_kernel_graph, const CNodePtr &c
   }
   return inputs;
 }
+
+bool HasSubgraph(const std::shared_ptr<AnfGraph> &func_graph) {
+  auto node_list = TopoSort(func_graph->get_return());
+  for (auto &node : node_list) {
+    if (!utils::isa<CNodePtr>(node)) {
+      continue;
+    }
+    auto sub_graph = GetCNodeFuncGraph(node);
+    if (sub_graph != nullptr) {
+      return true;
+    }
+  }
+  return false;
+}
 }  // namespace
 
 // ---------------implement of DfGraphConvertor-------------
@@ -1543,7 +1557,7 @@ DfGraphConvertor &DfGraphConvertor::BuildGraph(const std::string &name) {
   MS_LOG(INFO) << "Set graph input num: " << inputs.size();
   (void)df_graph_->SetInputs(inputs);
 
-  SetGraphOutputs();
+  SetGraphOutputs(true);
   (void)df_graph_->SetOutputs(graph_outputs_);
 
   IdentityOptimization();
@@ -1560,15 +1574,27 @@ DfGraphConvertor &DfGraphConvertor::BuildGraph(const std::string &name) {
   return *this;
 }
 
-void DfGraphConvertor::SetGraphOutputs() {
+void DfGraphConvertor::SetGraphOutputs(bool is_main_graph) {
   if (cur_while_node_ == nullptr) {
     graph_outputs_.clear();
+    std::vector<AnfNodePtr> return_nodes;
     auto ret_node = anf_graph_->get_return();
-    auto adpt = FindAdapter(ret_node, training_);
-    MS_EXCEPTION_IF_NULL(adpt);
-    auto handles = adpt->getOutputs(Convert(ret_node));
-    for (const auto &handle : handles) {
-      (void)graph_outputs_.emplace_back(std::make_pair(*handle.op, handle.out));
+    // replace return node with graph output node.
+    if (!HasSubgraph(anf_graph_) && is_main_graph) {
+      auto output_nodes = ret_node->inputs();
+      return_nodes.insert(return_nodes.end(), output_nodes.begin() + 1, output_nodes.end());
+    } else {
+      return_nodes.push_back(ret_node);
+    }
+    for (size_t i = 0; i < return_nodes.size(); i++) {
+      auto output_node = return_nodes[i];
+      MS_EXCEPTION_IF_NULL(output_node);
+      auto adpt = FindAdapter(output_node, training_);
+      MS_EXCEPTION_IF_NULL(adpt);
+      auto handles = adpt->getOutputs(Convert(output_node));
+      for (const auto &handle : handles) {
+        (void)graph_outputs_.emplace_back(std::make_pair(*handle.op, handle.out));
+      }
     }
   }
 
diff --git a/mindspore/ccsrc/transform/graph_ir/convert.h b/mindspore/ccsrc/transform/graph_ir/convert.h
index c377b2056a9..84025de1bb4 100644
--- a/mindspore/ccsrc/transform/graph_ir/convert.h
+++ b/mindspore/ccsrc/transform/graph_ir/convert.h
@@ -250,7 +250,7 @@ class DfGraphConvertor {
   void SetDynamicInputHandleByMultiInput(const OpAdapterPtr &adpt, const CNodePtr &node,
                                          const CNodePtr &from_node_input);
   void SetNodeControlInput(const AnfNodePtr &node, const AnfNodePtr &input);
-  void SetGraphOutputs();
+  void SetGraphOutputs(bool is_main_graph = false);
   std::vector<OutHandler> GetInputHandles(const AnfNodePtr &node, const AnfNodePtr &input);
 
   // Identity Optimization