diff --git a/mindspore/ccsrc/device/ascend/ascend_label_assign.cc b/mindspore/ccsrc/device/ascend/ascend_label_assign.cc
index 7af615f448..2db81a1725 100644
--- a/mindspore/ccsrc/device/ascend/ascend_label_assign.cc
+++ b/mindspore/ccsrc/device/ascend/ascend_label_assign.cc
@@ -102,7 +102,7 @@ static void AssignLabelForGotoSwitch(NotNull<std::shared_ptr<session::KernelGrap
   memo->insert(graph.get());
 
   MS_LOG(INFO) << "Process label goto/switch for " << graph->ToString();
-  graph->SetExecOrderByDefault();
+
   auto nodes = graph->execution_order();
   auto end_goto = graph->get_end_goto();
   if (end_goto != nullptr) {
@@ -128,6 +128,7 @@ static void AssignLabelForGotoSwitch(NotNull<std::shared_ptr<session::KernelGrap
   for (auto &cg : graph->child_graph_order()) {
     AssignLabelForGotoSwitch(NOT_NULL(cg), memo);
   }
+  graph->SetExecOrderByDefault();
 }
 
 void AscendLabelAssign::AssignLabel(NotNull<std::shared_ptr<session::KernelGraph>> graph) {
diff --git a/mindspore/ccsrc/session/anf_runtime_algorithm.h b/mindspore/ccsrc/session/anf_runtime_algorithm.h
index ae8b450e2f..8205619793 100644
--- a/mindspore/ccsrc/session/anf_runtime_algorithm.h
+++ b/mindspore/ccsrc/session/anf_runtime_algorithm.h
@@ -199,7 +199,6 @@ class AnfRuntimeAlgorithm {
   static bool IsScalarInput(const CNodePtr &cnode, size_t index);
   static bool IsScalarOutput(const CNodePtr &cnode, size_t index);
   static void ReorderExecList(NotNull<std::vector<CNodePtr> *> node_list);
-  static bool IsWhileTrueGraph(const KernelGraphPtr &child_graph);
   // get fix output precision of cnode.
   static TypeId GetCNodeOutputPrecision(const AnfNodePtr &node);
   // get fix output precision from prev node, input_idx is the input index of current node related to prev node.
diff --git a/mindspore/ccsrc/session/ascend_control_parser.cc b/mindspore/ccsrc/session/ascend_control_parser.cc
index 166d4cc97a..18e71d74e3 100644
--- a/mindspore/ccsrc/session/ascend_control_parser.cc
+++ b/mindspore/ccsrc/session/ascend_control_parser.cc
@@ -19,6 +19,7 @@
 #include <memory>
 #include "session/anf_runtime_algorithm.h"
 #include "utils/union_find_set.h"
+#include "device/ascend/ascend_label_assign.h"
 
 static constexpr size_t kCNodePrim = 0;
 static constexpr size_t kCNodeCallArg = 1;
@@ -35,17 +36,25 @@ namespace mindspore {
 namespace session {
 static CNodePtr GetJumpNode(NotNull<KernelGraphPtr> parent_graph, NotNull<KernelGraphPtr> child_graph) {
   auto &nodes = parent_graph->execution_order();
+  CNodePtr last_jump_node = nullptr;
   for (auto &node : nodes) {
-    if (IsPrimitiveCNode(node, prim::kPrimLabelGoto) && child_graph->get_start_label() == node->input(kCNodeCallArg)) {
-      return node;
-    } else if (IsPrimitiveCNode(node, prim::kPrimLabelSwitch) &&
-               (child_graph->get_start_label() == node->input(kCNodeSwitchFalse) ||
-                child_graph->get_start_label() == node->input(kCNodeSwitchTrue))) {
-      return node;
+    if (IsPrimitiveCNode(node, prim::kPrimLabelGoto)) {
+      if (child_graph->get_start_label() == node->input(kCNodeCallArg)) {
+        return node;
+      }
+      last_jump_node = node;
+    } else if (IsPrimitiveCNode(node, prim::kPrimLabelSwitch)) {
+      if (child_graph->get_start_label() == node->input(kCNodeSwitchFalse) ||
+          child_graph->get_start_label() == node->input(kCNodeSwitchTrue)) {
+        return node;
+      }
+      last_jump_node = node;
     }
   }
-  MS_LOG(INFO) << "Cannot find jump node from " << parent_graph->ToString() << " to " << child_graph->ToString();
-  return nullptr;
+  if (last_jump_node == nullptr) {
+    MS_LOG(EXCEPTION) << "Cannot find jump node from " << parent_graph->ToString() << " to " << child_graph->ToString();
+  }
+  return last_jump_node;
 }
 
 static void InitUnionFindSet(NotNull<KernelGraphPtr> kg, const NotNull<UnionFindSet<AnfNodePtr> *> union_find_set,
@@ -90,6 +99,9 @@ static void UnionParentParameter(NotNull<KernelGraphPtr> kg, const NotNull<Union
       if (!arg->isa<Parameter>()) {
         continue;
       }
+      if (kg->unreuse_args().find(arg) != kg->unreuse_args().end()) {
+        continue;
+      }
       union_find_set->Union(arg, para);
     }
   }
@@ -133,24 +145,28 @@ static void RecursiveReplaceNode(NotNull<KernelGraphPtr> kg, NotNull<AnfNodePtr>
   }
 }
 
+static AnfNodePtr GetMainParameter(NotNull<KernelGraphPtr> root_kg, const AnfNodePtr key,
+                                   const std::set<AnfNodePtr> &parameter_reuse_set) {
+  AnfNodePtr main_parameter = key;
+  std::set<AnfNodePtr> root_inputs_set;
+  const auto &root_inputs_vector = root_kg->inputs();
+  root_inputs_set.insert(root_inputs_vector.begin(), root_inputs_vector.end());
+  for (auto &node : parameter_reuse_set) {
+    if (root_inputs_set.find(node) != root_inputs_set.end()) {
+      main_parameter = node;
+      break;
+    }
+  }
+  return main_parameter;
+}
+
 static void ReuseParameter(NotNull<KernelGraphPtr> root_kg, NotNull<UnionFindSet<AnfNodePtr> *> parameter_set) {
   auto parameter_reuse_sets = parameter_set->GetSets();
   for (auto &[key, parameter_reuse_set] : parameter_reuse_sets) {
     if (parameter_reuse_set.size() <= 1) {
       continue;
     }
-
-    AnfNodePtr main_parameter = key;
-    std::set<AnfNodePtr> root_inputs_set;
-    const auto &root_inputs_vector = root_kg->inputs();
-    root_inputs_set.insert(root_inputs_vector.begin(), root_inputs_vector.end());
-    for (auto &node : parameter_reuse_set) {
-      if (root_inputs_set.find(node) != root_inputs_set.end()) {
-        main_parameter = node;
-        break;
-      }
-    }
-
+    auto main_parameter = GetMainParameter(root_kg, key, parameter_reuse_set);
     std::set<KernelGraphPtr> memo;
     RecursiveReplaceNode(root_kg, NOT_NULL(main_parameter), parameter_reuse_set, NOT_NULL(&memo));
   }
@@ -168,6 +184,7 @@ CNodePtr GetNextRealKernel(const std::vector<CNodePtr> &list, size_t start) {
 void AscendControlParser::LinkGraph(NotNull<KernelGraphPtr> kg) {
   std::set<KernelGraphPtr> memo;
   (void)ProcessKernelGraph(kg, nullptr, nullptr, NOT_NULL(&memo));
+  device::ascend::AscendLabelAssign::GetInstance().AssignLabel(kg);
   std::map<uint32_t, KernelGraphPtr> graph_id_map;
   for (auto &g : memo) {
     MS_EXCEPTION_IF_NULL(g);
@@ -177,12 +194,13 @@ void AscendControlParser::LinkGraph(NotNull<KernelGraphPtr> kg) {
     }
     graph_id_map[g->graph_id()] = g;
   }
+
+  // Insert Assign
+  ChildGraphDataAssign(graph_id_map);
   // Make UnionFindSet
   UnionFindSet<AnfNodePtr> parameter_set = MakeUnionFindSet(kg);
   // Reuse Parameter
   ReuseParameter(kg, NOT_NULL(&parameter_set));
-  // Insert Assign
-  ChildGraphDataAssign(graph_id_map);
 }
 
 void AscendControlParser::ExecutorValidate(NotNull<KernelGraphPtr> root_graph) {
@@ -193,6 +211,7 @@ void AscendControlParser::ExecutorValidate(NotNull<KernelGraphPtr> root_graph) {
 void AscendControlParser::ChildGraphDataAssign(const std::map<uint32_t, KernelGraphPtr> &graph_id_map) {
   for (auto &iter : graph_id_map) {
     auto &kg = iter.second;
+    MS_LOG(INFO) << "Data assign graph:" << kg->graph_id();
     MS_EXCEPTION_IF_NULL(kg);
     std::set<std::pair<AnfNodePtr, AnfNodePtr>> memo;
     const std::vector<std::pair<AnfNodePtr, std::vector<AnfNodePtr>>> &real_inputs = kg->real_inputs();
@@ -206,8 +225,14 @@ void AscendControlParser::ChildGraphDataAssign(const std::map<uint32_t, KernelGr
         } else {
           memo.emplace(parameter, arg);
         }
-        if (arg->isa<Parameter>()) {
+        auto unreuse_args_map = kg->unreuse_args();
+        auto unreuse_arg_iter = unreuse_args_map.find(arg);
+        if (unreuse_arg_iter == unreuse_args_map.end()) {
+          MS_EXCEPTION_IF_NULL(arg);
           MS_EXCEPTION_IF_NULL(parameter);
+          if (!arg->isa<Parameter>()) {
+            MS_LOG(EXCEPTION) << "Reused arg must be parameter, arg:" << arg->DebugString() << ".";
+          }
           MS_LOG(DEBUG) << "Parameter should be reused, no need insert assign, parameter: " << parameter->DebugString()
                         << ", arg:" << arg->DebugString();
           continue;
@@ -220,6 +245,7 @@ void AscendControlParser::ChildGraphDataAssign(const std::map<uint32_t, KernelGr
                                     NOT_NULL(parameter));
       }
     }
+    kg->SetExecOrderByDefault();
   }
 }
 
@@ -353,7 +379,6 @@ void AscendControlParser::RecurseCall(NotNull<KernelGraphPtr> kg, NotNull<CNodeP
   // 5 recurse sub graph
   CNodePtr sub_label = ProcessKernelGraph(NOT_NULL(call_kg), cur_node, back_label, memo);
   new_inputs.push_back(sub_label);
-  new_inputs.insert(new_inputs.end(), origin_inputs.begin(), origin_inputs.end());
   cur_node->set_inputs(new_inputs);
   cur_node->set_abstract(nullptr);
   MS_LOG(INFO) << "Succeed processing call func " << cur_node->DebugString();
@@ -394,7 +419,6 @@ void AscendControlParser::RecurseSwitch(NotNull<KernelGraphPtr> kg, NotNull<CNod
   }
   std::swap(new_switch_inputs[kCNodeSwitchTrue], new_switch_inputs[kCNodeSwitchFalse]);
 
-  new_switch_inputs.insert(new_switch_inputs.end(), origin_switch_inputs.begin(), origin_switch_inputs.end());
   cur_node->set_inputs(new_switch_inputs);
   cur_node->set_abstract(nullptr);
   MS_LOG(INFO) << "Succeed processing switch func " << cur_node->DebugString();
@@ -477,6 +501,16 @@ void AscendControlParser::InsertMultipleAssignToGraph(NotNull<KernelGraphPtr> fr
     auto assign_node = InsertAssignToGraph(from_graph, NOT_NULL(from_outputs[i]), NOT_NULL(to_outputs[i]));
     if (assign_node != nullptr) {
       auto jump_node = GetJumpNode(from_graph, to_graph);
+      const auto &from_graph_exe_order = from_graph->execution_order();
+      auto jump_node_iter = std::find(from_graph_exe_order.begin(), from_graph_exe_order.end(), jump_node);
+      if (jump_node_iter == from_graph_exe_order.end()) {
+        MS_EXCEPTION_IF_NULL(jump_node);
+        MS_LOG(EXCEPTION) << "Can't find node:" << jump_node->DebugString() << " in graph:" << from_graph->graph_id();
+      }
+      // insert assign between jump_node -1 and jump_node
+      if (jump_node_iter != from_graph_exe_order.begin()) {
+        InsertControlDependToGraph(from_graph, NOT_NULL(*(jump_node_iter - 1)), NOT_NULL(assign_node));
+      }
       if (jump_node != nullptr) {
         InsertControlDependToGraph(from_graph, NOT_NULL(assign_node), NOT_NULL(jump_node));
       }
@@ -501,8 +535,6 @@ AnfNodePtr AscendControlParser::InsertAssignToGraph(NotNull<KernelGraphPtr> kg,
   auto assign_node = kg->NewCNode(inputs);
   MS_EXCEPTION_IF_NULL(assign_node);
   assign_node->set_abstract(to->abstract());
-  // append the assign at the end of from graph
-  InsertDependToGraph(kg, NOT_NULL(assign_node));
   return assign_node;
 }
 
@@ -527,7 +559,6 @@ std::vector<CNodePtr> AscendControlParser::RecurseGraph(NotNull<KernelGraphPtr>
 
   std::vector<CNodePtr> execution_order;
   uint32_t child_order_index = 0;
-
   for (auto &node : cnodes) {
     execution_order.push_back(node);
     if (node == graph->get_end_goto()) {
diff --git a/mindspore/ccsrc/session/ascend_control_parser.h b/mindspore/ccsrc/session/ascend_control_parser.h
index 2b383d7b14..82479fa527 100644
--- a/mindspore/ccsrc/session/ascend_control_parser.h
+++ b/mindspore/ccsrc/session/ascend_control_parser.h
@@ -23,6 +23,7 @@
 #include "session/kernel_graph.h"
 #include "utils/base_ref.h"
 #include "utils/contract.h"
+#include "utils/union_find_set.h"
 
 namespace mindspore {
 namespace session {
diff --git a/mindspore/ccsrc/session/ascend_session.cc b/mindspore/ccsrc/session/ascend_session.cc
index 01b5691029..c6ef41f2ba 100644
--- a/mindspore/ccsrc/session/ascend_session.cc
+++ b/mindspore/ccsrc/session/ascend_session.cc
@@ -202,7 +202,8 @@ static std::vector<std::vector<CNodePtr>> GetChildList(const std::vector<CNodePt
 }
 
 static void BindCallArgsWithParameter(const std::vector<AnfNodePtr> &parameters, const std::vector<AnfNodePtr> &args,
-                                      KernelGraph *child_graph) {
+                                      const KernelGraphPtr &graph, KernelGraphPtr child_graph,
+                                      const NotNull<std::set<KernelGraphPtr> *> memo) {
   MS_EXCEPTION_IF_NULL(child_graph);
   MS_LOG(INFO) << "Start bind parameter of child graph:" << child_graph->graph_id();
   if (args.empty()) {
@@ -214,18 +215,25 @@ static void BindCallArgsWithParameter(const std::vector<AnfNodePtr> &parameters,
   }
   child_graph->SetExecOrderByDefault();
   for (size_t i = 0; i < parameters.size(); i++) {
+    MS_LOG(INFO) << "parameters[" << i << "]" << parameters[i]->DebugString() << ",args[" << i << "]"
+                 << args[i]->DebugString();
     if (args[i] == parameters[i]) {
-      child_graph->SetRealInput(parameters[i], args[i]);
       MS_LOG(INFO) << "Parameter and arg are same.";
       continue;
     }
     child_graph->SetRealInput(parameters[i], args[i]);
+    if (memo->find(child_graph) != memo->end() || !args[i]->isa<Parameter>()) {
+      MS_LOG(INFO) << "Add unreused arg,graph:" << graph->graph_id();
+      child_graph->AddUnreuseArgs(args[i], graph);
+    }
   }
 }
 
 // if a call has kernel input, it's a child graph split from ME, so these kernel input should be set into real input of
 // graph.For example, call input = (prim,graph,kernel1,kernel2),then real_input = [kernel1,kernel2]
-static void UpdateRealInput(NotNull<KernelGraphPtr> graph, bool split_flag) {
+static void UpdateRealInput(NotNull<KernelGraphPtr> graph, bool split_flag,
+                            const NotNull<std::set<KernelGraphPtr> *> memo) {
+  MS_EXCEPTION_IF_NULL(memo.get());
   auto call_nodes = graph->FindNodeByPrimitive(prim::kPrimCall);
   for (auto &call_node : call_nodes) {
     MS_EXCEPTION_IF_NULL(call_node);
@@ -235,7 +243,7 @@ static void UpdateRealInput(NotNull<KernelGraphPtr> graph, bool split_flag) {
       std::vector<AnfNodePtr> real_args =
         std::vector<AnfNodePtr>(call_node->inputs().begin() + 2, call_node->inputs().end());
       std::vector<AnfNodePtr> child_inputs = child_graphs[0]->inputs();
-      BindCallArgsWithParameter(child_inputs, real_args, child_graphs[0].get());
+      BindCallArgsWithParameter(child_inputs, real_args, graph, child_graphs[0], memo);
       if (split_flag) {
         call_node->set_inputs(std::vector<AnfNodePtr>(call_node->inputs().begin(), call_node->inputs().begin() + 2));
       }
@@ -256,8 +264,8 @@ static void UpdateRealInput(NotNull<KernelGraphPtr> graph, bool split_flag) {
         }
         return ret;
       };
-      BindCallArgsWithParameter(child_graphs[0]->inputs(), get_partial_args(2), child_graphs[0].get());
-      BindCallArgsWithParameter(child_graphs[1]->inputs(), get_partial_args(3), child_graphs[1].get());
+      BindCallArgsWithParameter(child_graphs[0]->inputs(), get_partial_args(2), graph, child_graphs[0], memo);
+      BindCallArgsWithParameter(child_graphs[1]->inputs(), get_partial_args(3), graph, child_graphs[1], memo);
     }
   }
 }
@@ -306,8 +314,6 @@ GraphId AscendSession::CompileGraph(NotNull<FuncGraphPtr> func_graph) {
   LinkChildGraphs(NOT_NULL(root_graph));
   // resource initialize
   InitRuntimeResource();
-  // assign label
-  AssignLabel(NOT_NULL(root_graph));
   // recurse compile child root_graph
   std::set<KernelGraphPtr> memo;
   RecurseCompileGraph(NOT_NULL(root_graph), NOT_NULL(&memo));
@@ -665,12 +671,6 @@ void AscendSession::AssignStream(NotNull<KernelGraphPtr> kernel_graph) const {
   MS_LOG(INFO) << "Finish!";
 }
 
-void AscendSession::AssignLabel(NotNull<KernelGraphPtr> kernel_graph) const {
-  MS_LOG(INFO) << "Start!";
-  device::ascend::AscendLabelAssign::GetInstance().AssignLabel(kernel_graph);
-  MS_LOG(INFO) << "Finish!";
-}
-
 void AscendSession::BuildKernel(const std::shared_ptr<KernelGraph> &kernel_graph) const {
   MS_LOG(INFO) << "Start!";
   struct timeval start_time, end_time;
@@ -1582,14 +1582,17 @@ std::vector<AnfNodePtr> AscendSession::ConstructSplitedGraph(const KernelGraphPt
       auto input = cnode->inputs()[input_idx];
       MS_EXCEPTION_IF_NULL(input);
       AnfNodePtr new_parameter = nullptr;
+      // check whether input has been put into args of call, if mulptiple use of one parameter or cnode, only set one
+      // parameter in graph inputs and one arg in call node
+      auto call_input_it = std::find(call_node_inputs.begin(), call_node_inputs.end(), input);
+      if (call_input_it != call_node_inputs.end()) {
+        cnode->set_input(input_idx, new_graph_inputs[std::distance(call_node_inputs.begin(), call_input_it)]);
+        continue;
+      }
       // value node consider move to new graph
       if (input->isa<ValueNode>()) {
         cnode->set_input(input_idx, input);
         continue;
-      } else if (input->isa<Parameter>()) {
-        // parameter reuse and should attention mulptiple use of one parameter
-        cnode->set_input(input_idx, input);
-        new_parameter = input;
       } else if (AnfAlgo::GetGraphId(input.get()) != new_kernel_graph->graph_id()) {
         // if is cnode and not in current child graph
         new_parameter = CreateNewParameterFromCNode(input, true, new_kernel_graph.get());
@@ -1598,12 +1601,8 @@ std::vector<AnfNodePtr> AscendSession::ConstructSplitedGraph(const KernelGraphPt
         // if is a cnode and in current graph
         continue;
       }
-      // if mulptiple use of one parameter or cnode, only set one parameter in graph inputs and one arg in call node
-      // args
-      if (std::find(call_node_inputs.begin(), call_node_inputs.end(), new_parameter) == call_node_inputs.end()) {
-        new_graph_inputs.push_back(new_parameter);
-        call_node_inputs.push_back(input);
-      }
+      new_graph_inputs.push_back(new_parameter);
+      call_node_inputs.push_back(input);
     }
   }
   // set graph inputs of new graph
@@ -1631,7 +1630,7 @@ void AscendSession::SplitGraphs(NotNull<KernelGraphPtr> root_graph) {
   // if root graph output is a call node ,the root graph is condition graph of 'if' sentence
   auto root_graph_output = AnfAlgo::VisitKernelWithReturnType(root_graph->output(), 0).first;
   if (AnfAlgo::CheckPrimitiveType(root_graph_output, prim::kPrimCall)) {
-    SplitGraph(root_graph, {prim::kPrimReturn});
+    SplitGraph(root_graph, {prim::kPrimReturn}, NOT_NULL(&memo));
     for (auto &child_graph : root_graph->child_graph_order()) {
       RecurseSplitGraph(NOT_NULL(child_graph), NOT_NULL(&memo));
     }
@@ -1672,7 +1671,8 @@ AnfNodePtr AscendSession::BindNewCallToNewGraph(NotNull<KernelGraphPtr> graph,
   return new_call;
 }
 
-void AscendSession::SplitGraph(NotNull<KernelGraphPtr> graph, const std::set<PrimitivePtr> &cut_prims) {
+void AscendSession::SplitGraph(NotNull<KernelGraphPtr> graph, const std::set<PrimitivePtr> &cut_prims,
+                               const NotNull<std::set<KernelGraphPtr> *> memo) {
   MS_LOG(INFO) << "Start,graph_id:" << graph->graph_id();
   bool split_flag = false;
   auto apply_list = GetCNodes(TopoSort(graph->get_return()));
@@ -1710,14 +1710,13 @@ void AscendSession::SplitGraph(NotNull<KernelGraphPtr> graph, const std::set<Pri
     split_flag = true;
   }
   AscendControlParser::UpdateChildGraphOrder(graph);
-  UpdateRealInput(graph, split_flag);
+  UpdateRealInput(graph, split_flag, memo);
   MS_LOG(INFO) << "Split graph[" << graph->graph_id() << "] end";
-  // recurse to split child graph
 }
 
 void AscendSession::RecurseSplitGraph(NotNull<KernelGraphPtr> graph, const NotNull<std::set<KernelGraphPtr> *> memo) {
   memo->insert(graph.get());
-  SplitGraph(graph, {prim::kPrimCall});
+  SplitGraph(graph, {prim::kPrimCall}, memo);
   for (auto &child_graph : graph->child_graph_order()) {
     if (memo->find(child_graph) == memo->end()) {
       RecurseSplitGraph(NOT_NULL(child_graph), memo);
diff --git a/mindspore/ccsrc/session/ascend_session.h b/mindspore/ccsrc/session/ascend_session.h
index 4774015457..531860c379 100755
--- a/mindspore/ccsrc/session/ascend_session.h
+++ b/mindspore/ccsrc/session/ascend_session.h
@@ -77,7 +77,6 @@ class AscendSession : public SessionBasic {
   void AdjustKernel(const std::shared_ptr<KernelGraph> &kernel_graph) const;
   void RunOpAdjustKernel(const std::shared_ptr<KernelGraph> &kernel_graph) const;
   void AssignStream(NotNull<KernelGraphPtr> kernel_graph) const;
-  void AssignLabel(NotNull<KernelGraphPtr> kernel_graph) const;
   void BuildKernel(const std::shared_ptr<KernelGraph> &kernel_graph) const;
   void MemoryAlloc(KernelGraph *kernel_graph) const;
   void RunOpMemoryAlloc(const std::vector<tensor::TensorPtr> &input_tensors, KernelGraph *kernel_graph) const;
@@ -100,7 +99,8 @@ class AscendSession : public SessionBasic {
   void SetFinalGraphOutput(const ValuePtr &value);
   void SetFinalGraphOutput(const VectorRef &vec_output);
 
-  void SplitGraph(NotNull<KernelGraphPtr> graph, const std::set<PrimitivePtr> &cut_prims);
+  void SplitGraph(NotNull<KernelGraphPtr> graph, const std::set<PrimitivePtr> &cut_prims,
+                  const NotNull<std::set<KernelGraphPtr> *> memo);
   // split graphs with recurse from root graph
   void SplitGraphs(NotNull<KernelGraphPtr> root_graph);
   void BackendOptimization(const std::vector<KernelGraphPtr> &all_graphs);
diff --git a/mindspore/ccsrc/session/kernel_graph.cc b/mindspore/ccsrc/session/kernel_graph.cc
index 7b53afac2a..f79363fd03 100644
--- a/mindspore/ccsrc/session/kernel_graph.cc
+++ b/mindspore/ccsrc/session/kernel_graph.cc
@@ -103,6 +103,23 @@ AnfNodePtr MakeValueNode(const AnfNodePtr &node) {
   AnfAlgo::SetSelectKernelBuildInfo(kernel_build_info_builder->Build(), new_value_node.get());
   return new_value_node;
 }
+
+bool IsSameLabel(const CNodePtr &left, const CNodePtr &right) {
+  if (left == right) {
+    return true;
+  }
+  if (left == nullptr || right == nullptr) {
+    return false;
+  }
+  if (!IsPrimitiveCNode(left, GetCNodePrimitive(right))) {
+    return false;
+  }
+  if (AnfAlgo::HasNodeAttr(kAttrLabelIndex, left) && AnfAlgo::HasNodeAttr(kAttrLabelIndex, right)) {
+    return AnfAlgo::GetNodeAttr<uint32_t>(left, kAttrLabelIndex) ==
+           AnfAlgo::GetNodeAttr<uint32_t>(right, kAttrLabelIndex);
+  }
+  return false;
+}
 }  // namespace
 std::vector<AnfNodePtr> KernelGraph::outputs() const {
   auto graph_output = output();
@@ -219,6 +236,19 @@ void KernelGraph::SetExecOrderByDefault() {
     if (node == start_label_ || node == end_goto_) {
       continue;
     }
+
+    if (IsSameLabel(node, end_goto_)) {
+      end_goto_ = node;
+      MS_LOG(INFO) << "Replace end_goto_ in kernel graph:" << graph_id();
+      continue;
+    }
+
+    if (IsSameLabel(node, start_label_)) {
+      start_label_ = node;
+      MS_LOG(INFO) << "Replace start_label_ in kernel graph:" << graph_id();
+      continue;
+    }
+
     re_order.push_back(node);
   }
   if (end_goto_ != nullptr) {
@@ -751,10 +781,9 @@ void KernelGraph::ReplaceNode(NotNull<AnfNodePtr> old_anf_node, NotNull<AnfNodeP
     }
     // update front to backend map
     FrontBackendlMapUpdate(old_anf_node, new_anf_node);
-    // update output depend relations
-    node_output_edges_[new_anf_node.get()] = it->second;
-    (void)node_output_edges_.erase(old_anf_node);
   }
+  // if change the ir of graph, regenerate execution order of graph
+  SetExecOrderByDefault();
   // update graph inputs in child graph
   auto it_real_inputs = std::find_if(real_inputs_.begin(), real_inputs_.end(),
                                      [&old_anf_node](const std::pair<AnfNodePtr, std::vector<AnfNodePtr>> &n) -> bool {
@@ -770,7 +799,7 @@ void KernelGraph::ReplaceNode(NotNull<AnfNodePtr> old_anf_node, NotNull<AnfNodeP
                                return n.first == new_anf_node.get();
                              });
     if (iter != real_inputs_.end()) {
-      MS_LOG(WARNING) << new_anf_node->DebugString() << " already exist in real inputs, will be rewrited.";
+      MS_LOG(WARNING) << new_anf_node->DebugString() << " Already exist in real inputs, will be rewrited.";
       iter->second = old_args;
     } else {
       real_inputs_.emplace_back(new_anf_node, old_args);
@@ -827,6 +856,10 @@ void KernelGraph::SetRealInput(const AnfNodePtr &parameter, const AnfNodePtr &ar
   }
 }
 
+void KernelGraph::AddUnreuseArgs(const AnfNodePtr &arg, const std::shared_ptr<KernelGraph> &from_graph) {
+  unreuse_args_[arg] = from_graph;
+}
+
 void KernelGraph::UpdateCallRealInput() {
   MS_LOG(INFO) << "Update graph id: " << graph_id_;
   std::vector<std::pair<AnfNodePtr, std::vector<AnfNodePtr>>> real_inputs_map;
@@ -839,6 +872,17 @@ void KernelGraph::UpdateCallRealInput() {
       // if real input is a call node ,find the child graph output act as the new real input
       auto tmp_real_input = GetCallRealOutputs(real_input);
       std::copy(tmp_real_input.begin(), tmp_real_input.end(), std::back_inserter(new_real_inputs));
+      // replace the call in unreuse_args_
+      auto unreuse_arg_it = unreuse_args_.find(real_input);
+      if (unreuse_arg_it != unreuse_args_.end()) {
+        auto old_graph = unreuse_arg_it->second;
+        for (auto new_real_input : new_real_inputs) {
+          // if call reference graph output is parameter, it will be allowed to reuse
+          if (!new_real_input->isa<Parameter>()) {
+            unreuse_args_[new_real_input] = old_graph;
+          }
+        }
+      }
     }
     real_inputs_map.emplace_back(parameter, new_real_inputs);
   }
diff --git a/mindspore/ccsrc/session/kernel_graph.h b/mindspore/ccsrc/session/kernel_graph.h
index d6a67f3f02..6861d43de0 100644
--- a/mindspore/ccsrc/session/kernel_graph.h
+++ b/mindspore/ccsrc/session/kernel_graph.h
@@ -130,6 +130,9 @@ class KernelGraph : public FuncGraph {
   // get real inputs
   const std::vector<std::pair<AnfNodePtr, std::vector<AnfNodePtr>>> &real_inputs() const { return real_inputs_; }
   void SetRealInput(const AnfNodePtr &parameter, const AnfNodePtr &arg);
+  // mark unreused args
+  void AddUnreuseArgs(const AnfNodePtr &arg, const std::shared_ptr<KernelGraph> &from_graph);
+  const std::map<AnfNodePtr, std::shared_ptr<KernelGraph>> &unreuse_args() const { return unreuse_args_; }
   // used to dump ir
   std::string ToString() const override;
   // update the real input if the node is a call
@@ -205,6 +208,7 @@ class KernelGraph : public FuncGraph {
   std::shared_ptr<KernelGraph> parent_graph_;
   // record real parameters,inputs_ is the formal parameters
   std::vector<std::pair<AnfNodePtr, std::vector<AnfNodePtr>>> real_inputs_;
+  std::map<AnfNodePtr, std::shared_ptr<KernelGraph>> unreuse_args_;
 
   CNodePtr start_label_;
   CNodePtr end_goto_;
diff --git a/tests/st/control/test_ascend_control_sink.py b/tests/st/control/test_ascend_control_sink.py
index b38668cd25..39af571c14 100644
--- a/tests/st/control/test_ascend_control_sink.py
+++ b/tests/st/control/test_ascend_control_sink.py
@@ -99,6 +99,19 @@ class ControlIfbyIfbyIf(nn.Cell):
         return out
 
 
+class ControlSimpleWhile(nn.Cell):
+    def __init__(self):
+        super().__init__()
+        self.addn = op.AddN()
+
+    def construct(self, x, y, input_data):
+        out = input_data
+        while x:
+            out = self.addn([input_data, input_data, input_data])
+            x = y
+        return out
+
+
 class ControlMixedWhileIf(nn.Cell):
     def __init__(self):
         super().__init__()
@@ -204,6 +217,22 @@ def test_if_by_if_by_if():
     assert np.allclose(expect, output.asnumpy(), 0.0001, 0.0001)
 
 
+@pytest.mark.level0
+@pytest.mark.platform_arm_ascend_training
+@pytest.mark.platform_x86_ascend_training
+@pytest.mark.env_onecard
+def test_simple_while():
+    context.set_context(mode=context.GRAPH_MODE, device_target="Ascend")
+    x = np.array(True).astype(np.bool)
+    y = np.array(False).astype(np.bool)
+    input_shape = (127, 7, 53, 31)
+    input_data = np.random.randn(*input_shape).astype(np.float32)
+    net = ControlSimpleWhile()
+    output = net(Tensor(x), Tensor(y), Tensor(input_data))
+    expect = input_data * 3
+    assert np.allclose(expect, output.asnumpy(), 0.0001, 0.0001)
+
+
 @pytest.mark.level0
 @pytest.mark.platform_arm_ascend_training
 @pytest.mark.platform_x86_ascend_training