diff --git a/mindspore/ccsrc/ir/func_graph.cc b/mindspore/ccsrc/ir/func_graph.cc
index 4dc84cfa0191179a270b0ee4ec167054252ed7ec..4833e3838b7856471479726463df85abe9ee7ec6 100644
--- a/mindspore/ccsrc/ir/func_graph.cc
+++ b/mindspore/ccsrc/ir/func_graph.cc
@@ -47,6 +47,7 @@ FuncGraph::FuncGraph()
     : flags_(),
       transforms_(),
       parameter_default_value_(),
+      seen_(0),
       parameters_(),
       has_vararg_(false),
       has_kwarg_(false),
@@ -981,6 +982,11 @@ void FuncGraph::SetEffectDepends(const std::vector<AnfNodePtr> &depend_inputs) {
   }
 }
 
+size_t NewFgSeenGeneration() {
+  static size_t fg_seen_generation = 0;
+  return ++fg_seen_generation;
+}
+
 const PrimitivePtr FuncGraphTransform::func_graph_prim_ = std::make_shared<Primitive>("FuncGraph");
 const char kFuncGraphFlagUndetermined[] = "Undeterminate";
 }  // namespace mindspore
diff --git a/mindspore/ccsrc/ir/func_graph.h b/mindspore/ccsrc/ir/func_graph.h
index 02a18a98092de6588c51c4586a7e00576ffc907d..f4c9d7079f30f168eae1c0a1fc50f8a8da5884d8 100644
--- a/mindspore/ccsrc/ir/func_graph.h
+++ b/mindspore/ccsrc/ir/func_graph.h
@@ -289,6 +289,7 @@ class FuncGraph : public FuncGraphBase {
   // parameter default value
   std::map<std::string, AnfNodePtr> parameter_default_value_;
   std::unordered_map<AnfNodePtr, AnfNodePtr> make_ref_params_;
+  size_t seen_;
 
   std::list<CNodePtr> GetOrderedCnodes();
   void EraseUnusedNodeInOrder(const AnfNodePtr &n);
@@ -364,6 +365,8 @@ inline CNodePtr NewCNode(const std::vector<AnfNodePtr> &inputs, const FuncGraphP
   return fg->NewCNode(inputs);
 }
 
+size_t NewFgSeenGeneration();
+
 // Find the root cnodes of a segment of cnodes.
 std::shared_ptr<OrderedSet<CNodePtr>> FindRoots(const std::vector<CNodePtr> &segment);
 // Find the leaf cnodes of a segment of cnodes.
diff --git a/mindspore/ccsrc/ir/manager.cc b/mindspore/ccsrc/ir/manager.cc
index 00b31d543ed189bca0f186fe95f26696955c7c89..cfaa84a05bdf2d742118991d6958e90d63e1ecd9 100644
--- a/mindspore/ccsrc/ir/manager.cc
+++ b/mindspore/ccsrc/ir/manager.cc
@@ -755,8 +755,8 @@ void DepComputer::Recompute(const FuncGraphPtr &fg) {
   }
 }
 
-FuncGraphSetPtr FuncGraphParentsTotalComputer::SeekParents(const FuncGraphPtr &fg, const FuncGraphSetPtr &path) {
-  if (path == nullptr || path->contains(fg)) {
+FuncGraphSetPtr FuncGraphParentsTotalComputer::SeekParents(const FuncGraphPtr &fg, size_t seen_num) {
+  if (fg->seen_ == seen_num) {
     return std::make_shared<FuncGraphSet>();
   }
   FuncGraphSetPtr parents = std::make_shared<FuncGraphSet>();
@@ -770,9 +770,9 @@ FuncGraphSetPtr FuncGraphParentsTotalComputer::SeekParents(const FuncGraphPtr &f
   // Search the fv in fg's child func graph.
   auto &fg_value_nodes = fg->func_graph_value_nodes();
   for (auto &fg_value_node : fg_value_nodes) {
-    path->add(fg);
+    fg->seen_ = seen_num;
     auto gt = GetValueNode<FuncGraphPtr>(fg_value_node.first);
-    parents->update(SeekParents(gt, path));
+    parents->update(SeekParents(gt, seen_num));
   }
   (void)parents->erase(fg);
   return parents;
@@ -780,7 +780,7 @@ FuncGraphSetPtr FuncGraphParentsTotalComputer::SeekParents(const FuncGraphPtr &f
 
 void FuncGraphParentsTotalComputer::RealRecompute(FuncGraphPtr fg) {
   MS_EXCEPTION_IF_NULL(fg);
-  func_graph_parents_total_analysis_[fg].update(SeekParents(fg));
+  func_graph_parents_total_analysis_[fg].update(SeekParents(fg, NewFgSeenGeneration()));
 }
 
 bool set_len_compare(const FuncGraphSetPair &lhs, const FuncGraphSetPair &rhs) {
@@ -968,9 +968,8 @@ void RecursiveComputer::CheckRecursiveGraphs(const FuncGraphPtr &fg, std::list<F
   }
 }
 
-bool FuncGraphJTotalComputer::SeekJ(const FuncGraphPtr &fg, const FuncGraphSetPtr &path) {
-  MS_EXCEPTION_IF_NULL(path);
-  if (path->contains(fg)) {
+bool FuncGraphJTotalComputer::SeekJ(const FuncGraphPtr &fg, size_t seen_num) {
+  if (fg->seen_ == seen_num) {
     MS_LOG(DEBUG) << fg->ToString() << " had been checked";
     return false;
   }
@@ -978,19 +977,20 @@ bool FuncGraphJTotalComputer::SeekJ(const FuncGraphPtr &fg, const FuncGraphSetPt
   if (!j_fg_value_nodes.empty()) {
     // check g1->J(fg)->g2->g cycle;
     auto contains_j =
-      std::find_if(j_fg_value_nodes.begin(), j_fg_value_nodes.end(),
-                   [path](const std::pair<AnfNodePtr, int> iter) { return !path->contains(GetValueNode<FuncGraphPtr>(iter.first)); });
+      std::find_if(j_fg_value_nodes.begin(), j_fg_value_nodes.end(), [seen_num](const std::pair<AnfNodePtr, int> iter) {
+        return GetValueNode<FuncGraphPtr>(iter.first)->seen_ != seen_num;
+      });
     if (contains_j != j_fg_value_nodes.end()) {
       MS_LOG(DEBUG) << fg->ToString() << " contains J(" << contains_j->first->ToString() << ")";
       return true;
     }
   }
-  path->add(fg);
+  fg->seen_ = seen_num;
 
   // check if func graphs used contains J(func_graph);
   for (auto &item : fg->func_graph_value_nodes()) {
     auto used_g = GetValueNode<FuncGraphPtr>(item.first);
-    if (SeekJ(used_g, path)) {
+    if (SeekJ(used_g, seen_num)) {
       MS_LOG(DEBUG) << fg->ToString() << " users func graph " << used_g->ToString() << " which contains J(func_graph)";
       return true;
     }
@@ -1000,7 +1000,6 @@ bool FuncGraphJTotalComputer::SeekJ(const FuncGraphPtr &fg, const FuncGraphSetPt
 }
 
 void FuncGraphJTotalComputer::RealRecompute(FuncGraphPtr fg) {
-  std::shared_ptr<FuncGraphSet> path = std::make_shared<FuncGraphSet>();
-  this->j_total_analysis_[fg] = SeekJ(fg, path);
+  this->j_total_analysis_[fg] = SeekJ(fg, NewFgSeenGeneration());
 }
 }  // namespace mindspore
diff --git a/mindspore/ccsrc/ir/manager.h b/mindspore/ccsrc/ir/manager.h
index 06b2859feace0a0d2613af05b37337e1c17a2ec6..d748a08593f03881284b0ed9a74dc94aa14c428a 100644
--- a/mindspore/ccsrc/ir/manager.h
+++ b/mindspore/ccsrc/ir/manager.h
@@ -283,7 +283,7 @@ class FuncGraphParentsTotalComputer final : public DepComputer {
   void RealRecompute(FuncGraphPtr fg) override;
 
  private:
-  FuncGraphSetPtr SeekParents(const FuncGraphPtr &fg, const FuncGraphSetPtr &path = std::make_shared<FuncGraphSet>());
+  FuncGraphSetPtr SeekParents(const FuncGraphPtr &fg, size_t seen_num);
 };
 
 using FuncGraphToFuncGraphMap = OrderedMap<FuncGraphPtr, FuncGraphPtr>;
@@ -423,7 +423,7 @@ class FuncGraphJTotalComputer final : public DepComputer {
   void ExtraReset() override { j_total_analysis_.clear(); }
 
   void RealRecompute(FuncGraphPtr fg) override;
-  bool SeekJ(const FuncGraphPtr &fg, const FuncGraphSetPtr &path);
+  bool SeekJ(const FuncGraphPtr &fg, size_t seen_num);
 };
 
 class FuncGraphManager : public std::enable_shared_from_this<FuncGraphManager> {