diff --git a/mindspore/ccsrc/ir/optimizer_caller.h b/mindspore/ccsrc/ir/optimizer_caller.h
index bd30454147..036f4ab510 100644
--- a/mindspore/ccsrc/ir/optimizer_caller.h
+++ b/mindspore/ccsrc/ir/optimizer_caller.h
@@ -17,13 +17,23 @@
 #ifndef MINDSPORE_CCSRC_IR_OPTIMIZER_CALLER_H_
 #define MINDSPORE_CCSRC_IR_OPTIMIZER_CALLER_H_
 
+#include <memory>
+
 #include "ir/anf.h"
-#include "optimizer/opt.h"
 
 namespace mindspore {
+namespace opt {
+class Optimizer;
+using OptimizerPtr = std::shared_ptr<Optimizer>;
+using OptimizerWeakPtr = std::weak_ptr<Optimizer>;
+
+using PredicateFuncType = std::function<bool(const AnfNodePtr &)>;
+}  // namespace opt
+
 class OptimizerCaller {
  public:
   virtual AnfNodePtr operator()(const opt::OptimizerPtr &, const AnfNodePtr &) { return nullptr; }
 };
+using OptimizerCallerPtr = std::shared_ptr<OptimizerCaller>;
 }  // namespace mindspore
 #endif  // MINDSPORE_CCSRC_IR_OPTIMIZER_CALLER_H_
diff --git a/mindspore/ccsrc/optimizer/irpass.cc b/mindspore/ccsrc/optimizer/irpass.cc
index 0033e386d8..0996abee2c 100644
--- a/mindspore/ccsrc/optimizer/irpass.cc
+++ b/mindspore/ccsrc/optimizer/irpass.cc
@@ -14,140 +14,154 @@
  * limitations under the License.
  */
 
-#include "optimizer/irpass.h"
-
 #include <string>
 
-#include "optimizer/irpass/symbol_resolver.h"
+#include "optimizer/irpass.h"
 #include "optimizer/irpass/arithmetic_simplify.h"
-#include "optimizer/irpass/special_op_eliminate.h"
-#include "optimizer/irpass/item_tuple_eliminate.h"
-#include "optimizer/irpass/env_item_eliminate.h"
-#include "optimizer/irpass/tile_eliminate.h"
-#include "optimizer/irpass/cast_eliminate.h"
-#include "optimizer/irpass/reshape_eliminate.h"
-#include "optimizer/irpass/transpose_eliminate.h"
-#include "optimizer/irpass/reduce_eliminate.h"
-#include "optimizer/irpass/partial_eliminate.h"
-#include "optimizer/irpass/ref_eliminate.h"
-#include "optimizer/irpass/merge_addn.h"
 #include "optimizer/irpass/branch_culling.h"
+#include "optimizer/irpass/cast_eliminate.h"
+#include "optimizer/irpass/convert.h"
+#include "optimizer/irpass/env_item_eliminate.h"
+#include "optimizer/irpass/grad_var_prepare.h"
 #include "optimizer/irpass/gradient_eliminate.h"
-#include "optimizer/irpass/minmax_grad.h"
 #include "optimizer/irpass/inline.h"
-#include "optimizer/irpass/convert.h"
-#include "optimizer/irpass/specialize_transform.h"
-#include "optimizer/irpass/incorporate_getitem.h"
 #include "optimizer/irpass/incorporate_call.h"
-#include "optimizer/irpass/grad_var_prepare.h"
-#include "optimizer/irpass/param_replace.h"
+#include "optimizer/irpass/incorporate_getitem.h"
+#include "optimizer/irpass/item_tuple_eliminate.h"
 #include "optimizer/irpass/mark_interface_fusion.h"
+#include "optimizer/irpass/merge_addn.h"
+#include "optimizer/irpass/minmax_grad.h"
+#include "optimizer/irpass/param_replace.h"
+#include "optimizer/irpass/partial_eliminate.h"
+#include "optimizer/irpass/reduce_eliminate.h"
+#include "optimizer/irpass/ref_eliminate.h"
+#include "optimizer/irpass/reshape_eliminate.h"
+#include "optimizer/irpass/special_op_eliminate.h"
+#include "optimizer/irpass/specialize_transform.h"
+#include "optimizer/irpass/symbol_resolver.h"
+#include "optimizer/irpass/tile_eliminate.h"
+#include "optimizer/irpass/transpose_eliminate.h"
 #include "optimizer/opt.h"
 
 namespace mindspore {
 namespace opt {
 namespace irpass {
 OptimizeIRPassLib::OptimizeIRPassLib() {
-  arithmetic_simplify_ = MakeSubstitution(ArithmeticSimplify(), "arithmetic_simplify",
+  arithmetic_simplify_ = MakeSubstitution(std::make_shared<ArithmeticSimplify>(), "arithmetic_simplify",
                                           {prim::kPrimScalarAdd, prim::kPrimScalarMul, prim::kPrimTensorAdd,
                                            prim::kPrimIdentity, prim::kPrimMomentum, prim::kPrimMul, prim::kPrimPow});
-  arithmetic_simplify2_ = MakeSubstitution(ArithmeticSimplify2(), "arithmetic_simplify2", {prim::kPrimMul});
+  arithmetic_simplify2_ =
+    MakeSubstitution(std::make_shared<ArithmeticSimplify2>(), "arithmetic_simplify2", {prim::kPrimMul});
   special_op_eliminate_ =
-    MakeSubstitution(SpecialOpEliminater(), "special_op_eliminate",
+    MakeSubstitution(std::make_shared<SpecialOpEliminater>(), "special_op_eliminate",
                      {prim::kPrimInsertGradientOf, prim::kPrimStopGradient, prim::kPrimHookBackward,
                       prim::kPrimPrintShapeType, prim::kPrimGetRefKey, prim::kPrimMirror, prim::kPrimVirtualDiv});
-  zero_like_fill_zero_ = MakeSubstitution(ZeroLikeFillZero(), "zero_like_fill_zero", prim::kPrimZerosLike);
-  adjust_all_reduce_mul_add_ = MakeSubstitution(AdjustAllReduceMulAdd(), "adjust_all_reduce_mul_add", prim::kPrimAddN);
+  zero_like_fill_zero_ =
+    MakeSubstitution(std::make_shared<ZeroLikeFillZero>(), "zero_like_fill_zero", prim::kPrimZerosLike);
+  adjust_all_reduce_mul_add_ =
+    MakeSubstitution(std::make_shared<AdjustAllReduceMulAdd>(), "adjust_all_reduce_mul_add", prim::kPrimAddN);
 
   // ops eliminate
-  item_tuple_eliminate_ =
-    MakeSubstitution(ItemTupleEliminater(), "item_tuple_eliminate", {prim::kPrimTupleGetItem, prim::kPrimTupleSetItem});
-  tile_eliminate_ = MakeSubstitution(TileMultiplyByOne(), "tile_eliminate", prim::kPrimTile);
-  cast_eliminate_ = MakeSubstitution(CastEliminater(), "cast_eliminate", prim::kPrimCast);
-  reshape_eliminate_ = MakeSubstitution(ReshapeEliminater(), "reshape_eliminate", prim::kPrimReshape);
-  transpose_eliminate_ = MakeSubstitution(TransposeSameIOEliminater(), "transpose_eliminate", prim::kPrimTranspose);
+  item_tuple_eliminate_ = MakeSubstitution(std::make_shared<ItemTupleEliminater>(), "item_tuple_eliminate",
+                                           {prim::kPrimTupleGetItem, prim::kPrimTupleSetItem});
+  tile_eliminate_ = MakeSubstitution(std::make_shared<TileMultiplyByOne>(), "tile_eliminate", prim::kPrimTile);
+  cast_eliminate_ = MakeSubstitution(std::make_shared<CastEliminater>(), "cast_eliminate", prim::kPrimCast);
+  reshape_eliminate_ = MakeSubstitution(std::make_shared<ReshapeEliminater>(), "reshape_eliminate", prim::kPrimReshape);
+  transpose_eliminate_ =
+    MakeSubstitution(std::make_shared<TransposeSameIOEliminater>(), "transpose_eliminate", prim::kPrimTranspose);
   reduce_eliminate_ = MakeSubstitution(
-    ReduceOneEliminater(), "reduce_eliminate",
+    std::make_shared<ReduceOneEliminater>(), "reduce_eliminate",
     {prim::kPrimReduceMean, prim::kPrimReduceAll, prim::kPrimReduceSum, prim::kPrimReduceMax, prim::kPrimReduceMin});
-  partial_eliminate_ = MakeSubstitution(PartialEliminater(), "partial_eliminate", IsCNodeDup);
-  same_eliminate_ = MakeSubstitution(SameEliminater(), "same_eliminate", prim::kPrimSameTypeShape);
-  check_bprop_eliminate_ = MakeSubstitution(CheckBpropEliminater(), "check_bprop_eliminate", prim::kPrimCheckBprop);
-  reset_defer_inline_ = MakeSubstitution(ResetDeferInline(), "reset_defer_inline", IsValueNode<FuncGraph>);
-  depend_value_elim_ = MakeSubstitution(DependValueElim(), "depend_value_elim", prim::kPrimDepend);
+  partial_eliminate_ = MakeSubstitution(std::make_shared<PartialEliminater>(), "partial_eliminate", IsCNodeDup);
+  same_eliminate_ = MakeSubstitution(std::make_shared<SameEliminater>(), "same_eliminate", prim::kPrimSameTypeShape);
+  check_bprop_eliminate_ =
+    MakeSubstitution(std::make_shared<CheckBpropEliminater>(), "check_bprop_eliminate", prim::kPrimCheckBprop);
+  reset_defer_inline_ =
+    MakeSubstitution(std::make_shared<ResetDeferInline>(), "reset_defer_inline", IsValueNode<FuncGraph>);
+  depend_value_elim_ = MakeSubstitution(std::make_shared<DependValueElim>(), "depend_value_elim", prim::kPrimDepend);
 
   // Env Item Eliminate
-  env_get_item_eliminate_ = MakeSubstitution(EnvGetItemEliminater(), "env_get_item_eliminate", prim::kPrimEnvGetItem);
-  new_env_get_item_ = MakeSubstitution(NewEnvGetItem(), "new_env_get_item", prim::kPrimEnvGetItem);
+  env_get_item_eliminate_ =
+    MakeSubstitution(std::make_shared<EnvGetItemEliminater>(), "env_get_item_eliminate", prim::kPrimEnvGetItem);
+  new_env_get_item_ = MakeSubstitution(std::make_shared<NewEnvGetItem>(), "new_env_get_item", prim::kPrimEnvGetItem);
   incorporate_env_getitem_ =
-    MakeSubstitution(IncorporateEnvGetitem(), "incorporate_env_get_item", prim::kPrimEnvGetItem);
-  incorporate_env_getitem_switch_ =
-    MakeSubstitution(IncorporateEnvGetitemSwitch(), "incorporate_env_getitem_switch", prim::kPrimEnvGetItem);
+    MakeSubstitution(std::make_shared<IncorporateEnvGetitem>(), "incorporate_env_get_item", prim::kPrimEnvGetItem);
+  incorporate_env_getitem_switch_ = MakeSubstitution(std::make_shared<IncorporateEnvGetitemSwitch>(),
+                                                     "incorporate_env_getitem_switch", prim::kPrimEnvGetItem);
 
   // Ref eliminate
-  make_ref_eliminate_ = MakeSubstitution(MakeRefEliminater(), "make_ref_eliminate", prim::kPrimMakeRef);
-  get_ref_param_eliminate_ = MakeSubstitution(GetRefParamEliminater(), "get_ref_param_eliminate",
+  make_ref_eliminate_ =
+    MakeSubstitution(std::make_shared<MakeRefEliminater>(), "make_ref_eliminate", prim::kPrimMakeRef);
+  get_ref_param_eliminate_ = MakeSubstitution(std::make_shared<GetRefParamEliminater>(), "get_ref_param_eliminate",
                                               {prim::kPrimGetRefValue, prim::kPrimGetRefOrigin});
-  get_make_ref_eliminate_ = MakeSubstitution(GetMakeRefEliminater(), "get_make_ref_eliminate",
+  get_make_ref_eliminate_ = MakeSubstitution(std::make_shared<GetMakeRefEliminater>(), "get_make_ref_eliminate",
                                              {prim::kPrimGetRefKey, prim::kPrimGetRefValue, prim::kPrimGetRefOrigin});
 
-  replace_refkey_by_param_ =
-    MakeSubstitution(ReplaceRefkeyByParam(), "replace_refkey_by_param", IsValueNode<RefKey>, opt::FORCE_RENORM);
-  replace_old_param_ = MakeSubstitution(ReplaceOldParam(), "replace_old_param", IsParam);
+  replace_refkey_by_param_ = MakeSubstitution(std::make_shared<ReplaceRefkeyByParam>(), "replace_refkey_by_param",
+                                              IsValueNode<RefKey>, opt::FORCE_RENORM);
+  replace_old_param_ = MakeSubstitution(std::make_shared<ReplaceOldParam>(), "replace_old_param", IsParam);
   // Gradient transforms
-  expand_jprim_ = MakeSubstitution(ExpandJPrim(), "expand_jprim", prim::kPrimJ);
-  minmaximum_grad_ = MakeSubstitution(MinMaximumGrad(), "minmaximum_grad", prim::kPrimTupleGetItem);
+  expand_jprim_ = MakeSubstitution(std::make_shared<ExpandJPrim>(), "expand_jprim", prim::kPrimJ);
+  minmaximum_grad_ = MakeSubstitution(std::make_shared<MinMaximumGrad>(), "minmaximum_grad", prim::kPrimTupleGetItem);
 
   // branch culling
-  switch_simplify_ = MakeSubstitution(SwitchSimplify(), "switch_simplify", prim::kPrimSwitch);
-  float_tuple_getitem_switch_ =
-    MakeSubstitution(FloatTupleGetItemSwitch(), "float_tuple_getitem_switch", prim::kPrimTupleGetItem);
+  switch_simplify_ = MakeSubstitution(std::make_shared<SwitchSimplify>(), "switch_simplify", prim::kPrimSwitch);
+  float_tuple_getitem_switch_ = MakeSubstitution(std::make_shared<FloatTupleGetItemSwitch>(),
+                                                 "float_tuple_getitem_switch", prim::kPrimTupleGetItem);
   float_env_getitem_switch_ =
-    MakeSubstitution(FloatEnvGetItemSwitch(), "float_env_getitem_switch", prim::kPrimEnvGetItem);
-  convert_switch_replacement_ = MakeSubstitution(ConvertSwitchReplacement(), "convert_switch_replacement", IsCNodeDup);
+    MakeSubstitution(std::make_shared<FloatEnvGetItemSwitch>(), "float_env_getitem_switch", prim::kPrimEnvGetItem);
+  convert_switch_replacement_ =
+    MakeSubstitution(std::make_shared<ConvertSwitchReplacement>(), "convert_switch_replacement", IsCNodeDup);
 
   // Addn
-  merge_addn_ = MakeSubstitution(MergeAddN(), "merge_addn", prim::kPrimAddN);
-  addn_zero_filter_ = MakeSubstitution(AddNZeroFilter(), "addn_zero_filter", prim::kPrimAddN);
+  merge_addn_ = MakeSubstitution(std::make_shared<MergeAddN>(), "merge_addn", prim::kPrimAddN);
+  addn_zero_filter_ = MakeSubstitution(std::make_shared<AddNZeroFilter>(), "addn_zero_filter", prim::kPrimAddN);
 
   // inline
-  inline_ = MakeSubstitution(Inliner(), "inline", IsCNodeGraph);
-  replace_applicator_ = MakeSubstitution(ReplaceApplicator(), "replace_applicator", IsValueNode<FuncGraph>);
-  specialize_transform_ = MakeSubstitution(SpecializeOnGraphArguments(), "specialize_transform", IsCNodeGraph);
+  inline_ = MakeSubstitution(std::make_shared<Inliner>(), "inline", IsCNodeGraph);
+  replace_applicator_ =
+    MakeSubstitution(std::make_shared<ReplaceApplicator>(), "replace_applicator", IsValueNode<FuncGraph>);
+  specialize_transform_ =
+    MakeSubstitution(std::make_shared<SpecializeOnGraphArguments>(), "specialize_transform", IsCNodeGraph);
 
   // Incorporation
   incorporate_getitem_set_ =
-    MakeSubstitution(IncorporateGetitemSet(), "incorporate_getitem_set", prim::kPrimTupleGetItem);
-  incorporate_getitem_from_param_ =
-    MakeSubstitution(IncorporateGetitemFromParam(), "incorporate_getitem_from_param", IsCNodeGraphKernel);
-  incorporate_call_ = MakeSubstitution(IncorporateCall(), "incorporate_call", IsCNodeDup);
-  incorporate_call_switch_ = MakeSubstitution(IncorporateCallSwitch(), "incorporate_call_switch", IsCNodeDup);
+    MakeSubstitution(std::make_shared<IncorporateGetitemSet>(), "incorporate_getitem_set", prim::kPrimTupleGetItem);
+  incorporate_getitem_from_param_ = MakeSubstitution(std::make_shared<IncorporateGetitemFromParam>(),
+                                                     "incorporate_getitem_from_param", IsCNodeGraphKernel);
+  incorporate_call_ = MakeSubstitution(std::make_shared<IncorporateCall>(), "incorporate_call", IsCNodeDup);
+  incorporate_call_switch_ =
+    MakeSubstitution(std::make_shared<IncorporateCallSwitch>(), "incorporate_call_switch", IsCNodeDup);
 
   // Virtual Dataset
-  virtual_dataset_eliminate_ =
-    MakeSubstitution(VirtualDatasetEliminater(), "virtual_dataset_eliminate", prim::kPrimVirtualDataset);
+  virtual_dataset_eliminate_ = MakeSubstitution(std::make_shared<VirtualDatasetEliminater>(),
+                                                "virtual_dataset_eliminate", prim::kPrimVirtualDataset);
 
   // Convert
-  print_tuple_wrapper_ = MakeSubstitution(PrintTupleWrapper(), "print_tuple_wrapper", prim::kPrimPrint);
+  print_tuple_wrapper_ =
+    MakeSubstitution(std::make_shared<PrintTupleWrapper>(), "print_tuple_wrapper", prim::kPrimPrint);
 
   // Unused parameter eliminate
   unused_parameter_eliminate_ =
-    MakeSubstitution(UnusedParasEliminater(), "unused_parameter_eliminate", IsCNodeGraphKernel);
-  unused_output_eliminate_ = MakeSubstitution(UnusedOutputEliminater(), "unused_output_eliminate", IsCNodeGraphKernel);
+    MakeSubstitution(std::make_shared<UnusedParasEliminater>(), "unused_parameter_eliminate", IsCNodeGraphKernel);
+  unused_output_eliminate_ =
+    MakeSubstitution(std::make_shared<UnusedOutputEliminater>(), "unused_output_eliminate", IsCNodeGraphKernel);
 
   // AddN eliminate
-  addn_eliminate_ = MakeSubstitution(AddNEliminater(), "addn_eliminate", IsCNodeGraphKernel);
+  addn_eliminate_ = MakeSubstitution(std::make_shared<AddNEliminater>(), "addn_eliminate", IsCNodeGraphKernel);
 
   // Mark interface fusion
-  mark_interface_fusion_ = MakeSubstitution(MarkInterfaceFusion(), "mark_interface_fusion", prim::kPrimSelect);
+  mark_interface_fusion_ =
+    MakeSubstitution(std::make_shared<MarkInterfaceFusion>(), "mark_interface_fusion", prim::kPrimSelect);
 }
 
 ResolveIRPassLib::ResolveIRPassLib() {
-  resolver_resolve_ = MakeSubstitution(ResolverResolve(), "resolver_resolve", prim::kPrimResolve);
-  resolver_getattr_ = MakeSubstitution(ResolverGetattr(), "resolver_getattr", prim::kPrimGetAttr);
+  resolver_resolve_ = MakeSubstitution(std::make_shared<ResolverResolve>(), "resolver_resolve", prim::kPrimResolve);
+  resolver_getattr_ = MakeSubstitution(std::make_shared<ResolverGetattr>(), "resolver_getattr", prim::kPrimGetAttr);
 }
 
 InferenceOptPrepareLib::InferenceOptPrepareLib() {
-  grad_var_prepare_ = MakeSubstitution(GradVarPrepare(), "grad_var_prepare", IsCNode);
+  grad_var_prepare_ = MakeSubstitution(std::make_shared<GradVarPrepare>(), "grad_var_prepare", IsCNode);
 }
 }  // namespace irpass
 }  // namespace opt
diff --git a/mindspore/ccsrc/optimizer/irpass/arithmetic_simplify.h b/mindspore/ccsrc/optimizer/irpass/arithmetic_simplify.h
index 270db8305f..a26b81e952 100644
--- a/mindspore/ccsrc/optimizer/irpass/arithmetic_simplify.h
+++ b/mindspore/ccsrc/optimizer/irpass/arithmetic_simplify.h
@@ -17,15 +17,16 @@
 #ifndef MINDSPORE_CCSRC_OPTIMIZER_IRPASS_ARITHMETIC_SIMPLIFY_H_
 #define MINDSPORE_CCSRC_OPTIMIZER_IRPASS_ARITHMETIC_SIMPLIFY_H_
 
-#include <vector>
-#include <memory>
 #include <algorithm>
+#include <memory>
+#include <vector>
 
-#include "optimizer/optimizer.h"
-#include "optimizer/irpass.h"
-#include "optimizer/irpass/prim_eliminate.h"
+#include "ir/optimizer_caller.h"
 #include "ir/visitor.h"
 #include "operator/ops.h"
+#include "optimizer/irpass.h"
+#include "optimizer/irpass/prim_eliminate.h"
+#include "optimizer/optimizer.h"
 
 namespace mindspore {
 namespace opt {
@@ -739,17 +740,17 @@ class AdjustAllReduceMulAdd : public AnfVisitor {
   FuncGraphPtr all_reduce_fg_{nullptr};
 };
 
-class ArithmeticSimplify {
+class ArithmeticSimplify : public OptimizerCaller {
  public:
   ArithmeticSimplify()
-      : multiply_by_zero_or_one_(),
-        tensor_multiply_by_one_(),
-        add_by_zero_(),
-        tensor_add_by_zero_(),
-        identity_(prim::kPrimIdentity),
-        opt_update_zero_tensor_(),
-        constant_duplicate_mul_(),
-        power_one_() {
+      : multiply_by_zero_or_one_(std::make_shared<MultiplyByZeroOrOne>()),
+        tensor_multiply_by_one_(std::make_shared<TensorMultiplyByOne>()),
+        add_by_zero_(std::make_shared<AddByZero>()),
+        tensor_add_by_zero_(std::make_shared<TensorAddByZero>()),
+        identity_(std::make_shared<PrimEliminater>(prim::kPrimIdentity)),
+        opt_update_zero_tensor_(std::make_shared<OptUpdateZeroTensor>()),
+        constant_duplicate_mul_(std::make_shared<ConstantDuplicateMul>()),
+        power_one_(std::make_shared<PowerOneEliminate>()) {
     eliminaters_.emplace_back(multiply_by_zero_or_one_);
     eliminaters_.emplace_back(tensor_multiply_by_one_);
     eliminaters_.emplace_back(add_by_zero_);
@@ -761,10 +762,10 @@ class ArithmeticSimplify {
   }
   ~ArithmeticSimplify() = default;
 
-  AnfNodePtr operator()(const OptimizerPtr &optimizer, const AnfNodePtr &node) {
+  AnfNodePtr operator()(const OptimizerPtr &optimizer, const AnfNodePtr &node) override {
     AnfNodePtr new_node;
     for (auto &eliminater : eliminaters_) {
-      new_node = eliminater(optimizer, node);
+      new_node = (*eliminater)(optimizer, node);
       if (new_node != nullptr) {
         return new_node;
       }
@@ -773,15 +774,9 @@ class ArithmeticSimplify {
   }
 
  private:
-  MultiplyByZeroOrOne multiply_by_zero_or_one_;
-  TensorMultiplyByOne tensor_multiply_by_one_;
-  AddByZero add_by_zero_;
-  TensorAddByZero tensor_add_by_zero_;
-  PrimEliminater identity_;
-  OptUpdateZeroTensor opt_update_zero_tensor_;
-  ConstantDuplicateMul constant_duplicate_mul_;
-  PowerOneEliminate power_one_;
-  std::vector<TransformFuncType> eliminaters_{};
+  OptimizerCallerPtr multiply_by_zero_or_one_, tensor_multiply_by_one_, add_by_zero_, tensor_add_by_zero_, identity_,
+    opt_update_zero_tensor_, constant_duplicate_mul_, power_one_;
+  std::vector<OptimizerCallerPtr> eliminaters_{};
 };
 
 // Arithmetic Simplifications should be done after step_parallel.
@@ -789,15 +784,17 @@ class ArithmeticSimplify {
 // with shape(weight), but after step_parallel, shape of weight may be changed, so the
 // shape of the constant tensor should also be changed. So this pass is seperated from
 // ArithmeticSimplify and deferred until step_parallel.
-class ArithmeticSimplify2 {
+class ArithmeticSimplify2 : public OptimizerCaller {
  public:
-  ArithmeticSimplify2() : tensor_multiply_by_zero_() { eliminaters_.emplace_back(tensor_multiply_by_zero_); }
+  ArithmeticSimplify2() : tensor_multiply_by_zero_(std::make_shared<TensorMultiplyByZero>()) {
+    eliminaters_.emplace_back(tensor_multiply_by_zero_);
+  }
   ~ArithmeticSimplify2() = default;
 
-  AnfNodePtr operator()(const OptimizerPtr &optimizer, const AnfNodePtr &node) {
+  AnfNodePtr operator()(const OptimizerPtr &optimizer, const AnfNodePtr &node) override {
     AnfNodePtr new_node;
     for (auto &eliminater : eliminaters_) {
-      new_node = eliminater(optimizer, node);
+      new_node = (*eliminater)(optimizer, node);
       if (new_node != nullptr) {
         return new_node;
       }
@@ -806,8 +803,8 @@ class ArithmeticSimplify2 {
   }
 
  private:
-  TensorMultiplyByZero tensor_multiply_by_zero_;
-  std::vector<TransformFuncType> eliminaters_{};
+  OptimizerCallerPtr tensor_multiply_by_zero_;
+  std::vector<OptimizerCallerPtr> eliminaters_{};
 };
 }  // namespace irpass
 }  // namespace opt
diff --git a/mindspore/ccsrc/optimizer/irpass/cast_eliminate.h b/mindspore/ccsrc/optimizer/irpass/cast_eliminate.h
index 734d88cb10..d98d0b677b 100644
--- a/mindspore/ccsrc/optimizer/irpass/cast_eliminate.h
+++ b/mindspore/ccsrc/optimizer/irpass/cast_eliminate.h
@@ -17,9 +17,9 @@
 #ifndef MINDSPORE_CCSRC_OPTIMIZER_IRPASS_CAST_ELIMINATE_H_
 #define MINDSPORE_CCSRC_OPTIMIZER_IRPASS_CAST_ELIMINATE_H_
 
+#include "ir/visitor.h"
 #include "optimizer/irpass.h"
 #include "optimizer/optimizer.h"
-#include "ir/visitor.h"
 
 namespace mindspore {
 namespace opt {
@@ -52,12 +52,12 @@ class TwoCastEliminater : public AnfVisitor {
   AnfNodePtr x_{nullptr}, t_{nullptr};
 };
 
-class CastEliminater {
+class CastEliminater : public OptimizerCaller {
  public:
   CastEliminater() : cast_same_type_eliminater_(), two_cast_eliminater_() {}
   ~CastEliminater() = default;
 
-  AnfNodePtr operator()(const OptimizerPtr &optimizer, const AnfNodePtr &node) {
+  AnfNodePtr operator()(const OptimizerPtr &optimizer, const AnfNodePtr &node) override {
     auto new_node = cast_same_type_eliminater_(optimizer, node);
     if (new_node != nullptr) {
       return new_node;
diff --git a/mindspore/ccsrc/optimizer/irpass/env_item_eliminate.h b/mindspore/ccsrc/optimizer/irpass/env_item_eliminate.h
index 0f59c69fef..3f100dcaec 100644
--- a/mindspore/ccsrc/optimizer/irpass/env_item_eliminate.h
+++ b/mindspore/ccsrc/optimizer/irpass/env_item_eliminate.h
@@ -17,18 +17,19 @@
 #ifndef MINDSPORE_CCSRC_OPTIMIZER_IRPASS_ENV_ITEM_ELIMINATE_H_
 #define MINDSPORE_CCSRC_OPTIMIZER_IRPASS_ENV_ITEM_ELIMINATE_H_
 
-#include <vector>
-#include <utility>
 #include <algorithm>
-#include <unordered_map>
 #include <memory>
+#include <unordered_map>
+#include <utility>
+#include <vector>
 
-#include "optimizer/irpass.h"
-#include "optimizer/optimizer.h"
-#include "ir/visitor.h"
 #include "ir/func_graph.h"
 #include "ir/func_graph_cloner.h"
+#include "ir/optimizer_caller.h"
+#include "ir/visitor.h"
 #include "operator/ops.h"
+#include "optimizer/irpass.h"
+#include "optimizer/optimizer.h"
 #include "utils/symbolic.h"
 
 namespace mindspore {
@@ -225,19 +226,22 @@ class EnvGetSetItem : public AnfVisitor {
   bool is_match_{false};
 };
 
-class EnvGetItemEliminater {
+class EnvGetItemEliminater : public OptimizerCaller {
  public:
-  EnvGetItemEliminater() : new_env_get_item_(), add_env_get_item_(), env_get_set_item_() {
+  EnvGetItemEliminater()
+      : new_env_get_item_(std::make_shared<NewEnvGetItem>()),
+        add_env_get_item_(std::make_shared<AddEnvGetItem>()),
+        env_get_set_item_(std::make_shared<EnvGetSetItem>()) {
     eliminaters_.emplace_back(new_env_get_item_);
     eliminaters_.emplace_back(add_env_get_item_);
     eliminaters_.emplace_back(env_get_set_item_);
   }
   ~EnvGetItemEliminater() = default;
 
-  AnfNodePtr operator()(const OptimizerPtr &optimizer, const AnfNodePtr &node) {
+  AnfNodePtr operator()(const OptimizerPtr &optimizer, const AnfNodePtr &node) override {
     AnfNodePtr new_node;
     for (auto &eliminater : eliminaters_) {
-      new_node = eliminater(optimizer, node);
+      new_node = (*eliminater)(optimizer, node);
       if (new_node != nullptr) {
         return new_node;
       }
@@ -246,10 +250,8 @@ class EnvGetItemEliminater {
   }
 
  private:
-  NewEnvGetItem new_env_get_item_;
-  AddEnvGetItem add_env_get_item_;
-  EnvGetSetItem env_get_set_item_;
-  std::vector<TransformFuncType> eliminaters_{};
+  OptimizerCallerPtr new_env_get_item_, add_env_get_item_, env_get_set_item_;
+  std::vector<OptimizerCallerPtr> eliminaters_{};
 };
 
 // {prim::kPrimEnvGetItem, {G, Xs}, C, Y}
diff --git a/mindspore/ccsrc/optimizer/irpass/incorporate_getitem.h b/mindspore/ccsrc/optimizer/irpass/incorporate_getitem.h
index 5afee45e95..b6c8fb0e18 100644
--- a/mindspore/ccsrc/optimizer/irpass/incorporate_getitem.h
+++ b/mindspore/ccsrc/optimizer/irpass/incorporate_getitem.h
@@ -17,18 +17,20 @@
 #ifndef MINDSPORE_CCSRC_OPTIMIZER_IRPASS_INCORPORATE_GETITEM_H_
 #define MINDSPORE_CCSRC_OPTIMIZER_IRPASS_INCORPORATE_GETITEM_H_
 
-#include <vector>
 #include <algorithm>
-#include <unordered_map>
 #include <memory>
+#include <unordered_map>
 #include <unordered_set>
+#include <vector>
 
-#include "optimizer/irpass.h"
-#include "optimizer/optimizer.h"
-#include "ir/visitor.h"
 #include "ir/func_graph.h"
 #include "ir/func_graph_cloner.h"
+#include "ir/optimizer_caller.h"
+#include "ir/visitor.h"
 #include "operator/ops.h"
+#include "optimizer/irpass.h"
+#include "optimizer/optimizer.h"
+
 namespace mindspore {
 namespace opt {
 namespace irpass {
@@ -383,18 +385,20 @@ class IncorporateGetitemSwitch : public AnfVisitor {
   internal::GetitemTransform getitem_transform_;
 };
 
-class IncorporateGetitemSet {
+class IncorporateGetitemSet : public OptimizerCaller {
  public:
-  IncorporateGetitemSet() : incorporate_getitem_(), incorporate_getitem_switch_() {
+  IncorporateGetitemSet()
+      : incorporate_getitem_(std::make_shared<IncorporateGetitem>()),
+        incorporate_getitem_switch_(std::make_shared<IncorporateGetitemSwitch>()) {
     eliminaters_.emplace_back(incorporate_getitem_);
     eliminaters_.emplace_back(incorporate_getitem_switch_);
   }
   ~IncorporateGetitemSet() = default;
 
-  AnfNodePtr operator()(const OptimizerPtr &optimizer, const AnfNodePtr &node) {
+  AnfNodePtr operator()(const OptimizerPtr &optimizer, const AnfNodePtr &node) override {
     AnfNodePtr new_node;
     for (auto &eliminater : eliminaters_) {
-      new_node = eliminater(optimizer, node);
+      new_node = (*eliminater)(optimizer, node);
       if (new_node != nullptr) {
         return new_node;
       }
@@ -403,9 +407,8 @@ class IncorporateGetitemSet {
   }
 
  private:
-  IncorporateGetitem incorporate_getitem_;
-  IncorporateGetitemSwitch incorporate_getitem_switch_;
-  std::vector<TransformFuncType> eliminaters_{};
+  OptimizerCallerPtr incorporate_getitem_, incorporate_getitem_switch_;
+  std::vector<OptimizerCallerPtr> eliminaters_{};
 };
 }  // namespace irpass
 }  // namespace opt
diff --git a/mindspore/ccsrc/optimizer/irpass/item_tuple_eliminate.h b/mindspore/ccsrc/optimizer/irpass/item_tuple_eliminate.h
index 21cdff51ad..202951a254 100644
--- a/mindspore/ccsrc/optimizer/irpass/item_tuple_eliminate.h
+++ b/mindspore/ccsrc/optimizer/irpass/item_tuple_eliminate.h
@@ -17,13 +17,15 @@
 #ifndef MINDSPORE_CCSRC_OPTIMIZER_IRPASS_ITEM_TUPLE_ELIMINATE_H_
 #define MINDSPORE_CCSRC_OPTIMIZER_IRPASS_ITEM_TUPLE_ELIMINATE_H_
 
-#include <vector>
 #include <algorithm>
+#include <memory>
+#include <vector>
 
-#include "optimizer/irpass.h"
-#include "optimizer/optimizer.h"
+#include "ir/optimizer_caller.h"
 #include "ir/visitor.h"
 #include "operator/ops.h"
+#include "optimizer/irpass.h"
+#include "optimizer/optimizer.h"
 
 namespace mindspore {
 namespace opt {
@@ -261,14 +263,14 @@ class GetitemDependReorder : public AnfVisitor {
   AnfNodePtr x_{nullptr}, y_{nullptr}, c_{nullptr};
 };
 
-class ItemTupleEliminater {
+class ItemTupleEliminater : public OptimizerCaller {
  public:
   ItemTupleEliminater()
-      : get_item_eliminater_(),
-        get_item_const_eliminater_(),
-        set_item_eliminater_(),
-        get_set_item_eliminater_(),
-        get_item_depend_reorder_() {
+      : get_item_eliminater_(std::make_shared<GetitemEliminater>()),
+        get_item_const_eliminater_(std::make_shared<GetitemConstEliminater>()),
+        set_item_eliminater_(std::make_shared<SetitemEliminater>()),
+        get_set_item_eliminater_(std::make_shared<GetSetitemEliminater>()),
+        get_item_depend_reorder_(std::make_shared<GetitemDependReorder>()) {
     eliminaters_.emplace_back(get_item_eliminater_);
     eliminaters_.emplace_back(get_item_const_eliminater_);
     eliminaters_.emplace_back(set_item_eliminater_);
@@ -277,10 +279,10 @@ class ItemTupleEliminater {
   }
   ~ItemTupleEliminater() = default;
 
-  AnfNodePtr operator()(const OptimizerPtr &optimizer, const AnfNodePtr &node) {
+  AnfNodePtr operator()(const OptimizerPtr &optimizer, const AnfNodePtr &node) override {
     AnfNodePtr new_node;
     for (auto &eliminater : eliminaters_) {
-      new_node = eliminater(optimizer, node);
+      new_node = (*eliminater)(optimizer, node);
       if (new_node != nullptr) {
         return new_node;
       }
@@ -289,12 +291,9 @@ class ItemTupleEliminater {
   }
 
  private:
-  GetitemEliminater get_item_eliminater_;
-  GetitemConstEliminater get_item_const_eliminater_;
-  SetitemEliminater set_item_eliminater_;
-  GetSetitemEliminater get_set_item_eliminater_;
-  GetitemDependReorder get_item_depend_reorder_;
-  std::vector<TransformFuncType> eliminaters_{};
+  OptimizerCallerPtr get_item_eliminater_, get_item_const_eliminater_, set_item_eliminater_, get_set_item_eliminater_,
+    get_item_depend_reorder_;
+  std::vector<OptimizerCallerPtr> eliminaters_{};
 };
 }  // namespace irpass
 }  // namespace opt
diff --git a/mindspore/ccsrc/optimizer/irpass/ref_eliminate.h b/mindspore/ccsrc/optimizer/irpass/ref_eliminate.h
index 41f379221c..6d81b401c3 100644
--- a/mindspore/ccsrc/optimizer/irpass/ref_eliminate.h
+++ b/mindspore/ccsrc/optimizer/irpass/ref_eliminate.h
@@ -19,9 +19,9 @@
 
 #include <memory>
 
-#include "optimizer/optimizer.h"
-#include "optimizer/irpass.h"
 #include "ir/pattern_matcher.h"
+#include "optimizer/irpass.h"
+#include "optimizer/optimizer.h"
 
 namespace mindspore {
 namespace opt {
diff --git a/mindspore/ccsrc/optimizer/irpass/reshape_eliminate.h b/mindspore/ccsrc/optimizer/irpass/reshape_eliminate.h
index fb43f6ffd8..cafc8b796c 100644
--- a/mindspore/ccsrc/optimizer/irpass/reshape_eliminate.h
+++ b/mindspore/ccsrc/optimizer/irpass/reshape_eliminate.h
@@ -19,11 +19,12 @@
 
 #include <vector>
 
-#include "optimizer/irpass.h"
-#include "optimizer/optimizer.h"
-#include "ir/visitor.h"
 #include "ir/func_graph.h"
+#include "ir/optimizer_caller.h"
+#include "ir/visitor.h"
 #include "operator/ops.h"
+#include "optimizer/irpass.h"
+#include "optimizer/optimizer.h"
 #include "pipeline/static_analysis/dshape.h"
 
 namespace mindspore {
@@ -124,12 +125,12 @@ class TwoReshapeEliminater : public AnfVisitor {
   AnfNodePtr x_{nullptr}, shape_{nullptr};
 };
 
-class ReshapeEliminater {
+class ReshapeEliminater : public OptimizerCaller {
  public:
   ReshapeEliminater() : reshape_same_shape_eliminater_(), two_reshape_eliminater_() {}
   ~ReshapeEliminater() = default;
 
-  AnfNodePtr operator()(const OptimizerPtr &optimizer, const AnfNodePtr &node) {
+  AnfNodePtr operator()(const OptimizerPtr &optimizer, const AnfNodePtr &node) override {
     auto new_node = reshape_same_shape_eliminater_(optimizer, node);
     if (new_node != nullptr) {
       return new_node;
diff --git a/mindspore/ccsrc/optimizer/irpass/special_op_eliminate.h b/mindspore/ccsrc/optimizer/irpass/special_op_eliminate.h
index dcba80431a..b6a4e1c852 100644
--- a/mindspore/ccsrc/optimizer/irpass/special_op_eliminate.h
+++ b/mindspore/ccsrc/optimizer/irpass/special_op_eliminate.h
@@ -18,31 +18,31 @@
 #define MINDSPORE_CCSRC_OPTIMIZER_IRPASS_SPECIAL_OP_ELIMINATE_H_
 
 #include <securec.h>
-#include <vector>
-#include <memory>
 #include <algorithm>
+#include <memory>
+#include <vector>
 
-#include "optimizer/optimizer.h"
-#include "optimizer/irpass.h"
 #include "ir/optimizer_caller.h"
-#include "optimizer/irpass/prim_eliminate.h"
+#include "ir/pattern_matcher.h"
 #include "ir/visitor.h"
 #include "operator/ops.h"
-#include "ir/pattern_matcher.h"
+#include "optimizer/irpass.h"
+#include "optimizer/irpass/prim_eliminate.h"
+#include "optimizer/optimizer.h"
 
 namespace mindspore {
 namespace opt {
 namespace irpass {
-class SpecialOpEliminater {
+class SpecialOpEliminater : public OptimizerCaller {
  public:
   SpecialOpEliminater()
-      : insert_gradient_of_(prim::kPrimInsertGradientOf),
-        stop_gradient_(prim::kPrimStopGradient),
-        hook_backward_(prim::kPrimHookBackward),
-        print_shape_type_(prim::kPrimPrintShapeType),
-        get_ref_value_(prim::kPrimGetRefValue),
-        mirror_(prim::kPrimMirror),
-        virtual_div_(prim::kPrimVirtualDiv) {
+      : insert_gradient_of_(std::make_shared<PrimEliminater>(prim::kPrimInsertGradientOf)),
+        stop_gradient_(std::make_shared<PrimEliminater>(prim::kPrimStopGradient)),
+        hook_backward_(std::make_shared<PrimEliminater>(prim::kPrimHookBackward)),
+        print_shape_type_(std::make_shared<PrimEliminater>(prim::kPrimPrintShapeType)),
+        get_ref_value_(std::make_shared<PrimEliminater>(prim::kPrimGetRefValue)),
+        mirror_(std::make_shared<PrimEliminater>(prim::kPrimMirror)),
+        virtual_div_(std::make_shared<PrimEliminater>(prim::kPrimVirtualDiv)) {
     eliminaters_.emplace_back(insert_gradient_of_);
     eliminaters_.emplace_back(stop_gradient_);
     eliminaters_.emplace_back(hook_backward_);
@@ -53,10 +53,10 @@ class SpecialOpEliminater {
   }
   ~SpecialOpEliminater() = default;
 
-  AnfNodePtr operator()(const OptimizerPtr &optimizer, const AnfNodePtr &node) {
+  AnfNodePtr operator()(const OptimizerPtr &optimizer, const AnfNodePtr &node) override {
     AnfNodePtr new_node;
     for (auto &eliminater : eliminaters_) {
-      new_node = eliminater(optimizer, node);
+      new_node = (*eliminater)(optimizer, node);
       if (new_node != nullptr) {
         return new_node;
       }
@@ -65,9 +65,9 @@ class SpecialOpEliminater {
   }
 
  private:
-  PrimEliminater insert_gradient_of_, stop_gradient_, hook_backward_, print_shape_type_, get_ref_value_, mirror_,
+  OptimizerCallerPtr insert_gradient_of_, stop_gradient_, hook_backward_, print_shape_type_, get_ref_value_, mirror_,
     virtual_div_;
-  std::vector<TransformFuncType> eliminaters_{};
+  std::vector<OptimizerCallerPtr> eliminaters_{};
 };
 
 // {PrimVirtualDataset, X} -> X
diff --git a/mindspore/ccsrc/optimizer/opt.cc b/mindspore/ccsrc/optimizer/opt.cc
index 82fbcc2036..4c2e85157f 100644
--- a/mindspore/ccsrc/optimizer/opt.cc
+++ b/mindspore/ccsrc/optimizer/opt.cc
@@ -16,28 +16,27 @@
 
 #include "optimizer/opt.h"
 
+#include <algorithm>
+#include <deque>
 #include <memory>
 #include <unordered_set>
-#include <deque>
-#include <algorithm>
 
 #include "ir/anf.h"
 #include "ir/manager.h"
-#include "utils/ordered_set.h"
-
-#include "utils/log_adapter.h"
 #include "optimizer/optimizer.h"
+#include "utils/log_adapter.h"
+#include "utils/ordered_set.h"
 
 namespace mindspore {
 /* namespace to support opt */
 namespace opt {
-SubstitutionPtr MakeSubstitution(const TransformFuncType &transform, const std::string &name, const PrimitivePtr &prim,
+SubstitutionPtr MakeSubstitution(const OptimizerCallerPtr &transform, const std::string &name, const PrimitivePtr &prim,
                                  const RenormAction &renorm_action) {
   auto fn = [prim](const AnfNodePtr &node) -> bool { return IsPrimitiveCNode(node, prim); };
   return std::make_shared<Substitution>(transform, name, fn, renorm_action);
 }
 
-SubstitutionPtr MakeSubstitution(const TransformFuncType &transform, const std::string &name,
+SubstitutionPtr MakeSubstitution(const OptimizerCallerPtr &transform, const std::string &name,
                                  const std::vector<PrimitivePtr> &prims, const RenormAction &renorm_action) {
   auto fn = [prims](const AnfNodePtr &node) -> bool {
     if (!node->isa<CNode>()) {
@@ -64,16 +63,16 @@ SubstitutionPtr MakeSubstitution(const TransformFuncType &transform, const std::
   return std::make_shared<Substitution>(transform, name, fn, renorm_action);
 }
 
-SubstitutionPtr MakeSubstitution(const TransformFuncType &transform, const std::string &name,
+SubstitutionPtr MakeSubstitution(const OptimizerCallerPtr &transform, const std::string &name,
                                  const PredicateFuncType &predicate, const RenormAction &renorm_action) {
   return std::make_shared<Substitution>(transform, name, predicate, renorm_action);
 }
 
-AnfNodePtr Substitution::operator()(const OptimizerPtr &optimizer, const AnfNodePtr &node) const {
+AnfNodePtr Substitution::operator()(const OptimizerPtr &optimizer, const AnfNodePtr &node) {
 #ifdef ENABLE_PROFILE
   double t = GetTime();
 #endif
-  AnfNodePtr result = transform_(optimizer, node);
+  AnfNodePtr result = (*transform_)(optimizer, node);
 #ifdef ENABLE_PROFILE
   if (optimizer != nullptr) {
     auto time = GetTime();
diff --git a/mindspore/ccsrc/optimizer/opt.h b/mindspore/ccsrc/optimizer/opt.h
index fb0bdc58be..6601d969d2 100644
--- a/mindspore/ccsrc/optimizer/opt.h
+++ b/mindspore/ccsrc/optimizer/opt.h
@@ -17,24 +17,18 @@
 #ifndef MINDSPORE_CCSRC_OPTIMIZER_OPT_H_
 #define MINDSPORE_CCSRC_OPTIMIZER_OPT_H_
 
-#include <vector>
-#include <string>
 #include <memory>
+#include <string>
+#include <vector>
 
 #include "ir/anf.h"
 #include "ir/func_graph.h"
+#include "ir/optimizer_caller.h"
 #include "operator/ops.h"
 
 namespace mindspore {
 /* namespace to support opt */
 namespace opt {
-class Optimizer;
-
-using OptimizerPtr = std::shared_ptr<Optimizer>;
-using OptimizerWeakPtr = std::weak_ptr<Optimizer>;
-
-using PredicateFuncType = std::function<bool(const AnfNodePtr &)>;
-using TransformFuncType = std::function<AnfNodePtr(const OptimizerPtr &, const AnfNodePtr &)>;
 
 // Define the interaction mode between an Optimize pass and Renormalize pass
 // FORCE_RENORM: if the pass modified the graph then the next Renormalize will be executed
@@ -43,26 +37,26 @@ enum RenormAction : int { FORCE_RENORM = 0, CHECK_RENORM };
 
 class Substitution {
  public:
-  TransformFuncType transform_{nullptr};
+  OptimizerCallerPtr transform_;
   std::string name_;
   PredicateFuncType predicate_{nullptr};
   // an enum to mark this Substitution relation to renormalize pass
   RenormAction renorm_action_;
-  Substitution(const TransformFuncType &transform, const std::string &name, const PredicateFuncType &predicate,
+  Substitution(const OptimizerCallerPtr &transform, const std::string &name, const PredicateFuncType &predicate,
                const RenormAction &renorm_action)
       : transform_(transform), name_(name), predicate_(predicate), renorm_action_(renorm_action) {}
   ~Substitution() = default;
-  AnfNodePtr operator()(const OptimizerPtr &optimizer, const AnfNodePtr &node) const;
+  AnfNodePtr operator()(const OptimizerPtr &optimizer, const AnfNodePtr &node);
 };
 
 using SubstitutionPtr = std::shared_ptr<Substitution>;
 
-SubstitutionPtr MakeSubstitution(const TransformFuncType &transform, const std::string &name, const PrimitivePtr &prim,
+SubstitutionPtr MakeSubstitution(const OptimizerCallerPtr &transform, const std::string &name, const PrimitivePtr &prim,
                                  const RenormAction &action_renorm = CHECK_RENORM);
-SubstitutionPtr MakeSubstitution(const TransformFuncType &transform, const std::string &name,
+SubstitutionPtr MakeSubstitution(const OptimizerCallerPtr &transform, const std::string &name,
                                  const std::vector<PrimitivePtr> &prims,
                                  const RenormAction &action_renorm = CHECK_RENORM);
-SubstitutionPtr MakeSubstitution(const TransformFuncType &transform, const std::string &name,
+SubstitutionPtr MakeSubstitution(const OptimizerCallerPtr &transform, const std::string &name,
                                  const PredicateFuncType &predicate, const RenormAction &action_renorm = CHECK_RENORM);
 
 class SubstitutionList {
diff --git a/tests/ut/cpp/optimizer/opt_test.cc b/tests/ut/cpp/optimizer/opt_test.cc
index 05e7e6b978..2428d0dddb 100644
--- a/tests/ut/cpp/optimizer/opt_test.cc
+++ b/tests/ut/cpp/optimizer/opt_test.cc
@@ -77,10 +77,10 @@ class TestOptOpt : public UT::Common {
   };
 
   void SetUp() {
-    elim_Z = MakeSubstitution(irpass::AddByZero(), "elim_Z", prim::kPrimScalarAdd);
-    elim_R = MakeSubstitution(irpass::PrimEliminater(R), "elim_R", R);
-    idempotent_P = MakeSubstitution(IdempotentEliminater(), "idempotent_P", P);
-    Qct_to_P = MakeSubstitution(QctToP(), "Qct_to_P", Q);
+    elim_Z = MakeSubstitution(std::make_shared<irpass::AddByZero>(), "elim_Z", prim::kPrimScalarAdd);
+    elim_R = MakeSubstitution(std::make_shared<irpass::PrimEliminater>(R), "elim_R", R);
+    idempotent_P = MakeSubstitution(std::make_shared<IdempotentEliminater>(), "idempotent_P", P);
+    Qct_to_P = MakeSubstitution(std::make_shared<QctToP>(), "Qct_to_P", Q);
   }
 
   bool CheckTransform(FuncGraphPtr gbefore, FuncGraphPtr gafter, const SubstitutionList &transform) {