diff --git a/mindspore/ccsrc/pipeline/jit/parse/data_converter.cc b/mindspore/ccsrc/pipeline/jit/parse/data_converter.cc
index fcad535cc9..71392af278 100644
--- a/mindspore/ccsrc/pipeline/jit/parse/data_converter.cc
+++ b/mindspore/ccsrc/pipeline/jit/parse/data_converter.cc
@@ -38,6 +38,79 @@ using TensorPtr = mindspore::tensor::TensorPtr;
 using MetaTensor = mindspore::tensor::MetaTensor;
 using MetaTensorPtr = mindspore::tensor::MetaTensorPtr;
 
+using InstanceCheckFunc = std::function<bool(const py::object &)>;
+using InstanceConvertFunc = std::function<ValuePtr(const py::object &, bool, const TypePtr &)>;
+class DataConverter {
+ public:
+  explicit DataConverter(InstanceConvertFunc convert_func) : convert_func_(std::move(convert_func)) {}
+  virtual ~DataConverter() = default;
+  virtual bool Matched(const py::object &obj) = 0;
+  virtual ValuePtr ConvertPyObject(const py::object &obj, bool use_sig, const TypePtr &dtype) {
+    if (convert_func_ == nullptr) {
+      MS_LOG(EXCEPTION) << "convert func is null";
+    }
+    return convert_func_(obj, use_sig, dtype);
+  }
+
+ private:
+  InstanceConvertFunc convert_func_ = nullptr;
+};
+using DataConverterPtr = std::shared_ptr<DataConverter>;
+
+using ArgsObjConvertFunc = std::function<ValuePtr(const py::object &)>;
+using ArgsObjSigConvertFunc = std::function<ValuePtr(const py::object &, bool)>;
+using ArgsOjbTypeConvertFunc = std::function<ValuePtr(const py::object &, const TypePtr &)>;
+
+// Convert the data according instance type
+template <typename T>
+class ByTypeDataConverter : public DataConverter {
+ public:
+  explicit ByTypeDataConverter(const InstanceConvertFunc &convert_func)
+      : DataConverter(convert_func), check_func_(py::isinstance<T>) {}
+  explicit ByTypeDataConverter(const ValuePtr &converted_type)
+      : DataConverter(
+          [converted_type](const py::object &, bool, const TypePtr &) -> ValuePtr { return converted_type; }),
+        check_func_(py::isinstance<T>) {}
+  explicit ByTypeDataConverter(const ArgsObjConvertFunc &convert_func)
+      : DataConverter(
+          [convert_func](const py::object &obj, bool, const TypePtr &) -> ValuePtr { return convert_func(obj); }),
+        check_func_(py::isinstance<T>) {}
+  explicit ByTypeDataConverter(const ArgsObjSigConvertFunc &convert_func)
+      : DataConverter([convert_func](const py::object &obj, bool use_sig, const TypePtr &) -> ValuePtr {
+          return convert_func(obj, use_sig);
+        }),
+        check_func_(py::isinstance<T>) {}
+  explicit ByTypeDataConverter(const ArgsOjbTypeConvertFunc &convert_func)
+      : DataConverter([convert_func](const py::object &obj, bool, const TypePtr &dtype) -> ValuePtr {
+          return convert_func(obj, dtype);
+        }),
+        check_func_(py::isinstance<T>) {}
+  ~ByTypeDataConverter() override = default;
+
+  bool Matched(const py::object &obj) override { return check_func_ != nullptr ? check_func_(obj) : false; }
+
+ private:
+  InstanceCheckFunc check_func_ = nullptr;
+};
+
+// Convert the data according object attribute.
+class ByAttrDataConverter : public DataConverter {
+ public:
+  ByAttrDataConverter(const char *attr_name, const ArgsObjConvertFunc &convert_func)
+      : DataConverter(
+          [convert_func](const py::object &obj, bool, const TypePtr &) -> ValuePtr { return convert_func(obj); }),
+        attr_name_(attr_name) {}
+  ByAttrDataConverter(const char *attr_name, const ArgsObjSigConvertFunc &convert_func)
+      : DataConverter([convert_func](const py::object &obj, bool use_sig, const TypePtr &) -> ValuePtr {
+          return convert_func(obj, use_sig);
+        }),
+        attr_name_(attr_name) {}
+  bool Matched(const py::object &obj) override { return py::hasattr(obj, attr_name_); }
+
+ private:
+  const char *attr_name_ = nullptr;
+};
+
 FuncGraphPtr ConvertToBpropCut(const py::object &obj) {
   std::vector<std::string> results = data_converter::GetObjKey(obj);
   std::string obj_key = results[0];
@@ -69,7 +142,7 @@ FuncGraphPtr ConvertToBpropCut(const py::object &obj) {
 }
 
 namespace {
-bool ConvertTuple(const py::object &obj, ValuePtr *const data, bool use_signature) {
+ValuePtr ConvertTuple(const py::object &obj, bool use_signature) {
   MS_LOG(DEBUG) << "Converting python tuple";
   auto tuple = obj.cast<py::tuple>();
   std::vector<ValuePtr> value_list;
@@ -77,16 +150,14 @@ bool ConvertTuple(const py::object &obj, ValuePtr *const data, bool use_signatur
     ValuePtr out = nullptr;
     bool success = ConvertData(tuple[it], &out, use_signature);
     if (!success) {
-      return false;
+      return nullptr;
     }
     value_list.push_back(out);
   }
-  *data = std::make_shared<ValueTuple>(value_list);
-
-  return true;
+  return std::make_shared<ValueTuple>(value_list);
 }
 
-bool ConvertList(const py::object &obj, ValuePtr *const data, bool use_signature) {
+ValuePtr ConvertList(const py::object &obj, bool use_signature) {
   MS_LOG(DEBUG) << "Converting python list";
 
   auto list = obj.cast<py::list>();
@@ -95,15 +166,14 @@ bool ConvertList(const py::object &obj, ValuePtr *const data, bool use_signature
     ValuePtr out = nullptr;
     bool success = ConvertData(list[it], &out, use_signature);
     if (!success) {
-      return false;
+      return nullptr;
     }
     value_list.push_back(out);
   }
-  *data = std::make_shared<ValueList>(value_list);
-  return true;
+  return std::make_shared<ValueList>(value_list);
 }
 
-bool ConvertCellList(const py::object &obj, ValuePtr *const data, bool use_signature) {
+ValuePtr ConvertCellList(const py::object &obj, bool use_signature) {
   MS_LOG(DEBUG) << "Converting cell list";
   py::sequence list = obj;
   std::vector<ValuePtr> value_list;
@@ -111,15 +181,14 @@ bool ConvertCellList(const py::object &obj, ValuePtr *const data, bool use_signa
     ValuePtr out = nullptr;
     bool success = ConvertData(list[it], &out, use_signature);
     if (!success) {
-      return false;
+      return nullptr;
     }
     value_list.push_back(out);
   }
-  *data = std::make_shared<ValueTuple>(value_list);
-  return true;
+  return std::make_shared<ValueTuple>(value_list);
 }
 
-bool ConvertDict(const py::object &obj, ValuePtr *data, bool use_signature) {
+ValuePtr ConvertDict(const py::object &obj, bool use_signature) {
   MS_LOG(DEBUG) << "Converting python dict";
 
   auto dict_values = obj.cast<py::dict>();
@@ -127,36 +196,37 @@ bool ConvertDict(const py::object &obj, ValuePtr *data, bool use_signature) {
   for (auto item : dict_values) {
     if (!py::isinstance<py::str>(item.first)) {
       MS_LOG(ERROR) << "The key of dict is only support str.";
-      return false;
+      return nullptr;
     }
     std::string key = py::str(item.first);
     ValuePtr out = nullptr;
     bool success = ConvertData(dict_values[item.first], &out, use_signature);
     if (!success) {
-      return false;
+      return nullptr;
     }
     key_values.emplace_back(key, out);
   }
-  *data = std::make_shared<ValueDictionary>(key_values);
-  return true;
+  return std::make_shared<ValueDictionary>(key_values);
 }
 
-void ConvertNameSpace(const py::object &obj, ValuePtr *const data) {
+ValuePtr ConvertNameSpace(const py::object &obj) {
   MS_LOG(DEBUG) << "Converting python module";
   py::module mod = python_adapter::GetPyModule(PYTHON_MOD_PARSE_MODULE);
   py::object module_namespace = python_adapter::CallPyModFn(mod, PYTHON_MOD_GET_MODULE_NAMESPACE, obj);
-  *data = std::make_shared<NameSpace>(RESOLVE_NAMESPACE_NAME_MODULE, py::cast<py::module>(module_namespace));
+  auto converted = std::make_shared<NameSpace>(RESOLVE_NAMESPACE_NAME_MODULE, py::cast<py::module>(module_namespace));
+  return converted;
 }
 
-void ConvertDataClass(py::object obj, ValuePtr *const data) {
+ValuePtr ConvertDataClass(const py::object &obj) {
   MS_LOG(DEBUG) << "Converting dataclass";
   // Maybe the obj is dataclass define
   auto desc = py::cast<std::string>(python_adapter::CallPyObjMethod(obj, PYTHON_GET_OBJ_DESC, obj));
   // desc has format "<class xxxx>", strip the '<' and '>' by offset 1;
-  *data = std::make_shared<ClassObject>(obj, std::string(desc.begin() + 1, desc.end() - 1));
+  auto converted = std::make_shared<ClassObject>(obj, std::string(desc.begin() + 1, desc.end() - 1));
+  return converted;
 }
 
-bool ConvertPrimitive(py::object obj, ValuePtr *const data, bool use_signature = false) {
+ValuePtr ConvertPrimitive(const py::object &obj, bool use_signature = false) {
   MS_LOG(DEBUG) << "Converting primitive object" << use_signature;
 
   // need check the primitive is class type or instance
@@ -164,96 +234,81 @@ bool ConvertPrimitive(py::object obj, ValuePtr *const data, bool use_signature =
   if (obj_type == RESOLVE_TYPE_CLASS_TYPE) {
     auto desc = py::cast<std::string>(python_adapter::CallPyObjMethod(obj, PYTHON_GET_OBJ_DESC, obj));
     // desc has format "<class xxxx>", strip the '<' and '>' by offset 1;
-    *data = std::make_shared<ClassType>(obj, std::string(desc.begin() + 1, desc.end() - 1));
-  } else {
-    auto primitive = obj.cast<PrimitivePyPtr>();
-    if (primitive == nullptr) {
-      MS_LOG(ERROR) << "Resolve Primitive error, get ptr is null";
-      return false;
-    }
-    if (py::hasattr(obj, "__setattr_flag__")) {
-      if (py::hasattr(obj, "_clone")) {
-        auto clone_fn = obj.attr("_clone");
-        py::object new_obj = clone_fn();
-        primitive = new_obj.cast<PrimitivePyPtr>();
-      }
-    }
-    if (use_signature) {
-      *data = std::make_shared<prim::DoSignaturePrimitive>(primitive->name(), primitive);
-    } else {
-      *data = primitive;
-    }
-    MS_LOG(DEBUG) << "Converting primitive object ok " << (*data)->ToString();
+    return std::make_shared<ClassType>(obj, std::string(desc.begin() + 1, desc.end() - 1));
+  }
+  auto primitive = obj.cast<PrimitivePyPtr>();
+  if (primitive == nullptr) {
+    MS_LOG(ERROR) << "Resolve Primitive error, get ptr is null";
+    return nullptr;
   }
-  return true;
+  if (py::hasattr(obj, "__setattr_flag__") && py::hasattr(obj, "_clone")) {
+    auto clone_fn = obj.attr("_clone");
+    py::object new_obj = clone_fn();
+    primitive = new_obj.cast<PrimitivePyPtr>();
+  }
+  if (use_signature) {
+    return std::make_shared<prim::DoSignaturePrimitive>(primitive->name(), primitive);
+  }
+  return primitive;
 }
 
-bool ConvertMetaFuncGraph(const py::object &obj, ValuePtr *const data, bool use_signature = false) {
+ValuePtr ConvertMetaFuncGraph(const py::object &obj, bool use_signature = false) {
   MS_LOG(DEBUG) << "Converting MetaFuncGraph object";
   auto meta = obj.cast<MetaFuncGraphPtr>();
   if (meta == nullptr) {
     MS_LOG(ERROR) << "Resolve MetaFuncGraph error, get ptr is null";
-    return false;
+    return nullptr;
   }
   if (use_signature) {
-    *data = std::make_shared<prim::DoSignaturePrimitive>(meta->name(), meta);
-  } else {
-    *data = meta;
+    return std::make_shared<prim::DoSignaturePrimitive>(meta->name(), meta);
   }
-  return true;
+  return meta;
 }
 
-bool ConvertFuncGraph(const py::object &obj, ValuePtr *const data) {
+ValuePtr ConvertFuncGraph(const py::object &obj) {
   MS_LOG(DEBUG) << "Converting FuncGraph object";
   auto func_graph = obj.cast<FuncGraphPtr>();
   if (func_graph == nullptr) {
     MS_LOG(ERROR) << "Resolve FuncGraph error, get ptr is null";
-    return false;
+    return nullptr;
   }
   auto new_fg = BasicClone(func_graph);
   new_fg->set_attr("is_load", MakeValue(true));
-  *data = new_fg;
-  return true;
+  return new_fg;
 }
 
-bool ConvertSlice(const py::object &obj, ValuePtr *const data) {
+ValuePtr ConvertSlice(const py::object &obj) {
   MS_LOG(DEBUG) << "Converting slice object";
 
   auto slice_obj = obj.cast<py::slice>();
-  auto convert_func = [obj](std::string attr) -> ValuePtr {
+  auto convert_func = [obj](const std::string &attr) -> ValuePtr {
     auto py_attr = py::getattr(obj, attr.c_str());
     if (py::isinstance<py::none>(py_attr)) {
       return kNone;
-    } else if (py::isinstance<py::int_>(py_attr)) {
-      int64_t value = py::cast<int64_t>(py_attr);
+    }
+    if (py::isinstance<py::int_>(py_attr)) {
+      auto value = py::cast<int64_t>(py_attr);
       return MakeValue(value);
-    } else {
-      MS_LOG(EXCEPTION) << "Slice should contain only int64_t or none";
     }
+    MS_LOG(EXCEPTION) << "Slice should contain only int64_t or none";
   };
   ValuePtr start = convert_func("start");
   ValuePtr stop = convert_func("stop");
   ValuePtr step = convert_func("step");
-  *data = std::make_shared<ValueSlice>(start, stop, step);
-  return true;
+  return std::make_shared<ValueSlice>(start, stop, step);
 }
 
-bool ConvertCellObjToFuncGraph(const CellPtr &cell, ValuePtr *const data) {
-  auto obj = py::cast(cell);
+ValuePtr ConvertCellObjToFuncGraph(const py::object &obj) {
   FuncGraphPtr func_graph = ConvertToFuncGraph(obj);
   if (func_graph == nullptr) {
     MS_LOG(ERROR) << "Parse resolve function error.";
-    return false;
+    return nullptr;
   }
   // if the cell object has specified bprop, it has user-defined bprop function parse and record it
   if (py::hasattr(obj, CUSTOM_BPROP_NAME)) {
-    FuncGraphPtr bprop_graph = nullptr;
     bool enable_bprop_debug = py::cast<bool>(py::getattr(obj, "bprop_debug"));
-    if (enable_bprop_debug) {
-      bprop_graph = ConvertToBpropCut(obj);
-    } else {
-      bprop_graph = ConvertToFuncGraph(obj, PYTHON_MOD_GET_BPROP_METHOD);
-    }
+    FuncGraphPtr bprop_graph =
+      enable_bprop_debug ? ConvertToBpropCut(obj) : ConvertToFuncGraph(obj, PYTHON_MOD_GET_BPROP_METHOD);
     if (bprop_graph != nullptr) {
       (void)func_graph->transforms().insert(std::make_pair(CUSTOM_BPROP_NAME, FuncGraphTransform(bprop_graph)));
       (void)bprop_graph->transforms().insert(std::make_pair("primal", FuncGraphTransform(func_graph)));
@@ -264,200 +319,183 @@ bool ConvertCellObjToFuncGraph(const CellPtr &cell, ValuePtr *const data) {
     auto stage = py::cast<int>(py::getattr(obj, STAGE_NAME));
     func_graph->set_stage(stage);
   }
-  *data = func_graph;
-  return true;
+  return func_graph;
 }
 
-bool ConvertOtherObj(py::object obj, ValuePtr *const data) {
+ValuePtr ConvertOtherObj(const py::object &obj) {
   auto obj_type = data_converter::GetObjType(obj);
   MS_LOG(DEBUG) << "Converting the object(" << ((std::string)py::str(obj)) << ") detail type: " << obj_type << " ";
   if (obj_type == RESOLVE_TYPE_CLASS_TYPE) {
     MS_LOG(DEBUG) << "Resolve the class type, need create class instance.";
     std::string desc = py::str(obj);
     // desc has format "<class xxxx>", strip the '<' and '>' by offset 1;
-    *data = std::make_shared<ClassType>(obj, std::string(desc.begin() + 1, desc.end() - 1));
-    return true;
+    return std::make_shared<ClassType>(obj, std::string(desc.begin() + 1, desc.end() - 1));
   }
   if (obj_type == RESOLVE_TYPE_FUNCTION || obj_type == RESOLVE_TYPE_METHOD) {
     MS_LOG(DEBUG) << "Convert the obj to func graph, type is " << obj_type;
     FuncGraphPtr func_graph = ConvertToFuncGraph(obj);
     if (func_graph == nullptr) {
       MS_LOG(ERROR) << "Parse resolve function error.";
-      return false;
+      return nullptr;
     }
-    *data = func_graph;
-    return true;
+    return func_graph;
   }
   if (obj_type == RESOLVE_TYPE_CLASS_INSTANCE) {
     // Create the namespace for common class instance
     // When the obj is Cell, default parse the 'construct'
     py::module mod = python_adapter::GetPyModule(PYTHON_MOD_PARSE_MODULE);
     py::object namespace_var = python_adapter::CallPyModFn(mod, PYTHON_MOD_GET_MEMBER_NAMESPACE_SYMBOL, obj);
-    *data = std::make_shared<NameSpace>(RESOLVE_NAMESPACE_NAME_CLASS_MEMBER, namespace_var);
-    return true;
+    return std::make_shared<NameSpace>(RESOLVE_NAMESPACE_NAME_CLASS_MEMBER, namespace_var);
   }
   MS_LOG(ERROR) << "Resolve type is invalid " << ((std::string)py::str(obj));
-  return false;
+  return nullptr;
 }
 
 template <typename T>
-bool ConvertNumberWithType(const T &obj, ValuePtr *const data, TypePtr dtype) {
+ValuePtr ConvertNumberWithType(const T &obj, TypePtr dtype) {
+  ValuePtr data = nullptr;
   auto int_dypte = dyn_cast<Int>(dtype);
   if (int_dypte != nullptr) {
     switch (int_dypte->nbits()) {
       case 8:
-        *data = std::make_shared<Int8Imm>(obj);
+        data = std::make_shared<Int8Imm>(obj);
         break;
       case 16:
-        *data = std::make_shared<Int16Imm>(obj);
+        data = std::make_shared<Int16Imm>(obj);
         break;
       case 32:
-        *data = std::make_shared<Int32Imm>(obj);
+        data = std::make_shared<Int32Imm>(obj);
         break;
       case 64:
-        *data = std::make_shared<Int64Imm>(obj);
+        data = std::make_shared<Int64Imm>(obj);
         break;
       default:
-        *data = std::make_shared<Int64Imm>(obj);
+        data = std::make_shared<Int64Imm>(obj);
     }
-    return true;
+    return data;
   }
 
   auto uint_dypte = dyn_cast<UInt>(dtype);
   if (uint_dypte != nullptr) {
     switch (uint_dypte->nbits()) {
       case 8:
-        *data = std::make_shared<UInt8Imm>(obj);
+        data = std::make_shared<UInt8Imm>(obj);
         break;
       case 16:
-        *data = std::make_shared<UInt16Imm>(obj);
+        data = std::make_shared<UInt16Imm>(obj);
         break;
       case 32:
-        *data = std::make_shared<UInt32Imm>(obj);
+        data = std::make_shared<UInt32Imm>(obj);
         break;
       case 64:
-        *data = std::make_shared<UInt64Imm>(obj);
+        data = std::make_shared<UInt64Imm>(obj);
         break;
       default:
-        *data = std::make_shared<UInt32Imm>(obj);
+        data = std::make_shared<UInt32Imm>(obj);
     }
-    return true;
+    return data;
   }
 
   auto float_dypte = dyn_cast<Float>(dtype);
   if (float_dypte != nullptr) {
     switch (float_dypte->nbits()) {
       case 32:
-        *data = std::make_shared<FP32Imm>(obj);
+        data = std::make_shared<FP32Imm>(obj);
         break;
       case 64:
-        *data = std::make_shared<FP64Imm>(obj);
+        data = std::make_shared<FP64Imm>(obj);
         break;
       default:
-        *data = std::make_shared<FP32Imm>(obj);
+        data = std::make_shared<FP32Imm>(obj);
     }
-    return true;
+    return data;
   }
-
-  return false;
+  return nullptr;
 }
 
-bool ConvertIntegerWithType(const int64_t &obj, ValuePtr *const data, TypePtr dtype = nullptr) {
+ValuePtr ConvertIntegerWithType(const py::object &obj, const TypePtr &dtype = nullptr) {
+  auto obj_int64 = py::cast<int64_t>(obj);
   if (dtype == nullptr) {
-    *data = std::make_shared<Int64Imm>(obj);
-    return true;
+    return std::make_shared<Int64Imm>(obj_int64);
   }
-
-  return ConvertNumberWithType<int64_t>(obj, data, dtype);
+  return ConvertNumberWithType<int64_t>(obj_int64, dtype);
 }
 
-bool ConvertFloatWithType(const float &obj, ValuePtr *const data, TypePtr dtype = nullptr) {
+ValuePtr ConvertFloatWithType(const py::object &obj, const TypePtr &dtype = nullptr) {
+  auto obj_float64 = py::cast<float>(obj);
   if (dtype == nullptr) {
-    *data = std::make_shared<FP32Imm>(obj);
-    return true;
+    return std::make_shared<FP32Imm>(obj_float64);
   }
+  return ConvertNumberWithType<float>(obj_float64, dtype);
+}
 
-  return ConvertNumberWithType<float>(obj, data, dtype);
+template <typename T, typename U>
+ValuePtr PyCast(const py::object &obj) {
+  return std::make_shared<T>(py::cast<U>(obj));
 }
-}  // namespace
 
-bool ConvertSingleData(const py::object &obj, ValuePtr *const data) {
-  MS_EXCEPTION_IF_NULL(data);
-  ValuePtr converted = nullptr;
-  if (py::isinstance<py::none>(obj)) {
-    converted = kNone;
-  } else if (py::isinstance<py::bool_>(obj)) {
-    converted = std::make_shared<BoolImm>(py::cast<bool>(obj));
-  } else if (py::isinstance<py::str>(obj)) {
-    converted = std::make_shared<StringImm>(py::cast<std::string>(obj));
-  } else if (py::isinstance<py::ellipsis>(obj)) {
-    converted = kEllipsis;
-  } else if (py::isinstance<py::module>(obj)) {
-    ConvertNameSpace(obj, &converted);
-  } else if (py::hasattr(obj, PYTHON_DATACLASS_FIELDS)) {
-    ConvertDataClass(obj, &converted);
-  } else if (py::isinstance<Type>(obj)) {
-    converted = obj.cast<TypePtr>();
-  } else if (py::isinstance<Tensor>(obj)) {
-    converted = obj.cast<TensorPtr>();
-  } else if (py::isinstance<MetaTensor>(obj)) {
-    converted = obj.cast<MetaTensorPtr>();
-  } else if (py::isinstance<UMonad>(obj)) {
-    converted = obj.cast<UMonadPtr>();
-  } else if (py::isinstance<IOMonad>(obj)) {
-    converted = obj.cast<IOMonadPtr>();
-  } else if (py::isinstance<EnvInstance>(obj)) {
-    auto env = obj.cast<std::shared_ptr<EnvInstance>>();
-    converted = env;
-  } else if (py::hasattr(obj, PYTHON_CLASS_MEMBER_NAMESPACE)) {
-    converted = std::make_shared<NameSpace>(RESOLVE_NAMESPACE_NAME_CLASS_MEMBER, obj);
-  } else {
-    return false;
-  }
-  *data = converted;
-  return true;
+template <typename T>
+ValuePtr ObjCast(const py::object &obj) {
+  return obj.cast<T>();
+}
+
+std::vector<DataConverterPtr> GetDataConverters() {
+  static std::vector<DataConverterPtr> data_converters = {
+    // Convert data by python object type.
+    std::make_shared<ByTypeDataConverter<py::none>>(kNone),
+    std::make_shared<ByTypeDataConverter<py::bool_>>(PyCast<BoolImm, bool>),
+    std::make_shared<ByTypeDataConverter<py::str>>(PyCast<StringImm, string>),
+    std::make_shared<ByTypeDataConverter<py::ellipsis>>(kEllipsis),
+    std::make_shared<ByTypeDataConverter<py::module>>(ConvertNameSpace),
+    std::make_shared<ByAttrDataConverter>(PYTHON_DATACLASS_FIELDS, ConvertDataClass),
+    std::make_shared<ByTypeDataConverter<Type>>(ObjCast<TypePtr>),
+    std::make_shared<ByTypeDataConverter<Tensor>>(ObjCast<TensorPtr>),
+    std::make_shared<ByTypeDataConverter<MetaTensor>>(ObjCast<MetaTensorPtr>),
+    std::make_shared<ByTypeDataConverter<UMonad>>(ObjCast<UMonadPtr>),
+    std::make_shared<ByTypeDataConverter<IOMonad>>(ObjCast<IOMonadPtr>),
+    std::make_shared<ByTypeDataConverter<EnvInstance>>(ObjCast<std::shared_ptr<EnvInstance>>),
+    std::make_shared<ByAttrDataConverter>(PYTHON_CLASS_MEMBER_NAMESPACE,
+                                          [](const py::object &obj) -> ValuePtr {
+                                            return std::make_shared<NameSpace>(RESOLVE_NAMESPACE_NAME_CLASS_MEMBER,
+                                                                               obj);
+                                          }),
+    std::make_shared<ByTypeDataConverter<py::int_>>(ConvertIntegerWithType),
+    std::make_shared<ByTypeDataConverter<py::float_>>(ConvertFloatWithType),
+    std::make_shared<ByTypeDataConverter<py::dict>>(ConvertDict),
+    std::make_shared<ByTypeDataConverter<py::slice>>(ConvertSlice),
+    std::make_shared<ByTypeDataConverter<py::tuple>>(ConvertTuple),
+    std::make_shared<ByAttrDataConverter>(PYTHON_CELL_AS_LIST, ConvertCellList),
+    std::make_shared<ByTypeDataConverter<Cell>>(ConvertCellObjToFuncGraph),
+    std::make_shared<ByTypeDataConverter<py::list>>(ConvertList),
+    std::make_shared<ByAttrDataConverter>(PYTHON_PRIMITIVE_FLAG, ConvertPrimitive),
+    std::make_shared<ByTypeDataConverter<MetaFuncGraph>>(ConvertMetaFuncGraph),
+    std::make_shared<ByTypeDataConverter<FuncGraph>>(ConvertFuncGraph),
+  };
+  return data_converters;
 }
+}  // namespace
 
-bool ConvertData(const py::object &obj, ValuePtr *const data, bool use_signature, TypePtr dtype) {
+bool ConvertData(const py::object &obj, ValuePtr *const data, bool use_signature, const TypePtr &dtype) {
   // check parameter valid
   if (data == nullptr) {
     MS_LOG(ERROR) << "Data is null pointer";
     return false;
   }
-
   ValuePtr converted = nullptr;
-  bool ret = ConvertSingleData(obj, &converted);
-  if (ret) {
-    *data = converted;
-    return true;
+  bool matched = false;
+  auto &&converters = GetDataConverters();
+  for (auto &converter : converters) {
+    if (converter->Matched(obj)) {
+      converted = converter->ConvertPyObject(obj, use_signature, dtype);
+      matched = true;
+      break;
+    }
   }
-  if (py::isinstance<py::int_>(obj)) {
-    ret = ConvertIntegerWithType(py::cast<int64_t>(obj), &converted, dtype);
-  } else if (py::isinstance<py::float_>(obj)) {
-    ret = ConvertFloatWithType(py::cast<float>(obj), &converted, dtype);
-  } else if (py::isinstance<py::dict>(obj)) {
-    ret = ConvertDict(obj, &converted, use_signature);
-  } else if (py::isinstance<py::slice>(obj)) {
-    ret = ConvertSlice(obj, &converted);
-  } else if (py::isinstance<py::tuple>(obj)) {
-    ret = ConvertTuple(obj, &converted, use_signature);
-  } else if (py::hasattr(obj, PYTHON_CELL_AS_LIST)) {
-    ret = ConvertCellList(obj, &converted, use_signature);
-  } else if (py::isinstance<Cell>(obj)) {
-    return ConvertCellObjToFuncGraph(obj.cast<CellPtr>(), data);
-  } else if (py::isinstance<py::list>(obj)) {
-    ret = ConvertList(obj, &converted, use_signature);
-  } else if (py::hasattr(obj, PYTHON_PRIMITIVE_FLAG)) {
-    ret = ConvertPrimitive(obj, &converted, use_signature);
-  } else if (py::isinstance<MetaFuncGraph>(obj)) {
-    ret = ConvertMetaFuncGraph(obj, &converted, use_signature);
-  } else if (py::isinstance<FuncGraph>(obj)) {
-    ret = ConvertFuncGraph(obj, &converted);
-  } else {
-    ret = ConvertOtherObj(obj, &converted);
+  if (!matched) {
+    converted = ConvertOtherObj(obj);
   }
   *data = converted;
-  return ret;
+  return converted != nullptr;
 }
 
 // convert data to graph
@@ -488,7 +526,6 @@ FuncGraphPtr ConvertToFuncGraph(const py::object &obj, const std::string &python
     MS_LOG(DEBUG) << "Add graph:" << obj_key << ", func_graph:" << func_graph->ToString();
     data_converter::SetObjGraphValue(obj_key, func_graph);
   }
-
   return func_graph;
 }
 namespace data_converter {
@@ -549,13 +586,8 @@ bool IsCellInstance(const py::object &obj) {
 // create the python class instance
 py::object CreatePythonObject(const py::object &type, const py::tuple &params) {
   py::module mod = python_adapter::GetPyModule(PYTHON_MOD_PARSE_MODULE);
-  py::object obj;
-  if (params.empty()) {
-    obj = python_adapter::CallPyModFn(mod, PYTHON_MOD_CREATE_OBJ_INSTANCE, type);
-  } else {
-    obj = python_adapter::CallPyModFn(mod, PYTHON_MOD_CREATE_OBJ_INSTANCE, type, params);
-  }
-  return obj;
+  return params.empty() ? python_adapter::CallPyModFn(mod, PYTHON_MOD_CREATE_OBJ_INSTANCE, type)
+                        : python_adapter::CallPyModFn(mod, PYTHON_MOD_CREATE_OBJ_INSTANCE, type, params);
 }
 
 // Generate an appropriate name and set to graph debuginfo
diff --git a/mindspore/ccsrc/pipeline/jit/parse/parse.cc b/mindspore/ccsrc/pipeline/jit/parse/parse.cc
index 1a69c60d4b..f770a89648 100644
--- a/mindspore/ccsrc/pipeline/jit/parse/parse.cc
+++ b/mindspore/ccsrc/pipeline/jit/parse/parse.cc
@@ -142,48 +142,6 @@ void Parser::CleanParserResource() {
   ScopeManager::GetInstance().ClearScope();
 }
 
-AnfNodePtr AppendParameterObj(const FuncGraphPtr &func_graph, const py::object &obj) {
-  MS_EXCEPTION_IF_NULL(func_graph);
-  auto value = py::cast<tensor::MetaTensorPtr>(obj);
-  // Parameter object should not be none
-  if (value == nullptr || !value->is_parameter()) {
-    MS_LOG(EXCEPTION) << "Parameter error: because obj is not Parameter object.";
-  }
-
-  // Get the parameter name from parameter object
-  auto param_name = value->param_info()->name();
-
-  auto top_graph = func_graph;
-  // If the parameter node has been created , return it
-  AnfNodePtr para_node = nullptr;
-  for (const auto &param : top_graph->parameters()) {
-    auto param_node = dyn_cast<Parameter>(param);
-    if (param_node != nullptr && param_node->name() == param_name) {
-      para_node = param;
-      break;
-    }
-  }
-  if (para_node == nullptr) {
-    auto node = top_graph->AddWeightParameter(param_name);
-
-    node->set_default_param(value);
-    // set_abstract for parameter
-    auto abs = value->ToAbstract();
-    // Boarden value
-    abs = abs->Broaden();
-    node->set_abstract(abs);
-    para_node = node;
-  }
-  return para_node;
-}
-
-void UpdataParam(const FuncGraphPtr &top_graph, const py::object &cell) {
-  auto params = py::list(cell.attr("get_parameters")()).cast<std::vector<py::object>>();
-  for (const auto &param : params) {
-    (void)AppendParameterObj(top_graph, param);
-  }
-}
-
 void CheckFuncReturn(const FuncGraphPtr &fn, const std::shared_ptr<ParseAst> &ast) {
   // Check whether the functions referred by this function and itself are missing 'return' statement
   auto mng = Manage(fn, false);
diff --git a/mindspore/ccsrc/pipeline/jit/parse/parse_base.h b/mindspore/ccsrc/pipeline/jit/parse/parse_base.h
index 73d6086707..e27444b076 100644
--- a/mindspore/ccsrc/pipeline/jit/parse/parse_base.h
+++ b/mindspore/ccsrc/pipeline/jit/parse/parse_base.h
@@ -163,7 +163,7 @@ enum ClassInstanceTypeDef {
 };
 
 // Convert python object to ValuePtr
-bool ConvertData(const py::object &obj, ValuePtr *data, bool use_signature = false, TypePtr dtype = nullptr);
+bool ConvertData(const py::object &obj, ValuePtr *data, bool use_signature = false, const TypePtr &dtype = nullptr);
 
 // Convert python obj to graph
 FuncGraphPtr ConvertToFuncGraph(const py::object &obj,