diff --git a/paddle/cinn/utils/attribute_util.h b/paddle/cinn/utils/attribute_util.h
index 17c1471c38c2d5..474bc09e2c64c2 100644
--- a/paddle/cinn/utils/attribute_util.h
+++ b/paddle/cinn/utils/attribute_util.h
@@ -20,6 +20,7 @@
 #include "paddle/cinn/utils/type_defs.h"
 #include "paddle/fluid/pir/dialect/operator/ir/op_attribute.h"
 #include "paddle/phi/common/data_type.h"
+#include "paddle/pir/core/builtin_op.h"
 #include "paddle/pir/core/builtin_type.h"
 
 namespace cinn {
@@ -61,7 +62,9 @@ AttributeMap ConvertAttributes(const NewIR_AttributeMap& src_attrs) {
   AttributeMap dst_attrs;
   for (auto& item : src_attrs) {
     VLOG(4) << "deal with " << item.first;
-    if (item.second.isa<paddle::dialect::PlaceAttribute>()) {
+    if (item.first == ::pir::kStopGradientAttrName) {
+      continue;
+    } else if (item.second.isa<paddle::dialect::PlaceAttribute>()) {
       auto is_cpu =
           item.second.dyn_cast<paddle::dialect::PlaceAttribute>().data() ==
           phi::CPUPlace();
diff --git a/paddle/fluid/pir/dialect/op_generator/op_build_gen.py b/paddle/fluid/pir/dialect/op_generator/op_build_gen.py
index e86072fac58c32..df487f01e99307 100644
--- a/paddle/fluid/pir/dialect/op_generator/op_build_gen.py
+++ b/paddle/fluid/pir/dialect/op_generator/op_build_gen.py
@@ -594,6 +594,8 @@ def GenBuildOutputs(
                 )
 
     build_output_str += "  argument.AddOutputs(argument_outputs.begin(), argument_outputs.end());\n"
+    # NOTE(Aurelius84): PassStopGradients must be placed after argument.AddOutputs.
+    build_output_str += "  ::pir::PassStopGradientsDefaultly(argument);\n"
 
     return build_output_str
 
diff --git a/paddle/fluid/pybind/ir.cc b/paddle/fluid/pybind/ir.cc
index e92d7894152056..ed8ec2f65d9d6c 100644
--- a/paddle/fluid/pybind/ir.cc
+++ b/paddle/fluid/pybind/ir.cc
@@ -370,13 +370,14 @@ bool GetOpResultBoolAttr(const OpResult &self, const std::string &attr_name) {
                      .AsVector();
     return attrs[self.GetResultIndex()].dyn_cast<pir::BoolAttribute>().data();
   } else {
-    return false;
+    return true;
   }
 }
 
 void SetOpResultBoolAttr(const OpResult &self,
                          const std::string &attr_name,
-                         bool value) {
+                         bool value,
+                         bool default_value) {
   auto *defining_op = self.owner();
   std::vector<pir::Attribute> attrs;
   if (defining_op->HasAttribute(attr_name)) {
@@ -386,7 +387,7 @@ void SetOpResultBoolAttr(const OpResult &self,
   } else {
     attrs = std::vector<pir::Attribute>(
         defining_op->num_results(),
-        pir::BoolAttribute::get(pir::IrContext::Instance(), false));
+        pir::BoolAttribute::get(pir::IrContext::Instance(), default_value));
   }
   attrs[self.GetResultIndex()] =
       pir::BoolAttribute::get(pir::IrContext::Instance(), value);
@@ -479,7 +480,12 @@ void BindOpResult(py::module *m) {
             return GetOpResultBoolAttr(self, kAttrStopGradients);
           },
           [](OpResult &self, bool stop_gradient) {
-            SetOpResultBoolAttr(self, kAttrStopGradients, stop_gradient);
+            // NOTE(Aurelius84): For other OpResult, set theirs stop_gradient
+            // default value as true.
+            SetOpResultBoolAttr(self,
+                                kAttrStopGradients,
+                                stop_gradient,
+                                /*default_value=*/true);
           })
       .def_property(
           "is_persistable",
@@ -487,7 +493,12 @@ void BindOpResult(py::module *m) {
             return GetOpResultBoolAttr(self, kAttrIsPersisable);
           },
           [](OpResult &self, bool is_persistable) {
-            SetOpResultBoolAttr(self, kAttrIsPersisable, is_persistable);
+            // NOTE(Aurelius84): For other OpResult, set theirs is_persistable
+            // default value as false.
+            SetOpResultBoolAttr(self,
+                                kAttrIsPersisable,
+                                is_persistable,
+                                /*default_value=*/false);
           })
       .def_property(
           "shape",
diff --git a/paddle/pir/core/builtin_op.cc b/paddle/pir/core/builtin_op.cc
index aba3ff9b282e43..b63e8d1d3c53d2 100644
--- a/paddle/pir/core/builtin_op.cc
+++ b/paddle/pir/core/builtin_op.cc
@@ -22,6 +22,34 @@ namespace pir {
 
 const char *ModuleOp::attributes_name[attributes_num] = {"program"};  // NOLINT
 
+void PassStopGradientsDefaultly(OperationArgument &argument) {  // NOLINT
+  VLOG(4) << "Builder construction stop gradient for OpResults.";
+  bool stop_gradient = true;
+  for (auto &input : argument.inputs) {
+    if (input.Value::impl() == nullptr) continue;
+
+    auto *defining_op = input.owner();
+    bool input_stop_gradient = true;
+    if (defining_op->HasAttribute(kStopGradientAttrName)) {
+      auto attrs = defining_op->attribute(kStopGradientAttrName)
+                       .dyn_cast<pir::ArrayAttribute>()
+                       .AsVector();
+      input_stop_gradient =
+          attrs[input.GetResultIndex()].dyn_cast<pir::BoolAttribute>().data();
+    }
+    if (!input_stop_gradient) {
+      stop_gradient = false;
+      break;
+    }
+  }
+  std::vector<pir::Attribute> outs_stop_gradient(
+      argument.output_types.size(),
+      pir::BoolAttribute::get(pir::IrContext::Instance(), stop_gradient));
+  argument.AddAttribute(
+      kStopGradientAttrName,
+      pir::ArrayAttribute::get(pir::IrContext::Instance(), outs_stop_gradient));
+}
+
 Program *ModuleOp::program() {
   const AttributeMap &attr = this->attributes();
   auto iter = attr.find("program");
@@ -79,6 +107,15 @@ void GetParameterOp::Build(Builder &builder,
   argument.attributes[attributes_name[0]] =
       pir::StrAttribute::get(builder.ir_context(), name);
   argument.output_types.emplace_back(type);
+  PassStopGradients(argument);
+}
+
+void GetParameterOp::PassStopGradients(OperationArgument &argument) {
+  std::vector<pir::Attribute> outs_stop_gradient(
+      1, pir::BoolAttribute::get(pir::IrContext::Instance(), false));
+  argument.AddAttribute(
+      kStopGradientAttrName,
+      pir::ArrayAttribute::get(pir::IrContext::Instance(), outs_stop_gradient));
 }
 
 void GetParameterOp::Verify() const {
@@ -136,6 +173,7 @@ void CombineOp::Build(Builder &builder,
     argument.output_types.emplace_back(
         pir::VectorType::get(builder.ir_context(), inputs_type));
   }
+  PassStopGradientsDefaultly(argument);
 }
 
 void CombineOp::Verify() const {
@@ -177,6 +215,28 @@ void SliceOp::Build(Builder &builder,
   argument.output_types.emplace_back(input.type()
                                          .dyn_cast<pir::VectorType>()
                                          .data()[static_cast<size_t>(index)]);
+  PassStopGradients(argument, index);
+}
+
+void SliceOp::PassStopGradients(OperationArgument &argument, int index) {
+  std::vector<pir::Attribute> outs_stop_gradient(
+      1, pir::BoolAttribute::get(pir::IrContext::Instance(), true));
+  auto &input = argument.inputs[0];
+  if (input.Value::impl() != nullptr) {
+    auto *defining_op = input.owner();
+    if (defining_op && defining_op->isa<CombineOp>()) {
+      IR_ENFORCE(defining_op->HasAttribute(kStopGradientAttrName),
+                 "Required CombineOp must have attribute %s",
+                 kStopGradientAttrName);
+      auto attrs = defining_op->attribute(kStopGradientAttrName)
+                       .dyn_cast<pir::ArrayAttribute>()
+                       .AsVector();
+      outs_stop_gradient[0] = attrs[index];
+    }
+  }
+  argument.AddAttribute(
+      kStopGradientAttrName,
+      pir::ArrayAttribute::get(pir::IrContext::Instance(), outs_stop_gradient));
 }
 
 void SliceOp::Verify() const {
@@ -233,6 +293,56 @@ void SplitOp::Build(Builder &builder,
     argument.output_types.emplace_back(
         input.type().dyn_cast<pir::VectorType>().data()[idx]);
   }
+
+  PassStopGradients(argument);
+}
+
+void SplitOp::PassStopGradients(OperationArgument &argument) {
+  std::vector<bool> defaut_stop_gradients(argument.output_types.size(), true);
+  auto &input = argument.inputs[0];
+  if (input.Value::impl() != nullptr) {
+    auto *defining_op = input.owner();
+    if (defining_op && defining_op->isa<CombineOp>()) {
+      IR_ENFORCE(argument.output_types.size(),
+                 defining_op->num_operands(),
+                 "Required SplitOp.output.size() == CombineOp.input.size(), "
+                 "but received %d != %d",
+                 argument.output_types.size(),
+                 defining_op->num_operands());
+      for (uint32_t i = 0; i < defining_op->num_operands(); ++i) {
+        auto value = defining_op->operand_source(i);
+        if (!value) continue;
+        auto *oprand_defining_op = value.GetDefiningOp();
+        if (oprand_defining_op->HasAttribute(kStopGradientAttrName)) {
+          auto attrs = oprand_defining_op->attribute(kStopGradientAttrName)
+                           .dyn_cast<pir::ArrayAttribute>()
+                           .AsVector();
+          defaut_stop_gradients[i] =
+              attrs[value.dyn_cast<OpResult>().GetResultIndex()]
+                  .dyn_cast<pir::BoolAttribute>()
+                  .data();
+        }
+      }
+    } else if (defining_op &&
+               defining_op->HasAttribute(kStopGradientAttrName)) {
+      bool stop_gradient = defining_op->attribute(kStopGradientAttrName)
+                               .dyn_cast<pir::ArrayAttribute>()
+                               .AsVector()[0]
+                               .dyn_cast<pir::BoolAttribute>()
+                               .data();
+      defaut_stop_gradients.assign(defaut_stop_gradients.size(), stop_gradient);
+    }
+  }
+
+  std::vector<pir::Attribute> outs_stop_gradient;
+  outs_stop_gradient.reserve(argument.output_types.size());
+  for (auto stop_gradient : defaut_stop_gradients) {
+    outs_stop_gradient.push_back(
+        pir::BoolAttribute::get(pir::IrContext::Instance(), stop_gradient));
+  }
+  argument.AddAttribute(
+      kStopGradientAttrName,
+      pir::ArrayAttribute::get(pir::IrContext::Instance(), outs_stop_gradient));
 }
 
 void SplitOp::Verify() const {
diff --git a/paddle/pir/core/builtin_op.h b/paddle/pir/core/builtin_op.h
index fee0ca406a7410..34e78e36b9b387 100644
--- a/paddle/pir/core/builtin_op.h
+++ b/paddle/pir/core/builtin_op.h
@@ -21,6 +21,7 @@ namespace pir {
 
 class Program;
 class Block;
+constexpr char kStopGradientAttrName[] = "stop_gradient";
 ///
 /// \brief ModuleOp
 ///
@@ -56,6 +57,9 @@ class IR_API GetParameterOp : public pir::Op<GetParameterOp> {
                     const std::string &name,
                     Type type);
   void Verify() const;
+
+ private:
+  static void PassStopGradients(OperationArgument &argument);  // NOLINT
 };
 
 ///
@@ -123,6 +127,10 @@ class IR_API SliceOp : public pir::Op<SliceOp> {
 
   void Verify() const;
   pir::Value input() { return operand_source(0); }
+
+ private:
+  static void PassStopGradients(OperationArgument &argument,  // NOLINT
+                                int index);
 };
 
 ///
@@ -151,6 +159,9 @@ class IR_API SplitOp : public pir::Op<SplitOp> {
     }
     return outputs;
   }
+
+ private:
+  static void PassStopGradients(OperationArgument &argument);  // NOLINT
 };
 
 class IR_API ConstantLikeTrait : public OpTraitBase<ConstantLikeTrait> {
@@ -180,6 +191,8 @@ class IR_API ConstantOp : public Op<ConstantOp, ConstantLikeTrait> {
   Attribute value() const;
 };
 
+void PassStopGradientsDefaultly(OperationArgument &argument);  // NOLINT
+
 }  // namespace pir
 
 IR_EXPORT_DECLARE_EXPLICIT_TYPE_ID(pir::ModuleOp)
diff --git a/test/cpp/pir/core/ir_program_test.cc b/test/cpp/pir/core/ir_program_test.cc
index b4a2ebc2522dc1..cafca1c97bdb22 100644
--- a/test/cpp/pir/core/ir_program_test.cc
+++ b/test/cpp/pir/core/ir_program_test.cc
@@ -274,7 +274,7 @@ TEST(program_test, builder) {
   EXPECT_EQ(program.block()->back(), full_op.operation());
   EXPECT_EQ(full_op.num_operands(), 0u);
   EXPECT_EQ(full_op.num_results(), 1u);
-  EXPECT_EQ(full_op.attributes().size(), 4u);
+  EXPECT_EQ(full_op.attributes().size(), 5u);
   EXPECT_EQ(
       full_op_output.dyn_cast<paddle::dialect::DenseTensorType>().offset() == 0,
       true);
diff --git a/test/ir/new_ir/CMakeLists.txt b/test/ir/new_ir/CMakeLists.txt
index be352019e2d50a..733ab1338b4d5c 100644
--- a/test/ir/new_ir/CMakeLists.txt
+++ b/test/ir/new_ir/CMakeLists.txt
@@ -5,7 +5,7 @@ file(
 string(REPLACE ".py" "" TEST_INTERP_CASES "${TEST_INTERP_CASES}")
 
 set(TEST_IR_SYSTEM_CASES test_build_model test_pd_inplace_pass
-                         test_symbol_overload)
+                         test_symbol_overload test_stop_gradient)
 list(REMOVE_ITEM TEST_INTERP_CASES ${TEST_IR_SYSTEM_CASES})
 
 foreach(target ${TEST_INTERP_CASES})
diff --git a/test/ir/new_ir/test_stop_gradient.py b/test/ir/new_ir/test_stop_gradient.py
new file mode 100644
index 00000000000000..52623d2058fe86
--- /dev/null
+++ b/test/ir/new_ir/test_stop_gradient.py
@@ -0,0 +1,63 @@
+# Copyright (c) 2023 PaddlePaddle Authors. All Rights Reserved.
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+import unittest
+
+import paddle
+
+
+class TestAPI(unittest.TestCase):
+    def setUp(self):
+        paddle.enable_static()
+
+    def assert_api(self, api_func, stop_gradient):
+        main_program = paddle.static.Program()
+        with paddle.static.program_guard(main_program):
+            x = api_func()
+        self.assertEqual(x.stop_gradient, stop_gradient)
+        # test for setter
+        x.stop_gradient = not stop_gradient
+        self.assertEqual(x.stop_gradient, not stop_gradient)
+
+    def test_full(self):
+        api = lambda: paddle.full(shape=[2, 3], fill_value=1.0)
+        self.assert_api(api, True)
+
+    def test_data(self):
+        api = lambda: paddle.static.data('x', [4, 4], dtype='float32')
+        self.assert_api(api, True)
+
+    # TODO(Aurelius84): Add more test cases after API is migrated.
+
+
+class TestParametes(unittest.TestCase):
+    def setUp(self):
+        paddle.enable_static()
+
+    def test_create_param(self):
+        main_program = paddle.static.Program()
+        with paddle.static.program_guard(main_program):
+            w = paddle.create_parameter(shape=[784, 200], dtype='float32')
+        self.assertEqual(w.stop_gradient, False)
+        self.assertEqual(w.is_persistable, True)
+
+        # test for setter
+        w.stop_gradient = True
+        w.is_persistable = False
+        self.assertEqual(w.stop_gradient, True)
+        self.assertEqual(w.is_persistable, False)
+
+
+if __name__ == '__main__':
+    unittest.main()