diff --git a/python/paddle/fluid/framework.py b/python/paddle/fluid/framework.py
index 1409acd5ca0aa3bef7e4c916296b99484929449a..ba45211647d6db5704dd9945b62c4264985ee1e6 100644
--- a/python/paddle/fluid/framework.py
+++ b/python/paddle/fluid/framework.py
@@ -2886,6 +2886,8 @@ class Operator:
             self._type = type
             self.attrs = attrs if attrs else {}
         else:
+            self.legacy_attrs = attrs if attrs else {}
+
             self.block = block
             self.desc = desc
             # note: not add self.attrs here:
@@ -3083,6 +3085,11 @@ class Operator:
                     )
 
             self.desc.check_attrs()
+
+            # record all attrs needed by creating op
+            for item in self.desc.attr_names():
+                self.legacy_attrs[item] = self.desc.attr(item)
+
             if self._has_kernel(type):
                 self.desc.infer_var_type(self.block.desc)
                 self.desc.infer_shape(self.block.desc)
@@ -3090,6 +3097,10 @@ class Operator:
     def _has_kernel(self, op_type):
         return op_type not in self.OP_WITHOUT_KERNEL_SET
 
+    def _get_runtime_attrs(self):
+        """Record all attrs needed by creating op. This api is only for to_prim process."""
+        return self.legacy_attrs
+
     def to_string(self, throw_on_error):
         """
         Get debug string.
diff --git a/python/paddle/fluid/tests/unittests/prim/CMakeLists.txt b/python/paddle/fluid/tests/unittests/prim/CMakeLists.txt
index 1ed855859b8df2c8f82ceb5c909ad4da35828a19..b0f037f9a14ccd5b97f938b3f725eece537b6369 100644
--- a/python/paddle/fluid/tests/unittests/prim/CMakeLists.txt
+++ b/python/paddle/fluid/tests/unittests/prim/CMakeLists.txt
@@ -11,3 +11,4 @@ endforeach()
 add_subdirectory(prim)
 add_subdirectory(model)
 add_subdirectory(composite_ops)
+add_subdirectory(process)
diff --git a/python/paddle/fluid/tests/unittests/prim/composite_ops/CMakeLists.txt b/python/paddle/fluid/tests/unittests/prim/composite_ops/CMakeLists.txt
index 35ae4537dd8f6335bda0a37c61cbd738485ab8f3..e70fb3ecbe6ad3fbbb9f0afcda997f42cdf54d60 100644
--- a/python/paddle/fluid/tests/unittests/prim/composite_ops/CMakeLists.txt
+++ b/python/paddle/fluid/tests/unittests/prim/composite_ops/CMakeLists.txt
@@ -3,12 +3,7 @@ file(
   RELATIVE "${CMAKE_CURRENT_SOURCE_DIR}"
   "test_*.py")
 
-file(
-  GLOB TEST_OPS_GRAD
-  RELATIVE "${CMAKE_CURRENT_SOURCE_DIR}"
-  "test_*_grad.py")
 string(REPLACE ".py" "" TEST_OPS "${TEST_OPS}")
-string(REPLACE ".py" "" TEST_OPS_GRAD "${TEST_OPS_GRAD}")
 
 foreach(TEST_OP ${TEST_OPS})
   py_test_modules(${TEST_OP} MODULES ${TEST_OP} ENVS ${GC_ENVS})
diff --git a/python/paddle/fluid/tests/unittests/prim/process/CMakeLists.txt b/python/paddle/fluid/tests/unittests/prim/process/CMakeLists.txt
new file mode 100644
index 0000000000000000000000000000000000000000..06f0c4617749a07ea4b7cf8db5deca0cb4e88b22
--- /dev/null
+++ b/python/paddle/fluid/tests/unittests/prim/process/CMakeLists.txt
@@ -0,0 +1,10 @@
+file(
+  GLOB TEST_OPS
+  RELATIVE "${CMAKE_CURRENT_SOURCE_DIR}"
+  "test_*.py")
+
+string(REPLACE ".py" "" TEST_OPS "${TEST_OPS}")
+
+foreach(TEST_OP ${TEST_OPS})
+  py_test_modules(${TEST_OP} MODULES ${TEST_OP} ENVS ${GC_ENVS})
+endforeach()
diff --git a/python/paddle/fluid/tests/unittests/prim/process/test_copy_op.py b/python/paddle/fluid/tests/unittests/prim/process/test_copy_op.py
new file mode 100644
index 0000000000000000000000000000000000000000..15a6994ecbf90fe68650e0bb3832567f452aa2c3
--- /dev/null
+++ b/python/paddle/fluid/tests/unittests/prim/process/test_copy_op.py
@@ -0,0 +1,83 @@
+# 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 numpy as np
+
+import paddle
+from paddle.fluid import core
+
+paddle.framework.random._manual_program_seed(2023)
+
+
+def fn(x):
+    dropout1 = paddle.nn.Dropout(p=0.5)
+    dropout2 = paddle.nn.Dropout(p=0.6)
+    y = dropout1(x)
+    z = dropout2(y)
+    return z
+
+
+class TestCompositeCopyOp(unittest.TestCase):
+    """This case is set to test copying op process even if some attrs of origin op has been blocked during constructing program."""
+
+    def cal_composite(self, inputs):
+        paddle.enable_static()
+        core._set_prim_forward_enabled(True)
+        startup_program = paddle.static.Program()
+        main_program = paddle.static.Program()
+        with paddle.static.program_guard(main_program, startup_program):
+            x = paddle.static.data(
+                'x', shape=inputs.shape, dtype=str(inputs.dtype)
+            )
+            y = fn(x)
+            blocks = main_program.blocks
+
+            fwd_ops = [op.type for op in blocks[0].ops]
+            # Ensure that dropout in original block
+            self.assertTrue('dropout' in fwd_ops)
+
+            paddle.incubate.autograd.to_prim(blocks)
+
+            fwd_ops_new = [op.type for op in blocks[0].ops]
+            # Ensure that dropout is not splitted into small ops
+            self.assertTrue('dropout' in fwd_ops_new)
+
+        exe = paddle.static.Executor()
+        exe.run(startup_program)
+        res = exe.run(main_program, feed={'x': inputs}, fetch_list=[y])
+        paddle.disable_static()
+        core._set_prim_forward_enabled(False)
+        return res
+
+    def test_forward(self):
+        core._set_prim_forward_blacklist("dropout")
+        np_data = np.random.random([16, 64, 128, 128]).astype("float32")
+        tensor_data = paddle.to_tensor(np_data)
+
+        expect = fn(tensor_data).numpy()
+        actual = self.cal_composite(np_data)[0]
+
+        assert expect.dtype == actual.dtype
+        np.testing.assert_allclose(
+            expect,
+            actual,
+            rtol=0,
+            atol=0,
+        )
+
+
+if __name__ == '__main__':
+    unittest.main()
diff --git a/python/paddle/incubate/autograd/primx.py b/python/paddle/incubate/autograd/primx.py
index 09c13e9aa40ddb78588821cea821dda9cc189150..d38f49db5be168bee1318fff1c50483346e1c5e1 100644
--- a/python/paddle/incubate/autograd/primx.py
+++ b/python/paddle/incubate/autograd/primx.py
@@ -656,8 +656,12 @@ def _lower_composite(block, blacklist=[]):
                     outputs[op.output_names[i]] = op.output(op.output_names[i])
 
                 attrs = {}
-                for name in sorted(op.attr_names):
-                    attrs[name] = op.attr(name)
+                # When copying op, all attrs defined in api should be kept.But op.attr_names is not complete here.
+                # Thus, all attrs should be got from init attrs of origin op.
+                runtime_attrs = op._get_runtime_attrs()
+                for name in runtime_attrs.keys():
+                    attrs[name] = runtime_attrs[name]
+
                 from paddle.fluid.dygraph.base import param_guard
 
                 new_op_desc = block.desc.append_op()