diff --git a/python/paddle/fluid/tests/unittests/autograd/test_transform.py b/python/paddle/fluid/tests/unittests/autograd/test_transform.py
index 08626593e290488f5750e47c43fe4e801005479e..f976ef729cc7a00f403e1c0f5360e9b92dd974d8 100644
--- a/python/paddle/fluid/tests/unittests/autograd/test_transform.py
+++ b/python/paddle/fluid/tests/unittests/autograd/test_transform.py
@@ -88,6 +88,12 @@ class TestAutoGradTransformForAdd(unittest.TestCase):
             'mul_p',
             'mul_p'
         ]
+        self.prim2orig_ops_with_blacklist = [
+            'tanh', 'tanh', 'add_p', 'fill_constant', 'fill_constant',
+            'fill_constant', 'elementwise_mul', 'sub_p', 'fill_constant',
+            'elementwise_mul', 'sub_p', 'fill_constant', 'elementwise_mul',
+            'elementwise_mul'
+        ]
         self.prim2orig_ops = [
             'tanh', 'tanh', 'elementwise_add', 'fill_constant', 'fill_constant',
             'fill_constant', 'elementwise_mul', 'elementwise_sub',
@@ -132,6 +138,13 @@ class TestAutoGradTransformForAdd(unittest.TestCase):
             for k, v in self.ys_shape_map.items():
                 self.assertEqual(flatten_ys_bar[k].shape, v)
 
+            # Test prim2orig with blacklist
+            prim2orig(block=self.main_program.block(0),
+                      blacklist=['add_p', 'sub_p'])
+            prim2orig_ops = [op.type for op in self.main_program.block(0).ops]
+            self.assertEqual(sorted(prim2orig_ops),
+                             sorted(self.prim2orig_ops_with_blacklist))
+
             # Test prim2orig
             prim2orig(block=self.main_program.block(0))
             prim2orig_ops = [op.type for op in self.main_program.block(0).ops]
@@ -198,6 +211,26 @@ class TestAutoGradTransformForMatmul(TestAutoGradTransformForAdd):
             'reshape_p',
         ]
 
+        self.prim2orig_ops_with_blacklist = [
+            'reshape2',
+            'fill_constant',
+            'fill_constant',
+            'fill_constant',
+            'elementwise_mul',
+            'add_p',
+            'matmul_v2',
+            'fill_constant',
+            'fill_constant',
+            'fill_constant',
+            'elementwise_mul',
+            'transpose2',
+            'matmul_v2',
+            'transpose2',
+            'matmul_v2',
+            # 'elementwise_mul',
+            'reshape2',
+        ]
+
         self.prim2orig_ops = [
             'reshape2',
             'fill_constant',
@@ -312,6 +345,17 @@ class TestAutoGradTransformForIndexSelect(TestAutoGradTransformForAdd):
             'add_p',
         ]
 
+        self.prim2orig_ops_with_blacklist = [
+            'expand_v2', 'add_p', 'reshape2', 'elementwise_mul', 'reduce_sum',
+            'sqrt', 'expand_v2', 'sub_p', 'concat', 'gather', 'fill_constant',
+            'fill_constant', 'fill_constant', 'fill_constant', 'fill_constant',
+            'fill_constant', 'elementwise_mul', 'reduce_sum', 'reshape2',
+            'reshape2', 'elementwise_mul', 'elementwise_mul', 'reshape2',
+            'expand_v2', 'elementwise_div', 'reduce_sum', 'reshape2',
+            'fill_constant', 'sub_p', 'split', 'fill_constant', 'fill_any_like',
+            'add_p', 'scatter', 'elementwise_add', 'add_p'
+        ]
+
         self.prim2orig_ops = [
             'expand_v2', 'elementwise_add', 'reshape2', 'elementwise_mul',
             'reduce_sum', 'sqrt', 'expand_v2', 'elementwise_sub', 'concat',
diff --git a/python/paddle/incubate/autograd/primx.py b/python/paddle/incubate/autograd/primx.py
index 260a97cdc16a43a1b2f230ad00a8b198e80da9db..19f87dd9292154ca17dcca8364e76544107b2d5d 100644
--- a/python/paddle/incubate/autograd/primx.py
+++ b/python/paddle/incubate/autograd/primx.py
@@ -408,7 +408,7 @@ class Transform(object):
 
 
 # TODO(lml): supporting control flow, nested blocks, and block other than current block of main program.
-def _lower(block, reverse):
+def _lower(block, reverse, blacklist):
     # Some functions which are only used in _lower.
     def bind(args, to_bind, value_table):
         for i in range(len(args)):
@@ -452,7 +452,7 @@ def _lower(block, reverse):
     for op_idx in range(len(block.ops)):
         op = block.ops[op_idx]
         ops_to_remove.append(op_idx)
-        if lookup_fn(op.type) is not None:
+        if lookup_fn(op.type) is not None and op.type not in blacklist:
             input_args = get_input_var_list(op)
             bind(input_args, to_bind, value_table)
 
@@ -535,11 +535,11 @@ def orig2prim(block=None):
     block = default_main_program().current_block() if block is None else block
     assert block == default_main_program().current_block(
     ), f'block is neither None nor current block of main program'
-    _lower(block, reverse=False)
+    _lower(block, reverse=False, blacklist=[])
 
 
 @framework.static_only
-def prim2orig(block=None):
+def prim2orig(block=None, blacklist=None):
     """
     .. note::
         **ONLY available in the static mode.**
@@ -554,7 +554,11 @@ def prim2orig(block=None):
         block(paddle.static.Block|None, optional): The
             target block to process on. Default None, and will
             process on the current block of main program.
-    
+        blacklist(list[string]|None, optional): The names of automatic
+            differential basic operator that will not be transformed
+            into original operators. Default None, and the blacklist
+            is treated as empty list.
+
     Examples:
 
         .. code-block:: python
@@ -576,4 +580,5 @@ def prim2orig(block=None):
     block = default_main_program().current_block() if block is None else block
     assert block == default_main_program().current_block(
     ), f'block is neither None nor current block of main program'
-    _lower(block, reverse=True)
+    blacklist = [] if blacklist is None else blacklist
+    _lower(block, reverse=True, blacklist=blacklist)