[Dy2St]Fix clone for test state problem (#51966)

* [Dy2St]Fix clone for test state problem

* clean code

python/paddle/jit/dy2static/partial_program.py

@@ -108,15 +108,6 @@ def __get__(self, instance, cls):
         return val
 
 
-def _change_is_test_status(program, is_test):
-    # change all `is_test` attributes
-    for block in program.blocks:
-        for op in block.ops:
-            if op.has_attr('is_test'):
-                op._set_attr('is_test', is_test)
-    return program
-
-
 class ProgramInfo:
     """
     A helper class to recoder Program information
@@ -618,8 +609,7 @@ def _insert_aggregation_ops_for_var(target_program, var):
 
     @switch_to_static_graph
     def _append_backward_desc(self, main_program):
-        # make sure all status of is_test are False in train mode.
-        program = _change_is_test_status(main_program.clone(), is_test=False)
+        program = main_program.clone(for_test=False)
         if self._hooker:
             program = self._hooker.before_append_backward(program)
         targets = []