update

python/paddle/fluid/backward.py

@@ -136,7 +136,7 @@ def _addup_repetitive_outputs_(op_descs):
                     "sum", {"X": renamed_vars[var_name]}, {"Out": [var_name]},
                     {"use_mkldnn": False}), idx))
                 renamed_vars[var_name] = [var_name]
-        for param_name in op_desc.output_names():
+        for param_idx, param_name in enumerate(op_desc.output_names()):
             arg_names = op_desc.output(param_name)
             for arg_idx, var_name in enumerate(arg_names):
                 if var_name == core.empty_var_name(
@@ -156,12 +156,26 @@ def _addup_repetitive_outputs_(op_descs):
                         _rename_arg_(op_descs, var_name, new_name, 0, idx)
                         _rename_arg_(pending_sum_ops, var_name, new_name)
 
+                        for p in op_desc.output_names()[:param_idx]:
+                            p_arg_names = op_desc.output(p)
+                            if var_name in p_arg_names:
+                                op_desc.set_output(p, [
+                                    new_name if x == var_name else x
+                                    for x in p_arg_names
+                                ])
+
+                        arg_names = [
+                            new_name if x == var_name else x
+                            for x in arg_names[:arg_idx]
+                        ] + arg_names[arg_idx:]
+
                     new_name = var_name + "@RENAME@" + \
                         str(var_rename_count[var_name])
                     var_rename_count[var_name] += 1
                     arg_names[arg_idx] = new_name
                     op_desc.set_output(param_name, arg_names)
                     renamed_vars[var_name].append(new_name)
+
     for var_name, inputs in renamed_vars.iteritems():
         if len(inputs) > 1:
             pending_sum_ops.append(