diff --git a/python/paddle/v2/inference.py b/python/paddle/v2/inference.py
index ec3c67d89548f68d705a9b5de80e28597e9829da..95968dede4d303a6eaed0bece21323d51d84b83d 100644
--- a/python/paddle/v2/inference.py
+++ b/python/paddle/v2/inference.py
@@ -41,17 +41,20 @@ class Inference(object):
             yield [each_result[field] for each_result in result]
 
     def infer(self, field='value', **kwargs):
-        retv = None
-        for result in self.iter_infer_field(field=field, **kwargs):
-            if retv is None:
-                retv = [[]] * len(result)
-            for i, item in enumerate(result):
-                retv[i].append(item)
-        retv = [numpy.concatenate(out) for out in retv]
-        if len(retv) == 1:
-            return retv[0]
-        else:
-            return retv
+        if not isinstance(field, list) and not isinstance(field, tuple):
+            field = [field]
+
+        retv_list = []
+        for each_field in field:
+            retv = None
+            for result in self.iter_infer_field(field=each_field, **kwargs):
+                if retv is None:
+                    retv = [[]] * len(result)
+                for i, item in enumerate(result):
+                    retv[i].append(item)
+            retv = [numpy.concatenate(out) for out in retv]
+            retv_list.append(retv[0] if len(retv) == 1 else retv)
+        return retv_list[0] if len(retv_list) == 1 else retv_list
 
 
 def infer(output_layer, parameters, input, feeding=None, field='value'):