diff --git a/python/paddle/fluid/reader.py b/python/paddle/fluid/reader.py
index 841c58821d7a16c171f00dd96d30471f376e9c38..3ea3af9ed1cb5c768dd2268487fc8abd3efc8c44 100644
--- a/python/paddle/fluid/reader.py
+++ b/python/paddle/fluid/reader.py
@@ -19,6 +19,7 @@ import numpy as np
 import threading
 import paddle
 import time
+import copy
 
 from .framework import Program, Variable, program_guard, default_main_program, default_startup_program, _non_static_mode, cpu_places, _current_expected_place, _in_eager_without_dygraph_check
 from .executor import global_scope
@@ -214,7 +215,7 @@ class AuToTune(object):
         return sub_dataset
 
     def get_autotune_loader(self):
-        loader = self.loader
+        loader = copy.copy(self.loader)
         batch_size = self.loader.batch_sampler.batch_size
         if isinstance(self.loader.batch_sampler,
                       paddle.io.DistributedBatchSampler):