diff --git a/python/paddle/v2/dataset/common.py b/python/paddle/v2/dataset/common.py
index 191d9ecfb127c1851a392bc9ec83734d630d0ac4..fab8a68b0beee8b813bee2a05047e2da526a9c9b 100644
--- a/python/paddle/v2/dataset/common.py
+++ b/python/paddle/v2/dataset/common.py
@@ -23,7 +23,6 @@ import paddle.v2.dataset
 import cPickle
 import glob
 import cPickle as pickle
-import random
 
 __all__ = [
     'DATA_HOME', 'download', 'md5file', 'split', 'cluster_files_reader',
@@ -206,7 +205,6 @@ def convert(output_path, reader, line_count, name_prefix):
     indx_f = 0
 
     def write_data(indx_f, lines):
-        random.shuffle(lines)
         filename = "%s/%s-%05d" % (output_path, name_prefix, indx_f)
         writer = recordio.writer(filename)
         for l in lines:
diff --git a/python/paddle/v2/dataset/imdb.py b/python/paddle/v2/dataset/imdb.py
index 21ed7f7a5ce279f5bc65e5b008f14a1b0ff97343..37c4296f9bcea7e16daa46f778934331513c30c4 100644
--- a/python/paddle/v2/dataset/imdb.py
+++ b/python/paddle/v2/dataset/imdb.py
@@ -25,7 +25,6 @@ import collections
 import tarfile
 import re
 import string
-import random
 
 __all__ = ['build_dict', 'train', 'test', 'convert']
 
@@ -83,7 +82,6 @@ def reader_creator(pos_pattern, neg_pattern, word_idx):
 
     load(pos_pattern, INS, 0)
     load(neg_pattern, INS, 1)
-    random.shuffle(INS)
 
     def reader():
         for doc, label in INS:
diff --git a/python/paddle/v2/dataset/mq2007.py b/python/paddle/v2/dataset/mq2007.py
index b705c9109b2b6769c9fafa9241db5d81c682f9e3..d3b3dd524c34be660c5f2d4fc5ce2fa0420efbc1 100644
--- a/python/paddle/v2/dataset/mq2007.py
+++ b/python/paddle/v2/dataset/mq2007.py
@@ -24,7 +24,6 @@ http://research.microsoft.com/en-us/um/beijing/projects/letor/LETOR4.0/Data/MQ20
 """
 
 import os
-import random
 import functools
 import rarfile
 from common import download
@@ -265,7 +264,7 @@ def query_filter(querylists):
     return filter_query
 
 
-def load_from_text(filepath, shuffle=True, fill_missing=-1):
+def load_from_text(filepath, shuffle=False, fill_missing=-1):
     """
   parse data file into querys
   """
@@ -287,17 +286,14 @@ def load_from_text(filepath, shuffle=True, fill_missing=-1):
             querylist._add_query(query)
     if querylist is not None:
         querylists.append(querylist)
-    if shuffle == True:
-        random.shuffle(querylists)
     return querylists
 
 
-def __reader__(filepath, format="pairwise", shuffle=True, fill_missing=-1):
+def __reader__(filepath, format="pairwise", shuffle=False, fill_missing=-1):
     """
   Parameters
   --------
   filename : string
-  shuffle : shuffle query-doc pair under the same query
   fill_missing : fill the missing value. default in MQ2007 is -1
   
   Returns