diff --git a/speech_model.py b/speech_model.py
index e51628d..f7c1cd6 100644
--- a/speech_model.py
+++ b/speech_model.py
@@ -29,6 +29,7 @@ import numpy as np
 
 from utils.ops import get_edit_distance, read_wav_data
 from utils.config import load_config_file, DEFAULT_CONFIG_FILENAME, load_pinyin_dict
+from utils.thread import threadsafe_generator
 
 class ModelSpeech:
     '''
@@ -45,6 +46,7 @@ class ModelSpeech:
         self.speech_features = speech_features
         self.max_label_length = max_label_length
 
+    @threadsafe_generator
     def _data_generator(self, batch_size, data_loader):
         '''
         数据生成器函数，用于Keras的generator_fit训练
diff --git a/utils/thread.py b/utils/thread.py
new file mode 100644
index 0000000..dcc1033
--- /dev/null
+++ b/utils/thread.py
@@ -0,0 +1,52 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+#
+# Copyright 2016-2099 Ailemon.net
+#
+# This file is part of ASRT Speech Recognition Tool.
+#
+# ASRT is free software: you can redistribute it and/or modify
+# it under the terms of the GNU General Public License as published by
+# the Free Software Foundation, either version 3 of the License, or
+# (at your option) any later version.
+# ASRT is distributed in the hope that it will be useful,
+# but WITHOUT ANY WARRANTY; without even the implied warranty of
+# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
+# GNU General Public License for more details.
+#
+# You should have received a copy of the GNU General Public License
+# along with ASRT.  If not, see <https://www.gnu.org/licenses/>.
+# ============================================================================
+
+'''
+@author: nl8590687
+解决python生成器多线程的线程安全问题
+'''
+
+import threading
+'''
+    A generic iterator and generator that takes any iterator and wrap it to make it thread safe.
+    This method was introducted by Anand Chitipothu in http://anandology.com/blog/using-iterators-and-generators/
+    but was not compatible with python 3. This modified version is now compatible and works both in python 2.8 and 3.0 
+'''
+class threadsafe_iter:
+    """Takes an iterator/generator and makes it thread-safe by
+    serializing call to the `next` method of given iterator/generator.
+    """
+    def __init__(self, it):
+        self.it = it
+        self.lock = threading.Lock()
+
+    def __iter__(self):
+        return self
+
+    def __next__(self):
+        with self.lock:
+            return self.it.__next__()
+
+def threadsafe_generator(f):
+    """A decorator that takes a generator function and makes it thread-safe.
+    """
+    def g(*a, **kw):
+        return threadsafe_iter(f(*a, **kw))
+    return g