diff --git a/python/paddle/utils/cpp_extension/extension_utils.py b/python/paddle/utils/cpp_extension/extension_utils.py
index 0a2d71abfdee4f16a142ce1d100d27017681abca..dd69441817d5c79211ba738232878c5c72aeb461 100644
--- a/python/paddle/utils/cpp_extension/extension_utils.py
+++ b/python/paddle/utils/cpp_extension/extension_utils.py
@@ -17,16 +17,24 @@ import re
 import sys
 import json
 import glob
+import atexit
 import hashlib
 import logging
 import collections
 import textwrap
 import warnings
 import subprocess
+import threading
 
+from importlib import machinery
 from contextlib import contextmanager
 from setuptools.command import bdist_egg
 
+try:
+    from subprocess import DEVNULL  # py3
+except ImportError:
+    DEVNULL = open(os.devnull, 'wb')
+
 from ...fluid import core
 from ...fluid.framework import OpProtoHolder
 from ...sysconfig import get_include, get_lib
@@ -777,7 +785,6 @@ def parse_op_info(op_name):
     Parse input names and outpus detail information from registered custom op
     from OpInfoMap.
     """
-    from paddle.fluid.framework import OpProtoHolder
     if op_name not in OpProtoHolder.instance().op_proto_map:
         raise ValueError(
             "Please load {} shared library file firstly by `paddle.utils.cpp_extension.load_op_meta_info_and_register_op(...)`".
@@ -824,16 +831,28 @@ def _generate_python_module(module_name,
     """
     Automatically generate python file to allow import or load into as module
     """
-    api_file = os.path.join(build_directory, module_name + '.py')
+
+    def remove_if_exit(filepath):
+        if os.path.exists(filepath):
+            os.remove(filepath)
+
+    # NOTE: Use unique id as suffix to avoid write same file at same time in
+    # both multi-thread and multi-process.
+    thread_id = str(threading.currentThread().ident)
+    api_file = os.path.join(build_directory,
+                            module_name + '_' + thread_id + '.py')
     log_v("generate api file: {}".format(api_file), verbose)
 
-    # write into .py file
+    # delete the temp file before exit python process    
+    atexit.register(lambda: remove_if_exit(api_file))
+
+    # write into .py file with RWLock
     api_content = [_custom_api_content(op_name) for op_name in op_names]
     with open(api_file, 'w') as f:
         f.write('\n\n'.join(api_content))
 
     # load module
-    custom_module = _load_module_from_file(api_file, verbose)
+    custom_module = _load_module_from_file(api_file, module_name, verbose)
     return custom_module
 
 
@@ -881,7 +900,7 @@ def _custom_api_content(op_name):
     return api_content
 
 
-def _load_module_from_file(api_file_path, verbose=False):
+def _load_module_from_file(api_file_path, module_name, verbose=False):
     """
     Load module from python file.
     """
@@ -891,8 +910,9 @@ def _load_module_from_file(api_file_path, verbose=False):
 
     # Unique readable module name to place custom api.
     log_v('import module from file: {}'.format(api_file_path), verbose)
-    ext_name = "_paddle_cpp_extension_"
-    from importlib import machinery
+    ext_name = "_paddle_cpp_extension_" + module_name
+
+    # load module with RWLock
     loader = machinery.SourceFileLoader(ext_name, api_file_path)
     module = loader.load_module()
 
@@ -1046,10 +1066,6 @@ def run_cmd(command, verbose=False):
     """
     # logging
     log_v("execute command: {}".format(command), verbose)
-    try:
-        from subprocess import DEVNULL  # py3
-    except ImportError:
-        DEVNULL = open(os.devnull, 'wb')
 
     # execute command
     try: