diff --git a/python/pipeline/channel.py b/python/pipeline/channel.py
index 615967083f92ff766dabbe3f82b92d34138858e1..1800dc923ab45afb05f96b21cd61e5b83f0084ce 100644
--- a/python/pipeline/channel.py
+++ b/python/pipeline/channel.py
@@ -156,7 +156,7 @@ class ChannelData(object):
             ChannelDataType(self.datatype).name, self.ecode, self.id)
 
 
-class ProcessChannel(multiprocessing.queues.Queue):
+class ProcessChannel(object):
     """ 
     (Process version) The channel used for communication between Ops.
 
@@ -186,14 +186,13 @@ class ProcessChannel(multiprocessing.queues.Queue):
     """
 
     def __init__(self, manager, name=None, maxsize=0, timeout=None):
-        # https://stackoverflow.com/questions/39496554/cannot-subclass-multiprocessing-queue-in-python-3-5/
-        if sys.version_info.major == 2:
-            super(ProcessChannel, self).__init__(maxsize=maxsize)
-        elif sys.version_info.major == 3:
-            super(ProcessChannel, self).__init__(
-                maxsize=maxsize, ctx=multiprocessing.get_context())
-        else:
-            raise Exception("Error Python version")
+        # For queue multiprocess: after putting an object on 
+        # an empty queue there may be an infinitessimal delay
+        # before the queue's :meth:`~Queue.empty`
+        # see more:
+        # - https://bugs.python.org/issue18277
+        # - https://hg.python.org/cpython/rev/860fc6a2bd21
+        self._que = manager.Queue(maxsize=maxsize)
         self._maxsize = maxsize
         self._timeout = timeout
         self.name = name
@@ -255,13 +254,13 @@ class ProcessChannel(multiprocessing.queues.Queue):
             with self._cv:
                 while self._stop is False:
                     try:
-                        self.put({op_name: channeldata}, timeout=0)
+                        self._que.put({op_name: channeldata}, timeout=0)
                         break
                     except Queue.Full:
                         self._cv.wait()
                 _LOGGER.debug(
                     self._log("{} channel size: {}".format(op_name,
-                                                           self.qsize())))
+                                                           self._que.qsize())))
                 self._cv.notify_all()
                 _LOGGER.debug(self._log("{} notify all".format(op_name)))
             _LOGGER.debug(self._log("{} push data succ!".format(op_name)))
@@ -305,7 +304,7 @@ class ProcessChannel(multiprocessing.queues.Queue):
                         _LOGGER.debug(
                             self._log("{} push data succ: {}".format(
                                 op_name, put_data.__str__())))
-                        self.put(put_data, timeout=0)
+                        self._que.put(put_data, timeout=0)
                         break
                     except Queue.Empty:
                         self._cv.wait()
@@ -329,20 +328,20 @@ class ProcessChannel(multiprocessing.queues.Queue):
                     try:
                         _LOGGER.debug(
                             self._log("{} try to get(with channel empty: {})".
-                                      format(op_name, self.empty())))
+                                      format(op_name, self._que.empty())))
                         # For queue multiprocess: after putting an object on 
                         # an empty queue there may be an infinitessimal delay
                         # before the queue's :meth:`~Queue.empty`
                         # see more:
                         # - https://bugs.python.org/issue18277
                         # - https://hg.python.org/cpython/rev/860fc6a2bd21
-                        resp = self.get(timeout=1e-3)
+                        resp = self._que.get(timeout=1e-3)
                         break
                     except Queue.Empty:
                         _LOGGER.debug(
                             self._log(
                                 "{} wait for empty queue(with channel empty: {})".
-                                format(op_name, self.empty())))
+                                format(op_name, self._que.empty())))
                         self._cv.wait()
             _LOGGER.debug(
                 self._log("{} get data succ: {}".format(op_name, resp.__str__(
@@ -376,21 +375,15 @@ class ProcessChannel(multiprocessing.queues.Queue):
                 try:
                     _LOGGER.debug(
                         self._log("{} try to get(with channel size: {})".format(
-                            op_name, self.qsize())))
-                    # For queue multiprocess: after putting an object on 
-                    # an empty queue there may be an infinitessimal delay
-                    # before the queue's :meth:`~Queue.empty`
-                    # see more:
-                    # - https://bugs.python.org/issue18277
-                    # - https://hg.python.org/cpython/rev/860fc6a2bd21
-                    channeldata = self.get(timeout=1e-3)
+                            op_name, self._que.qsize())))
+                    channeldata = self._que.get(timeout=1e-3)
                     self._output_buf.append(channeldata)
                     break
                 except Queue.Empty:
                     _LOGGER.debug(
                         self._log(
                             "{} wait for empty queue(with channel size: {})".
-                            format(op_name, self.qsize())))
+                            format(op_name, self._que.qsize())))
                     self._cv.wait()
 
             consumer_cursor = self._consumer_cursors[op_name]