PistonY commented on issue #14762: How to make nn.HybridSequential handel 
multiple input/output layer?(Gluon)
URL: 
https://github.com/apache/incubator-mxnet/issues/14762#issuecomment-485625320
 
 
   I inherit `HybridSequential` to fix this.
   ```python
   class DP_Sequential(nn.HybridSequential):
       def __init__(self, prefix=None, params=None):
           super(DP_Sequential, self).__init__(prefix=prefix, params=params)
   
       def hybrid_forward(self, F, x1, x2):
           for block in self._children.values():
               x1, x2 = block(x1, x2)
           return x1, x2
   ```

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