message: Do not specify dilation rate to depthwise conv2d.
diff: @@ -418,10 +418,11 @@ def _CloneWithNewOperands(layer_op, input_tensor, weight_tensor,
  transpose_b=layer_op.get_attr('transpose_b'),
  name=new_layer_name)
  elif layer_op.type == 'DepthwiseConv2dNative':
  + # We don't copy dilation rate because we reuse the input SpaceToBatch
  + # and create our own BatchToSpace operation below.
  conv = nn.depthwise_conv2d(
  input_tensor,
  weight_tensor,
  - rate=layer_op.get_attr('dilations'),
  strides=layer_op.get_attr('strides'),
  padding=layer_op.get_attr('padding'),
  name=new_layer_name)
  