def save(self, doc):
        if doc.id:
            return self.update(doc)
        else:
            return self.insert(doc)
def residual_with_slice_fn(inp, out):
      inp_sliced = array_ops.slice(inp, [0, 0], [-1, 3])
      return inp_sliced + out