def inverse(xs, scale, x0):
  """A simple parametrized inverse function (`1/x`), applied element-wise.

  Args:
    xs (np.ndarray or float): Input(s) to the function.
    scale (float): Linear scaling factor.
    x0 (float): Horizontal offset.

  """
  ys = scale / (xs - x0)
  return ys