from tensorflow.python.framework import tensor_util

      normal = dists.Normal(mu, sigma,
                            validate_args=True)
      self.assertTrue(tensor_util.constant_value(normal.is_scalar_event))
      self.assertTrue(tensor_util.constant_value(normal.is_scalar_batch))

      normal = dists.Normal([mu], [sigma],
