// max_percentile is 99.999 by default.
    float max_percentile = 3;
  }

  // Determines how to calibrate.
  // Default value: CALIBRATION_METHOD_MIN_MAX
  CalibrationMethod calibration_method = 1;

  // Defines the parameters required for calibration. Parameters such as the
  // number of bins in the histogram and percentile belong to it.

  Returns:
    (min_value, max_value): Min and max calculated using calib_opts.

  Raises:
    ValueError: Unsupported calibration method is given.
  """
  calib_method = calib_opts.calibration_method
  if calib_method not in _REGISTRY:
    raise ValueError(f'Unsupported calibration method: {calib_method}')

  calibration_algorithm = _REGISTRY[calib_method](statistics, calib_opts)

                  calibration_method=_CalibrationMethod.CALIBRATION_METHOD_MIN_MAX
              ),
              stablehlo_quant_config_pb2.CalibrationOptions(
                  calibration_method=_CalibrationMethod.CALIBRATION_METHOD_AVERAGE_MIN_MAX
              ),
              stablehlo_quant_config_pb2.CalibrationOptions(