CalibrationOptions::CALIBRATION_METHOD_HISTOGRAM_PERCENTILE);
        auto calibration_parameters =
            CalibrationOptions::CalibrationParameters();
        calibration_parameters.set_num_bins(512);
        calibration_parameters.set_min_percentile(0.001);
        calibration_parameters.set_max_percentile(99.999);
        calib_opts_.mutable_calibration_parameters()->CopyFrom(

      *config.mutable_calibration_options();
  calibration_options.set_calibration_method(
      CalibrationOptions::CALIBRATION_METHOD_AVERAGE_MIN_MAX);
  calibration_options.mutable_calibration_parameters()->set_num_bins(512);

  // Test that if the user explicitly provided `calibration_options`, it is not
  // overridden.
  const QuantizationConfig new_config = PopulateDefaults(config);

        absl::AbortedError("The calibration method must be specified."));

    calib_opts_.set_calibration_method(calibration_method);
    calib_opts_.mutable_calibration_parameters()->set_num_bins(num_bins);
    calib_opts_.mutable_calibration_parameters()->set_min_percentile(
        min_percentile);
    calib_opts_.mutable_calibration_parameters()->set_max_percentile(
        max_percentile);
  }

              .calibration_parameters()
              .num_bins() == 0) {
        quant_config.mutable_calibration_options()
            ->mutable_calibration_parameters()
            ->set_num_bins(512);
      }
      if (quant_config.calibration_options().calibration_method() ==
          CalibrationOptions::CALIBRATION_METHOD_HISTOGRAM_PERCENTILE) {
        if (quant_config.calibration_options()

    )
fi

if [[ -n "${NODE_INSTANCE_PREFIX:-}" ]]; then
  NODE_INSTANCE_GROUP="${NODE_INSTANCE_PREFIX}-group"
fi

if [[ "${KUBERNETES_PROVIDER}" == "gce" ]]; then
  set_num_migs
  NODE_INSTANCE_GROUP=""
  for ((i=1; i<=NUM_MIGS; i++)); do
    if [[ ${i} == "${NUM_MIGS}" ]]; then
      # We are assigning the same mig names as create-nodes function from cluster/gce/util.sh.

  # Make sure we have the tar files staged on Google Storage
  find-release-tars
  upload-tars

  # ensure that environmental variables specifying number of migs to create
  set_num_migs

  if [[ ${KUBE_USE_EXISTING_MASTER:-} == "true" ]]; then
    detect-master
    parse-master-env
    create-subnetworks
    detect-subnetworks