double scale_product = in_spec.getScale() * w_spec.getScale();
  if (fabs(scale_product - b_spec.getScale()) >= 1e-6) return failure();

  // input multipliers
  input_multipliers->append(3, kUnitQuantizedMultiplier);

  // output multipliers
  double real_multiplier = scale_product / o_spec.getScale();
  output_multipliers->push_back(QuantizeMultiplier(real_multiplier));

    auto q_type = mlir::dyn_cast_or_null<quant::UniformQuantizedType>(
        input_type.getElementType());
    if (!q_type) return failure();

    const float scale = q_type.getScale();
    const float zp = q_type.getZeroPoint();

    auto input_values = input_dequant.getValue();

    // mapValues always takes a function returning APInt, even when the output
    // is actually float.

	}
}

func scaleDeploymentOrFail(t framework.TestContext, name, namespace string, scale int32) {
	s, err := t.Clusters().Default().Kube().AppsV1().Deployments(namespace).
		GetScale(context.TODO(), name, metav1.GetOptions{})
	if err != nil {
		t.Fatal(err)
	}
	s.Spec.Replicas = scale
	_, err = t.Clusters().Default().Kube().AppsV1().Deployments(namespace).

    static String toBytes(Amount<DataAmount> bytes) {
        return bytes.toUnits(DataAmount.BYTES).value.setScale(3, RoundingMode.HALF_UP).stripTrailingZeros().toString() + " B"
    }

    static String toMillis(Amount<Duration> duration) {
        return duration.toUnits(Duration.MILLI_SECONDS).value.setScale(3, RoundingMode.HALF_UP).stripTrailingZeros().toString() + " ms"
    }

        }

        double sign = Math.signum(getDifferencePercentage(baseline, current).doubleValue());
        return new BigDecimal(sign * 100.0 * confidenceInDifference(baseline.getTotalTime(), current.getTotalTime())).setScale(2, RoundingMode.HALF_UP);
    }

    public static Number getDifferencePercentage(MeasuredOperationList baseline, MeasuredOperationList current) {
        if (baseline.isEmpty() || current.isEmpty()) {

                                String format(def value) {
                                    value = value / (1024 * 1024)
                                    value = value.setScale(4, RoundingMode.DOWN)
                                    "\${value}MB"
                                }

                                def buildDir = new File(project.delegate.basedir, "build")

        // This isn't quite right, as we may lose precision when converting to a double
        BigDecimal result = BigDecimal.valueOf(Math.sqrt(sumSquares.divide(BigDecimal.valueOf(size()), RoundingMode.HALF_UP).doubleValue())).setScale(2, RoundingMode.HALF_UP);

        standardError = Amount.valueOf(result, baseUnits);
    }

    public Amount<Q> getAverage() {
        return average;
    }

    public Amount<Q> getMedian() {

            BigDecimal roundedBase = BigDecimal.valueOf(1L << (baseExponent * BASE_LOG2));
            BigDecimal result = BigDecimal.valueOf(bytes).divide(roundedBase, MC).setScale(FRACTIONAL_DIGIT_COUNT, FLOOR).stripTrailingZeros();
            return result.toPlainString() + UNITS.get(baseExponent);
        }
    }

    /**

            result.append("m");
        }
        int secondsScale = result.length() > 0 ? 2 : 3;
        result.append(BigDecimal.valueOf(duration).divide(BigDecimal.valueOf(MILLIS_PER_SECOND)).setScale(secondsScale, RoundingMode.HALF_UP));
        result.append("s");
        return result.toString();
    }

	}
	return positiveScaleInt64(a.value, a.scale-scale)
}

// AsDec returns an inf.Dec representation of this value.
func (a int64Amount) AsDec() *inf.Dec {
	var base inf.Dec
	base.SetUnscaled(a.value)
	base.SetScale(inf.Scale(-a.scale))
	return &base
}

// Cmp returns 0 if a and b are equal, 1 if a is greater than b, or -1 if a is less than b.
func (a int64Amount) Cmp(b int64Amount) int {
	switch {