Average Error: 10.1 → 1.5
Time: 18.6s
Precision: 64
\[\frac{x \cdot \left(\left(y - z\right) + 1\right)}{z}\]
↓
\[\frac{x}{z} \cdot \left(y + 1\right) - x\]
\frac{x \cdot \left(\left(y - z\right) + 1\right)}{z}
↓
\frac{x}{z} \cdot \left(y + 1\right) - x
double f(double x, double y, double z) {
        double r418782 = x;
        double r418783 = y;
        double r418784 = z;
        double r418785 = r418783 - r418784;
        double r418786 = 1.0;
        double r418787 = r418785 + r418786;
        double r418788 = r418782 * r418787;
        double r418789 = r418788 / r418784;
        return r418789;
}
↓
double f(double x, double y, double z) {
        double r418790 = x;
        double r418791 = z;
        double r418792 = r418790 / r418791;
        double r418793 = y;
        double r418794 = 1.0;
        double r418795 = r418793 + r418794;
        double r418796 = r418792 * r418795;
        double r418797 = r418796 - r418790;
        return r418797;
}

Error

Bits error versus x

Bits error versus y

Bits error versus z

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original10.1
Target0.4
Herbie1.5
\[\begin{array}{l} \mathbf{if}\;x \lt -2.714831067134359919650240696134672137284 \cdot 10^{-162}:\\ \;\;\;\;\left(1 + y\right) \cdot \frac{x}{z} - x\\ \mathbf{elif}\;x \lt 3.874108816439546156869494499878029491333 \cdot 10^{-197}:\\ \;\;\;\;\left(x \cdot \left(\left(y - z\right) + 1\right)\right) \cdot \frac{1}{z}\\ \mathbf{else}:\\ \;\;\;\;\left(1 + y\right) \cdot \frac{x}{z} - x\\ \end{array}\]

Derivation

  1. Initial program 10.1

    \[\frac{x \cdot \left(\left(y - z\right) + 1\right)}{z}\]

  2. Taylor expanded around 0 3.5

    \[\leadsto \color{blue}{\left(\frac{x \cdot y}{z} + 1 \cdot \frac{x}{z}\right) - x}\]

  3. Simplified1.5

    \[\leadsto \color{blue}{\frac{x}{z} \cdot \left(y + 1\right) - x}\]

  4. Final simplification1.5

    \[\leadsto \frac{x}{z} \cdot \left(y + 1\right) - x\]

Reproduce

herbie shell --seed 2019304 +o rules:numerics
(FPCore (x y z)
  :name "Diagrams.TwoD.Segment.Bernstein:evaluateBernstein from diagrams-lib-1.3.0.3"
  :precision binary64

  :herbie-target
  (if (< x -2.7148310671343599e-162) (- (* (+ 1 y) (/ x z)) x) (if (< x 3.87410881643954616e-197) (* (* x (+ (- y z) 1)) (/ 1 z)) (- (* (+ 1 y) (/ x z)) x)))

  (/ (* x (+ (- y z) 1)) z))