Average Error: 6.4 → 6.6
Time: 7.6s
Precision: 64
\[\frac{\frac{1}{x}}{y \cdot \left(1 + z \cdot z\right)}\]
↓
\[\frac{\frac{1}{x} \cdot \frac{1}{y}}{1 + z \cdot z}\]
\frac{\frac{1}{x}}{y \cdot \left(1 + z \cdot z\right)}
↓
\frac{\frac{1}{x} \cdot \frac{1}{y}}{1 + z \cdot z}
double f(double x, double y, double z) {
        double r360711 = 1.0;
        double r360712 = x;
        double r360713 = r360711 / r360712;
        double r360714 = y;
        double r360715 = z;
        double r360716 = r360715 * r360715;
        double r360717 = r360711 + r360716;
        double r360718 = r360714 * r360717;
        double r360719 = r360713 / r360718;
        return r360719;
}
↓
double f(double x, double y, double z) {
        double r360720 = 1.0;
        double r360721 = x;
        double r360722 = r360720 / r360721;
        double r360723 = 1.0;
        double r360724 = y;
        double r360725 = r360723 / r360724;
        double r360726 = r360722 * r360725;
        double r360727 = z;
        double r360728 = r360727 * r360727;
        double r360729 = r360720 + r360728;
        double r360730 = r360726 / r360729;
        return r360730;
}

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

Original6.4
Target5.7
Herbie6.6
\[\begin{array}{l} \mathbf{if}\;y \cdot \left(1 + z \cdot z\right) \lt -\infty:\\ \;\;\;\;\frac{\frac{1}{y}}{\left(1 + z \cdot z\right) \cdot x}\\ \mathbf{elif}\;y \cdot \left(1 + z \cdot z\right) \lt 8.68074325056725162 \cdot 10^{305}:\\ \;\;\;\;\frac{\frac{1}{x}}{\left(1 + z \cdot z\right) \cdot y}\\ \mathbf{else}:\\ \;\;\;\;\frac{\frac{1}{y}}{\left(1 + z \cdot z\right) \cdot x}\\ \end{array}\]

Derivation

  1. Initial program 6.4

    \[\frac{\frac{1}{x}}{y \cdot \left(1 + z \cdot z\right)}\]
  2. Using strategy rm

  3. Applied associate-/r*6.6

    \[\leadsto \color{blue}{\frac{\frac{\frac{1}{x}}{y}}{1 + z \cdot z}}\]
  4. Using strategy rm

  5. Applied div-inv6.6

    \[\leadsto \frac{\color{blue}{\frac{1}{x} \cdot \frac{1}{y}}}{1 + z \cdot z}\]

  6. Final simplification6.6

    \[\leadsto \frac{\frac{1}{x} \cdot \frac{1}{y}}{1 + z \cdot z}\]

Reproduce

herbie shell --seed 2020042 
(FPCore (x y z)
  :name "Statistics.Distribution.CauchyLorentz:$cdensity from math-functions-0.1.5.2"
  :precision binary64

  :herbie-target
  (if (< (* y (+ 1 (* z z))) #f) (/ (/ 1 y) (* (+ 1 (* z z)) x)) (if (< (* y (+ 1 (* z z))) 8.680743250567252e+305) (/ (/ 1 x) (* (+ 1 (* z z)) y)) (/ (/ 1 y) (* (+ 1 (* z z)) x))))

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