Average Error: 12.0 → 2.6
Time: 7.8s
Precision: 64
\[\frac{x \cdot \left(y - z\right)}{y}\]
\[\begin{array}{l} \mathbf{if}\;x \le -2.5026958423490979 \cdot 10^{-124} \lor \neg \left(x \le -1.9079591839021169 \cdot 10^{-291}\right):\\ \;\;\;\;\frac{x}{\frac{y}{y - z}}\\ \mathbf{else}:\\ \;\;\;\;x + \left(-\frac{x \cdot z}{y}\right)\\ \end{array}\]
\frac{x \cdot \left(y - z\right)}{y}
\begin{array}{l}
\mathbf{if}\;x \le -2.5026958423490979 \cdot 10^{-124} \lor \neg \left(x \le -1.9079591839021169 \cdot 10^{-291}\right):\\
\;\;\;\;\frac{x}{\frac{y}{y - z}}\\

\mathbf{else}:\\
\;\;\;\;x + \left(-\frac{x \cdot z}{y}\right)\\

\end{array}
double f(double x, double y, double z) {
        double r882705 = x;
        double r882706 = y;
        double r882707 = z;
        double r882708 = r882706 - r882707;
        double r882709 = r882705 * r882708;
        double r882710 = r882709 / r882706;
        return r882710;
}

double f(double x, double y, double z) {
        double r882711 = x;
        double r882712 = -2.502695842349098e-124;
        bool r882713 = r882711 <= r882712;
        double r882714 = -1.907959183902117e-291;
        bool r882715 = r882711 <= r882714;
        double r882716 = !r882715;
        bool r882717 = r882713 || r882716;
        double r882718 = y;
        double r882719 = z;
        double r882720 = r882718 - r882719;
        double r882721 = r882718 / r882720;
        double r882722 = r882711 / r882721;
        double r882723 = r882711 * r882719;
        double r882724 = r882723 / r882718;
        double r882725 = -r882724;
        double r882726 = r882711 + r882725;
        double r882727 = r882717 ? r882722 : r882726;
        return r882727;
}

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

Original12.0
Target3.3
Herbie2.6
\[\begin{array}{l} \mathbf{if}\;z \lt -2.060202331921739 \cdot 10^{104}:\\ \;\;\;\;x - \frac{z \cdot x}{y}\\ \mathbf{elif}\;z \lt 1.69397660138285259 \cdot 10^{213}:\\ \;\;\;\;\frac{x}{\frac{y}{y - z}}\\ \mathbf{else}:\\ \;\;\;\;\left(y - z\right) \cdot \frac{x}{y}\\ \end{array}\]

Derivation

  1. Split input into 2 regimes
  2. if x < -2.502695842349098e-124 or -1.907959183902117e-291 < x

    1. Initial program 12.9

      \[\frac{x \cdot \left(y - z\right)}{y}\]
    2. Using strategy rm
    3. Applied associate-/l*2.4

      \[\leadsto \color{blue}{\frac{x}{\frac{y}{y - z}}}\]

    if -2.502695842349098e-124 < x < -1.907959183902117e-291

    1. Initial program 6.9

      \[\frac{x \cdot \left(y - z\right)}{y}\]
    2. Using strategy rm
    3. Applied *-un-lft-identity6.9

      \[\leadsto \frac{x \cdot \left(y - z\right)}{\color{blue}{1 \cdot y}}\]
    4. Applied times-frac7.9

      \[\leadsto \color{blue}{\frac{x}{1} \cdot \frac{y - z}{y}}\]
    5. Simplified7.9

      \[\leadsto \color{blue}{x} \cdot \frac{y - z}{y}\]
    6. Simplified7.9

      \[\leadsto x \cdot \color{blue}{\left(1 - \frac{z}{y}\right)}\]
    7. Using strategy rm
    8. Applied sub-neg7.9

      \[\leadsto x \cdot \color{blue}{\left(1 + \left(-\frac{z}{y}\right)\right)}\]
    9. Applied distribute-lft-in7.9

      \[\leadsto \color{blue}{x \cdot 1 + x \cdot \left(-\frac{z}{y}\right)}\]
    10. Simplified7.9

      \[\leadsto \color{blue}{x} + x \cdot \left(-\frac{z}{y}\right)\]
    11. Simplified3.7

      \[\leadsto x + \color{blue}{\left(-\frac{x \cdot z}{y}\right)}\]
  3. Recombined 2 regimes into one program.
  4. Final simplification2.6

    \[\leadsto \begin{array}{l} \mathbf{if}\;x \le -2.5026958423490979 \cdot 10^{-124} \lor \neg \left(x \le -1.9079591839021169 \cdot 10^{-291}\right):\\ \;\;\;\;\frac{x}{\frac{y}{y - z}}\\ \mathbf{else}:\\ \;\;\;\;x + \left(-\frac{x \cdot z}{y}\right)\\ \end{array}\]

Reproduce

herbie shell --seed 2020046 
(FPCore (x y z)
  :name "Diagrams.Backend.Cairo.Internal:setTexture from diagrams-cairo-1.3.0.3"
  :precision binary64

  :herbie-target
  (if (< z -2.060202331921739e+104) (- x (/ (* z x) y)) (if (< z 1.6939766013828526e+213) (/ x (/ y (- y z))) (* (- y z) (/ x y))))

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