Average Error: 7.2 → 0.3
Time: 15.9s
Precision: 64
\[\frac{x + y}{1 - \frac{y}{z}}\]
\[\begin{array}{l} \mathbf{if}\;y \le -1.071871468207686476603092703114047700488 \cdot 10^{70} \lor \neg \left(y \le 1.355210724208745242774185963715620540714 \cdot 10^{44}\right):\\ \;\;\;\;\frac{1}{\frac{1}{x + y} - \frac{\frac{y}{x + y}}{z}}\\ \mathbf{else}:\\ \;\;\;\;\frac{x + y}{1 - \frac{y}{z}}\\ \end{array}\]
\frac{x + y}{1 - \frac{y}{z}}
\begin{array}{l}
\mathbf{if}\;y \le -1.071871468207686476603092703114047700488 \cdot 10^{70} \lor \neg \left(y \le 1.355210724208745242774185963715620540714 \cdot 10^{44}\right):\\
\;\;\;\;\frac{1}{\frac{1}{x + y} - \frac{\frac{y}{x + y}}{z}}\\

\mathbf{else}:\\
\;\;\;\;\frac{x + y}{1 - \frac{y}{z}}\\

\end{array}
double f(double x, double y, double z) {
        double r376350 = x;
        double r376351 = y;
        double r376352 = r376350 + r376351;
        double r376353 = 1.0;
        double r376354 = z;
        double r376355 = r376351 / r376354;
        double r376356 = r376353 - r376355;
        double r376357 = r376352 / r376356;
        return r376357;
}

double f(double x, double y, double z) {
        double r376358 = y;
        double r376359 = -1.0718714682076865e+70;
        bool r376360 = r376358 <= r376359;
        double r376361 = 1.3552107242087452e+44;
        bool r376362 = r376358 <= r376361;
        double r376363 = !r376362;
        bool r376364 = r376360 || r376363;
        double r376365 = 1.0;
        double r376366 = 1.0;
        double r376367 = x;
        double r376368 = r376367 + r376358;
        double r376369 = r376366 / r376368;
        double r376370 = r376358 / r376368;
        double r376371 = z;
        double r376372 = r376370 / r376371;
        double r376373 = r376369 - r376372;
        double r376374 = r376365 / r376373;
        double r376375 = r376358 / r376371;
        double r376376 = r376366 - r376375;
        double r376377 = r376368 / r376376;
        double r376378 = r376364 ? r376374 : r376377;
        return r376378;
}

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

Original7.2
Target4.1
Herbie0.3
\[\begin{array}{l} \mathbf{if}\;y \lt -3.742931076268985646434612946949172132145 \cdot 10^{171}:\\ \;\;\;\;\frac{y + x}{-y} \cdot z\\ \mathbf{elif}\;y \lt 3.553466245608673435460441960303815115662 \cdot 10^{168}:\\ \;\;\;\;\frac{x + y}{1 - \frac{y}{z}}\\ \mathbf{else}:\\ \;\;\;\;\frac{y + x}{-y} \cdot z\\ \end{array}\]

Derivation

  1. Split input into 2 regimes
  2. if y < -1.0718714682076865e+70 or 1.3552107242087452e+44 < y

    1. Initial program 17.4

      \[\frac{x + y}{1 - \frac{y}{z}}\]
    2. Using strategy rm
    3. Applied clear-num17.5

      \[\leadsto \color{blue}{\frac{1}{\frac{1 - \frac{y}{z}}{x + y}}}\]
    4. Using strategy rm
    5. Applied div-sub17.5

      \[\leadsto \frac{1}{\color{blue}{\frac{1}{x + y} - \frac{\frac{y}{z}}{x + y}}}\]
    6. Simplified0.2

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

    if -1.0718714682076865e+70 < y < 1.3552107242087452e+44

    1. Initial program 0.4

      \[\frac{x + y}{1 - \frac{y}{z}}\]
  3. Recombined 2 regimes into one program.
  4. Final simplification0.3

    \[\leadsto \begin{array}{l} \mathbf{if}\;y \le -1.071871468207686476603092703114047700488 \cdot 10^{70} \lor \neg \left(y \le 1.355210724208745242774185963715620540714 \cdot 10^{44}\right):\\ \;\;\;\;\frac{1}{\frac{1}{x + y} - \frac{\frac{y}{x + y}}{z}}\\ \mathbf{else}:\\ \;\;\;\;\frac{x + y}{1 - \frac{y}{z}}\\ \end{array}\]

Reproduce

herbie shell --seed 2019303 
(FPCore (x y z)
  :name "Graphics.Rendering.Chart.Backend.Diagrams:calcFontMetrics from Chart-diagrams-1.5.1, A"
  :precision binary64

  :herbie-target
  (if (< y -3.74293107626898565e171) (* (/ (+ y x) (- y)) z) (if (< y 3.55346624560867344e168) (/ (+ x y) (- 1 (/ y z))) (* (/ (+ y x) (- y)) z)))

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