Average Error: 14.4 → 0.7
Time: 3.5s
Precision: 64
\[x \cdot \frac{\frac{y}{z} \cdot t}{t}\]
\[\begin{array}{l} \mathbf{if}\;\frac{y}{z} \le -2.31647839900996075 \cdot 10^{201} \lor \neg \left(\frac{y}{z} \le -1.08230262257267508 \cdot 10^{-225} \lor \neg \left(\frac{y}{z} \le 7.8156456972782032 \cdot 10^{-118} \lor \neg \left(\frac{y}{z} \le 2.4596581156209282 \cdot 10^{208}\right)\right)\right):\\ \;\;\;\;\frac{x \cdot y}{z}\\ \mathbf{else}:\\ \;\;\;\;\frac{x}{\frac{z}{y}}\\ \end{array}\]
x \cdot \frac{\frac{y}{z} \cdot t}{t}
\begin{array}{l}
\mathbf{if}\;\frac{y}{z} \le -2.31647839900996075 \cdot 10^{201} \lor \neg \left(\frac{y}{z} \le -1.08230262257267508 \cdot 10^{-225} \lor \neg \left(\frac{y}{z} \le 7.8156456972782032 \cdot 10^{-118} \lor \neg \left(\frac{y}{z} \le 2.4596581156209282 \cdot 10^{208}\right)\right)\right):\\
\;\;\;\;\frac{x \cdot y}{z}\\

\mathbf{else}:\\
\;\;\;\;\frac{x}{\frac{z}{y}}\\

\end{array}
double f(double x, double y, double z, double t) {
        double r717085 = x;
        double r717086 = y;
        double r717087 = z;
        double r717088 = r717086 / r717087;
        double r717089 = t;
        double r717090 = r717088 * r717089;
        double r717091 = r717090 / r717089;
        double r717092 = r717085 * r717091;
        return r717092;
}

double f(double x, double y, double z, double __attribute__((unused)) t) {
        double r717093 = y;
        double r717094 = z;
        double r717095 = r717093 / r717094;
        double r717096 = -2.3164783990099608e+201;
        bool r717097 = r717095 <= r717096;
        double r717098 = -1.0823026225726751e-225;
        bool r717099 = r717095 <= r717098;
        double r717100 = 7.815645697278203e-118;
        bool r717101 = r717095 <= r717100;
        double r717102 = 2.459658115620928e+208;
        bool r717103 = r717095 <= r717102;
        double r717104 = !r717103;
        bool r717105 = r717101 || r717104;
        double r717106 = !r717105;
        bool r717107 = r717099 || r717106;
        double r717108 = !r717107;
        bool r717109 = r717097 || r717108;
        double r717110 = x;
        double r717111 = r717110 * r717093;
        double r717112 = r717111 / r717094;
        double r717113 = r717094 / r717093;
        double r717114 = r717110 / r717113;
        double r717115 = r717109 ? r717112 : r717114;
        return r717115;
}

Error

Bits error versus x

Bits error versus y

Bits error versus z

Bits error versus t

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original14.4
Target1.6
Herbie0.7
\[\begin{array}{l} \mathbf{if}\;\frac{\frac{y}{z} \cdot t}{t} \lt -1.20672205123045005 \cdot 10^{245}:\\ \;\;\;\;\frac{y}{\frac{z}{x}}\\ \mathbf{elif}\;\frac{\frac{y}{z} \cdot t}{t} \lt -5.90752223693390633 \cdot 10^{-275}:\\ \;\;\;\;x \cdot \frac{y}{z}\\ \mathbf{elif}\;\frac{\frac{y}{z} \cdot t}{t} \lt 5.65895442315341522 \cdot 10^{-65}:\\ \;\;\;\;\frac{y}{\frac{z}{x}}\\ \mathbf{elif}\;\frac{\frac{y}{z} \cdot t}{t} \lt 2.0087180502407133 \cdot 10^{217}:\\ \;\;\;\;x \cdot \frac{y}{z}\\ \mathbf{else}:\\ \;\;\;\;\frac{y \cdot x}{z}\\ \end{array}\]

Derivation

  1. Split input into 2 regimes
  2. if (/ y z) < -2.3164783990099608e+201 or -1.0823026225726751e-225 < (/ y z) < 7.815645697278203e-118 or 2.459658115620928e+208 < (/ y z)

    1. Initial program 23.0

      \[x \cdot \frac{\frac{y}{z} \cdot t}{t}\]
    2. Simplified13.9

      \[\leadsto \color{blue}{x \cdot \frac{y}{z}}\]
    3. Using strategy rm
    4. Applied associate-*r/1.3

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

    if -2.3164783990099608e+201 < (/ y z) < -1.0823026225726751e-225 or 7.815645697278203e-118 < (/ y z) < 2.459658115620928e+208

    1. Initial program 7.6

      \[x \cdot \frac{\frac{y}{z} \cdot t}{t}\]
    2. Simplified0.2

      \[\leadsto \color{blue}{x \cdot \frac{y}{z}}\]
    3. Using strategy rm
    4. Applied associate-*r/9.9

      \[\leadsto \color{blue}{\frac{x \cdot y}{z}}\]
    5. Using strategy rm
    6. Applied associate-/l*0.2

      \[\leadsto \color{blue}{\frac{x}{\frac{z}{y}}}\]
  3. Recombined 2 regimes into one program.
  4. Final simplification0.7

    \[\leadsto \begin{array}{l} \mathbf{if}\;\frac{y}{z} \le -2.31647839900996075 \cdot 10^{201} \lor \neg \left(\frac{y}{z} \le -1.08230262257267508 \cdot 10^{-225} \lor \neg \left(\frac{y}{z} \le 7.8156456972782032 \cdot 10^{-118} \lor \neg \left(\frac{y}{z} \le 2.4596581156209282 \cdot 10^{208}\right)\right)\right):\\ \;\;\;\;\frac{x \cdot y}{z}\\ \mathbf{else}:\\ \;\;\;\;\frac{x}{\frac{z}{y}}\\ \end{array}\]

Reproduce

herbie shell --seed 2020089 
(FPCore (x y z t)
  :name "Graphics.Rendering.Chart.Backend.Diagrams:calcFontMetrics from Chart-diagrams-1.5.1, B"
  :precision binary64

  :herbie-target
  (if (< (/ (* (/ y z) t) t) -1.20672205123045e+245) (/ y (/ z x)) (if (< (/ (* (/ y z) t) t) -5.907522236933906e-275) (* x (/ y z)) (if (< (/ (* (/ y z) t) t) 5.658954423153415e-65) (/ y (/ z x)) (if (< (/ (* (/ y z) t) t) 2.0087180502407133e+217) (* x (/ y z)) (/ (* y x) z)))))

  (* x (/ (* (/ y z) t) t)))