Average Error: 12.2 → 0.6
Time: 8.7s
Precision: 64
\[\frac{x \cdot \left(y - z\right)}{y}\]
\[\begin{array}{l} \mathbf{if}\;\frac{x \cdot \left(y - z\right)}{y} \le -7.20588972706695579 \cdot 10^{299}:\\ \;\;\;\;x \cdot \frac{y - z}{y}\\ \mathbf{elif}\;\frac{x \cdot \left(y - z\right)}{y} \le -1.225044536923376 \cdot 10^{36}:\\ \;\;\;\;\frac{x \cdot \left(y - z\right)}{y}\\ \mathbf{elif}\;\frac{x \cdot \left(y - z\right)}{y} \le 1.07630945857270822 \cdot 10^{-66}:\\ \;\;\;\;\frac{x}{\frac{y}{y - z}}\\ \mathbf{elif}\;\frac{x \cdot \left(y - z\right)}{y} \le 1.6026833556464087 \cdot 10^{274}:\\ \;\;\;\;\frac{x \cdot \left(y - z\right)}{y}\\ \mathbf{else}:\\ \;\;\;\;x \cdot \frac{y - z}{y}\\ \end{array}\]
\frac{x \cdot \left(y - z\right)}{y}
\begin{array}{l}
\mathbf{if}\;\frac{x \cdot \left(y - z\right)}{y} \le -7.20588972706695579 \cdot 10^{299}:\\
\;\;\;\;x \cdot \frac{y - z}{y}\\

\mathbf{elif}\;\frac{x \cdot \left(y - z\right)}{y} \le -1.225044536923376 \cdot 10^{36}:\\
\;\;\;\;\frac{x \cdot \left(y - z\right)}{y}\\

\mathbf{elif}\;\frac{x \cdot \left(y - z\right)}{y} \le 1.07630945857270822 \cdot 10^{-66}:\\
\;\;\;\;\frac{x}{\frac{y}{y - z}}\\

\mathbf{elif}\;\frac{x \cdot \left(y - z\right)}{y} \le 1.6026833556464087 \cdot 10^{274}:\\
\;\;\;\;\frac{x \cdot \left(y - z\right)}{y}\\

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

\end{array}
double f(double x, double y, double z) {
        double r565103 = x;
        double r565104 = y;
        double r565105 = z;
        double r565106 = r565104 - r565105;
        double r565107 = r565103 * r565106;
        double r565108 = r565107 / r565104;
        return r565108;
}

double f(double x, double y, double z) {
        double r565109 = x;
        double r565110 = y;
        double r565111 = z;
        double r565112 = r565110 - r565111;
        double r565113 = r565109 * r565112;
        double r565114 = r565113 / r565110;
        double r565115 = -7.205889727066956e+299;
        bool r565116 = r565114 <= r565115;
        double r565117 = r565112 / r565110;
        double r565118 = r565109 * r565117;
        double r565119 = -1.225044536923376e+36;
        bool r565120 = r565114 <= r565119;
        double r565121 = 1.0763094585727082e-66;
        bool r565122 = r565114 <= r565121;
        double r565123 = r565110 / r565112;
        double r565124 = r565109 / r565123;
        double r565125 = 1.6026833556464087e+274;
        bool r565126 = r565114 <= r565125;
        double r565127 = r565126 ? r565114 : r565118;
        double r565128 = r565122 ? r565124 : r565127;
        double r565129 = r565120 ? r565114 : r565128;
        double r565130 = r565116 ? r565118 : r565129;
        return r565130;
}

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

Original12.2
Target2.9
Herbie0.6
\[\begin{array}{l} \mathbf{if}\;z \lt -2.060202331921739 \cdot 10^{104}:\\ \;\;\;\;x - \frac{z \cdot x}{y}\\ \mathbf{elif}\;z \lt 1.69397660138285259 \cdot 10^{213}:\\ \;\;\;\;\frac{x}{\frac{y}{y - z}}\\ \mathbf{else}:\\ \;\;\;\;\left(y - z\right) \cdot \frac{x}{y}\\ \end{array}\]

Derivation

  1. Split input into 3 regimes
  2. if (/ (* x (- y z)) y) < -7.205889727066956e+299 or 1.6026833556464087e+274 < (/ (* x (- y z)) y)

    1. Initial program 55.4

      \[\frac{x \cdot \left(y - z\right)}{y}\]
    2. Using strategy rm
    3. Applied *-un-lft-identity55.4

      \[\leadsto \frac{x \cdot \left(y - z\right)}{\color{blue}{1 \cdot y}}\]
    4. Applied times-frac2.3

      \[\leadsto \color{blue}{\frac{x}{1} \cdot \frac{y - z}{y}}\]
    5. Simplified2.3

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

    if -7.205889727066956e+299 < (/ (* x (- y z)) y) < -1.225044536923376e+36 or 1.0763094585727082e-66 < (/ (* x (- y z)) y) < 1.6026833556464087e+274

    1. Initial program 0.2

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

    if -1.225044536923376e+36 < (/ (* x (- y z)) y) < 1.0763094585727082e-66

    1. Initial program 7.1

      \[\frac{x \cdot \left(y - z\right)}{y}\]
    2. Using strategy rm
    3. Applied associate-/l*0.2

      \[\leadsto \color{blue}{\frac{x}{\frac{y}{y - z}}}\]
  3. Recombined 3 regimes into one program.
  4. Final simplification0.6

    \[\leadsto \begin{array}{l} \mathbf{if}\;\frac{x \cdot \left(y - z\right)}{y} \le -7.20588972706695579 \cdot 10^{299}:\\ \;\;\;\;x \cdot \frac{y - z}{y}\\ \mathbf{elif}\;\frac{x \cdot \left(y - z\right)}{y} \le -1.225044536923376 \cdot 10^{36}:\\ \;\;\;\;\frac{x \cdot \left(y - z\right)}{y}\\ \mathbf{elif}\;\frac{x \cdot \left(y - z\right)}{y} \le 1.07630945857270822 \cdot 10^{-66}:\\ \;\;\;\;\frac{x}{\frac{y}{y - z}}\\ \mathbf{elif}\;\frac{x \cdot \left(y - z\right)}{y} \le 1.6026833556464087 \cdot 10^{274}:\\ \;\;\;\;\frac{x \cdot \left(y - z\right)}{y}\\ \mathbf{else}:\\ \;\;\;\;x \cdot \frac{y - z}{y}\\ \end{array}\]

Reproduce

herbie shell --seed 2019198 
(FPCore (x y z)
  :name "Diagrams.Backend.Cairo.Internal:setTexture from diagrams-cairo-1.3.0.3"

  :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))