Average Error: 11.8 → 0.4
Time: 2.3s
Precision: 64
\[\frac{x \cdot \left(y - z\right)}{y}\]
\[\begin{array}{l} \mathbf{if}\;\frac{x \cdot \left(y - z\right)}{y} \le -3.5302740687576495 \cdot 10^{307} \lor \neg \left(\frac{x \cdot \left(y - z\right)}{y} \le -1.6831734572194845 \cdot 10^{59} \lor \neg \left(\frac{x \cdot \left(y - z\right)}{y} \le 9.0428667222306372 \cdot 10^{60} \lor \neg \left(\frac{x \cdot \left(y - z\right)}{y} \le 7.4856792036076336 \cdot 10^{286}\right)\right)\right):\\ \;\;\;\;\frac{x}{\frac{y}{y - z}}\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{y}{x \cdot \left(y - z\right)}}\\ \end{array}\]
\frac{x \cdot \left(y - z\right)}{y}
\begin{array}{l}
\mathbf{if}\;\frac{x \cdot \left(y - z\right)}{y} \le -3.5302740687576495 \cdot 10^{307} \lor \neg \left(\frac{x \cdot \left(y - z\right)}{y} \le -1.6831734572194845 \cdot 10^{59} \lor \neg \left(\frac{x \cdot \left(y - z\right)}{y} \le 9.0428667222306372 \cdot 10^{60} \lor \neg \left(\frac{x \cdot \left(y - z\right)}{y} \le 7.4856792036076336 \cdot 10^{286}\right)\right)\right):\\
\;\;\;\;\frac{x}{\frac{y}{y - z}}\\

\mathbf{else}:\\
\;\;\;\;\frac{1}{\frac{y}{x \cdot \left(y - z\right)}}\\

\end{array}
double code(double x, double y, double z) {
	return ((x * (y - z)) / y);
}
double code(double x, double y, double z) {
	double VAR;
	if (((((x * (y - z)) / y) <= -3.5302740687576495e+307) || !((((x * (y - z)) / y) <= -1.6831734572194845e+59) || !((((x * (y - z)) / y) <= 9.042866722230637e+60) || !(((x * (y - z)) / y) <= 7.485679203607634e+286))))) {
		VAR = (x / (y / (y - z)));
	} else {
		VAR = (1.0 / (y / (x * (y - z))));
	}
	return VAR;
}

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

Original11.8
Target3.0
Herbie0.4
\[\begin{array}{l} \mathbf{if}\;z \lt -2.060202331921739 \cdot 10^{104}:\\ \;\;\;\;x - \frac{z \cdot x}{y}\\ \mathbf{elif}\;z \lt 1.69397660138285259 \cdot 10^{213}:\\ \;\;\;\;\frac{x}{\frac{y}{y - z}}\\ \mathbf{else}:\\ \;\;\;\;\left(y - z\right) \cdot \frac{x}{y}\\ \end{array}\]

Derivation

  1. Split input into 2 regimes
  2. if (/ (* x (- y z)) y) < -3.5302740687576495e+307 or -1.6831734572194845e+59 < (/ (* x (- y z)) y) < 9.042866722230637e+60 or 7.485679203607634e+286 < (/ (* x (- y z)) y)

    1. Initial program 17.5

      \[\frac{x \cdot \left(y - z\right)}{y}\]
    2. Using strategy rm
    3. Applied associate-/l*0.5

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

    if -3.5302740687576495e+307 < (/ (* x (- y z)) y) < -1.6831734572194845e+59 or 9.042866722230637e+60 < (/ (* x (- y z)) y) < 7.485679203607634e+286

    1. Initial program 0.2

      \[\frac{x \cdot \left(y - z\right)}{y}\]
    2. Using strategy rm
    3. Applied clear-num0.3

      \[\leadsto \color{blue}{\frac{1}{\frac{y}{x \cdot \left(y - z\right)}}}\]
  3. Recombined 2 regimes into one program.
  4. Final simplification0.4

    \[\leadsto \begin{array}{l} \mathbf{if}\;\frac{x \cdot \left(y - z\right)}{y} \le -3.5302740687576495 \cdot 10^{307} \lor \neg \left(\frac{x \cdot \left(y - z\right)}{y} \le -1.6831734572194845 \cdot 10^{59} \lor \neg \left(\frac{x \cdot \left(y - z\right)}{y} \le 9.0428667222306372 \cdot 10^{60} \lor \neg \left(\frac{x \cdot \left(y - z\right)}{y} \le 7.4856792036076336 \cdot 10^{286}\right)\right)\right):\\ \;\;\;\;\frac{x}{\frac{y}{y - z}}\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{y}{x \cdot \left(y - z\right)}}\\ \end{array}\]

Reproduce

herbie shell --seed 2020079 +o rules:numerics
(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))