Average Error: 7.8 → 0.4
Time: 3.9s
Precision: 64
\[\frac{\cosh x \cdot \frac{y}{x}}{z}\]
\[\begin{array}{l} \mathbf{if}\;y \le -1066615151038.62585:\\ \;\;\;\;\frac{\cosh x \cdot \left(-y\right)}{z \cdot \left(-x\right)}\\ \mathbf{elif}\;y \le 2.7108396115711274 \cdot 10^{26}:\\ \;\;\;\;\frac{\frac{y}{x}}{\frac{z}{\cosh x}}\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{x}{\frac{y \cdot \cosh x}{z}}}\\ \end{array}\]
\frac{\cosh x \cdot \frac{y}{x}}{z}
\begin{array}{l}
\mathbf{if}\;y \le -1066615151038.62585:\\
\;\;\;\;\frac{\cosh x \cdot \left(-y\right)}{z \cdot \left(-x\right)}\\

\mathbf{elif}\;y \le 2.7108396115711274 \cdot 10^{26}:\\
\;\;\;\;\frac{\frac{y}{x}}{\frac{z}{\cosh x}}\\

\mathbf{else}:\\
\;\;\;\;\frac{1}{\frac{x}{\frac{y \cdot \cosh x}{z}}}\\

\end{array}
double code(double x, double y, double z) {
	return ((cosh(x) * (y / x)) / z);
}
double code(double x, double y, double z) {
	double VAR;
	if ((y <= -1066615151038.6259)) {
		VAR = ((cosh(x) * -y) / (z * -x));
	} else {
		double VAR_1;
		if ((y <= 2.7108396115711274e+26)) {
			VAR_1 = ((y / x) / (z / cosh(x)));
		} else {
			VAR_1 = (1.0 / (x / ((y * cosh(x)) / z)));
		}
		VAR = VAR_1;
	}
	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

Original7.8
Target0.5
Herbie0.4
\[\begin{array}{l} \mathbf{if}\;y \lt -4.618902267687042 \cdot 10^{-52}:\\ \;\;\;\;\frac{\frac{y}{z}}{x} \cdot \cosh x\\ \mathbf{elif}\;y \lt 1.0385305359351529 \cdot 10^{-39}:\\ \;\;\;\;\frac{\frac{\cosh x \cdot y}{x}}{z}\\ \mathbf{else}:\\ \;\;\;\;\frac{\frac{y}{z}}{x} \cdot \cosh x\\ \end{array}\]

Derivation

  1. Split input into 3 regimes
  2. if y < -1066615151038.6259

    1. Initial program 22.7

      \[\frac{\cosh x \cdot \frac{y}{x}}{z}\]
    2. Using strategy rm
    3. Applied frac-2neg22.7

      \[\leadsto \frac{\cosh x \cdot \color{blue}{\frac{-y}{-x}}}{z}\]
    4. Applied associate-*r/22.7

      \[\leadsto \frac{\color{blue}{\frac{\cosh x \cdot \left(-y\right)}{-x}}}{z}\]
    5. Applied associate-/l/0.3

      \[\leadsto \color{blue}{\frac{\cosh x \cdot \left(-y\right)}{z \cdot \left(-x\right)}}\]

    if -1066615151038.6259 < y < 2.7108396115711274e+26

    1. Initial program 0.4

      \[\frac{\cosh x \cdot \frac{y}{x}}{z}\]
    2. Using strategy rm
    3. Applied frac-2neg0.4

      \[\leadsto \frac{\cosh x \cdot \color{blue}{\frac{-y}{-x}}}{z}\]
    4. Applied associate-*r/0.4

      \[\leadsto \frac{\color{blue}{\frac{\cosh x \cdot \left(-y\right)}{-x}}}{z}\]
    5. Applied associate-/l/9.8

      \[\leadsto \color{blue}{\frac{\cosh x \cdot \left(-y\right)}{z \cdot \left(-x\right)}}\]
    6. Using strategy rm
    7. Applied clear-num10.1

      \[\leadsto \color{blue}{\frac{1}{\frac{z \cdot \left(-x\right)}{\cosh x \cdot \left(-y\right)}}}\]
    8. Simplified9.9

      \[\leadsto \frac{1}{\color{blue}{\frac{x}{\frac{\cosh x \cdot y}{z}}}}\]
    9. Using strategy rm
    10. Applied *-commutative9.9

      \[\leadsto \frac{1}{\frac{x}{\frac{\color{blue}{y \cdot \cosh x}}{z}}}\]
    11. Using strategy rm
    12. Applied associate-/l*9.9

      \[\leadsto \frac{1}{\frac{x}{\color{blue}{\frac{y}{\frac{z}{\cosh x}}}}}\]
    13. Applied associate-/r/0.7

      \[\leadsto \frac{1}{\color{blue}{\frac{x}{y} \cdot \frac{z}{\cosh x}}}\]
    14. Applied associate-/r*0.5

      \[\leadsto \color{blue}{\frac{\frac{1}{\frac{x}{y}}}{\frac{z}{\cosh x}}}\]
    15. Simplified0.4

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

    if 2.7108396115711274e+26 < y

    1. Initial program 25.6

      \[\frac{\cosh x \cdot \frac{y}{x}}{z}\]
    2. Using strategy rm
    3. Applied frac-2neg25.6

      \[\leadsto \frac{\cosh x \cdot \color{blue}{\frac{-y}{-x}}}{z}\]
    4. Applied associate-*r/25.6

      \[\leadsto \frac{\color{blue}{\frac{\cosh x \cdot \left(-y\right)}{-x}}}{z}\]
    5. Applied associate-/l/0.3

      \[\leadsto \color{blue}{\frac{\cosh x \cdot \left(-y\right)}{z \cdot \left(-x\right)}}\]
    6. Using strategy rm
    7. Applied clear-num0.4

      \[\leadsto \color{blue}{\frac{1}{\frac{z \cdot \left(-x\right)}{\cosh x \cdot \left(-y\right)}}}\]
    8. Simplified0.3

      \[\leadsto \frac{1}{\color{blue}{\frac{x}{\frac{\cosh x \cdot y}{z}}}}\]
    9. Using strategy rm
    10. Applied *-commutative0.3

      \[\leadsto \frac{1}{\frac{x}{\frac{\color{blue}{y \cdot \cosh x}}{z}}}\]
  3. Recombined 3 regimes into one program.
  4. Final simplification0.4

    \[\leadsto \begin{array}{l} \mathbf{if}\;y \le -1066615151038.62585:\\ \;\;\;\;\frac{\cosh x \cdot \left(-y\right)}{z \cdot \left(-x\right)}\\ \mathbf{elif}\;y \le 2.7108396115711274 \cdot 10^{26}:\\ \;\;\;\;\frac{\frac{y}{x}}{\frac{z}{\cosh x}}\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{x}{\frac{y \cdot \cosh x}{z}}}\\ \end{array}\]

Reproduce

herbie shell --seed 2020078 +o rules:numerics
(FPCore (x y z)
  :name "Linear.Quaternion:$ctan from linear-1.19.1.3"
  :precision binary64

  :herbie-target
  (if (< y -4.618902267687042e-52) (* (/ (/ y z) x) (cosh x)) (if (< y 1.0385305359351529e-39) (/ (/ (* (cosh x) y) x) z) (* (/ (/ y z) x) (cosh x))))

  (/ (* (cosh x) (/ y x)) z))