Average Error: 2.5 → 0.4
Time: 6.1s
Precision: binary64
Cost: 20802
\[\frac{x \cdot \frac{\sin y}{y}}{z}\]
↓
\[\begin{array}{l} \mathbf{if}\;x \cdot \frac{\sin y}{y} \leq -3.058329899204841 \cdot 10^{-279}:\\ \;\;\;\;\frac{\frac{x}{\frac{y}{\sin y}}}{z}\\ \mathbf{elif}\;x \cdot \frac{\sin y}{y} \leq 5.031922861997968 \cdot 10^{-125}:\\ \;\;\;\;\frac{x}{\frac{y}{\sin y} \cdot z}\\ \mathbf{else}:\\ \;\;\;\;\frac{x \cdot \frac{\sin y}{y}}{z}\\ \end{array}\]
\frac{x \cdot \frac{\sin y}{y}}{z}
↓
\begin{array}{l}
\mathbf{if}\;x \cdot \frac{\sin y}{y} \leq -3.058329899204841 \cdot 10^{-279}:\\
\;\;\;\;\frac{\frac{x}{\frac{y}{\sin y}}}{z}\\

\mathbf{elif}\;x \cdot \frac{\sin y}{y} \leq 5.031922861997968 \cdot 10^{-125}:\\
\;\;\;\;\frac{x}{\frac{y}{\sin y} \cdot z}\\

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

\end{array}
(FPCore (x y z) :precision binary64 (/ (* x (/ (sin y) y)) z))
↓
(FPCore (x y z)
 :precision binary64
 (if (<= (* x (/ (sin y) y)) -3.058329899204841e-279)
   (/ (/ x (/ y (sin y))) z)
   (if (<= (* x (/ (sin y) y)) 5.031922861997968e-125)
     (/ x (* (/ y (sin y)) z))
     (/ (* x (/ (sin y) y)) z))))
double code(double x, double y, double z) {
	return (x * (sin(y) / y)) / z;
}
↓
double code(double x, double y, double z) {
	double tmp;
	if ((x * (sin(y) / y)) <= -3.058329899204841e-279) {
		tmp = (x / (y / sin(y))) / z;
	} else if ((x * (sin(y) / y)) <= 5.031922861997968e-125) {
		tmp = x / ((y / sin(y)) * z);
	} else {
		tmp = (x * (sin(y) / y)) / z;
	}
	return tmp;
}

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

Original2.5
Target0.3
Herbie0.4
\[\begin{array}{l} \mathbf{if}\;z < -4.2173720203427147 \cdot 10^{-29}:\\ \;\;\;\;\frac{x \cdot \frac{1}{\frac{y}{\sin y}}}{z}\\ \mathbf{elif}\;z < 4.446702369113811 \cdot 10^{+64}:\\ \;\;\;\;\frac{x}{z \cdot \frac{y}{\sin y}}\\ \mathbf{else}:\\ \;\;\;\;\frac{x \cdot \frac{1}{\frac{y}{\sin y}}}{z}\\ \end{array}\]

Alternatives

Alternative 1
Error0.3
Cost7176
\[\begin{array}{l} \mathbf{if}\;z \leq -1.644394178841118 \cdot 10^{+35} \lor \neg \left(z \leq 3.532423256112562 \cdot 10^{+37}\right):\\ \;\;\;\;\frac{\frac{x}{\frac{y}{\sin y}}}{z}\\ \mathbf{else}:\\ \;\;\;\;\frac{x}{\frac{y}{\sin y} \cdot z}\\ \end{array}\]
Alternative 2
Error0.6
Cost7176
\[\begin{array}{l} \mathbf{if}\;x \leq -1.309618746515175 \cdot 10^{-114} \lor \neg \left(x \leq 7.470663675573942 \cdot 10^{-113}\right):\\ \;\;\;\;\frac{\frac{x}{\frac{y}{\sin y}}}{z}\\ \mathbf{else}:\\ \;\;\;\;x \cdot \frac{\frac{\sin y}{y}}{z}\\ \end{array}\]
Alternative 3
Error3.1
Cost6848
\[x \cdot \frac{\frac{\sin y}{y}}{z}\]
Alternative 4
Error22.5
Cost832
\[\frac{x \cdot \frac{1}{1 + \left(y \cdot y\right) \cdot 0.16666666666666666}}{z}\]
Alternative 5
Error22.9
Cost1346
\[\begin{array}{l} \mathbf{if}\;y \leq -5.191781109053273 \cdot 10^{+66}:\\ \;\;\;\;0\\ \mathbf{elif}\;y \leq 3.934750005452781 \cdot 10^{+37}:\\ \;\;\;\;\frac{x - x \cdot \left(\left(y \cdot y\right) \cdot 0.16666666666666666\right)}{z}\\ \mathbf{else}:\\ \;\;\;\;0\\ \end{array}\]
Alternative 6
Error22.7
Cost834
\[\begin{array}{l} \mathbf{if}\;y \leq -9.319525298154067 \cdot 10^{+17}:\\ \;\;\;\;0\\ \mathbf{elif}\;y \leq 3.176535450576329:\\ \;\;\;\;\frac{x}{z}\\ \mathbf{else}:\\ \;\;\;\;0\\ \end{array}\]
Alternative 7
Error47.9
Cost64
\[0\]
Alternative 8
Error61.7
Cost64
\[1\]

Error

Derivation

  1. Split input into 3 regimes

  2. if (*.f64 x (/.f64 (sin.f64 y) y)) < -3.0583298992048409e-279

    1. Initial program 0.2

      \[\frac{x \cdot \frac{\sin y}{y}}{z}\]
    2. Using strategy rm

    3. Applied clear-num_binary64_143990.2

      \[\leadsto \frac{x \cdot \color{blue}{\frac{1}{\frac{y}{\sin y}}}}{z}\]
    4. Using strategy rm

    5. Applied un-div-inv_binary64_143980.2

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

    6. Simplified0.2

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

    if -3.0583298992048409e-279 < (*.f64 x (/.f64 (sin.f64 y) y)) < 5.03192286199796776e-125

    1. Initial program 7.4

      \[\frac{x \cdot \frac{\sin y}{y}}{z}\]
    2. Using strategy rm

    3. Applied clear-num_binary64_143997.4

      \[\leadsto \frac{x \cdot \color{blue}{\frac{1}{\frac{y}{\sin y}}}}{z}\]
    4. Using strategy rm

    5. Applied un-div-inv_binary64_143987.4

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

    6. Applied associate-/l/_binary64_143470.8

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

    7. Simplified0.8

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

    if 5.03192286199796776e-125 < (*.f64 x (/.f64 (sin.f64 y) y))

    1. Initial program 0.2

      \[\frac{x \cdot \frac{\sin y}{y}}{z}\]

    2. Simplified0.2

      \[\leadsto \color{blue}{\frac{x \cdot \frac{\sin y}{y}}{z}}\]
  3. Recombined 3 regimes into one program.

  4. Final simplification0.4

    \[\leadsto \begin{array}{l} \mathbf{if}\;x \cdot \frac{\sin y}{y} \leq -3.058329899204841 \cdot 10^{-279}:\\ \;\;\;\;\frac{\frac{x}{\frac{y}{\sin y}}}{z}\\ \mathbf{elif}\;x \cdot \frac{\sin y}{y} \leq 5.031922861997968 \cdot 10^{-125}:\\ \;\;\;\;\frac{x}{\frac{y}{\sin y} \cdot z}\\ \mathbf{else}:\\ \;\;\;\;\frac{x \cdot \frac{\sin y}{y}}{z}\\ \end{array}\]

Reproduce

herbie shell --seed 2021044 
(FPCore (x y z)
  :name "Linear.Quaternion:$ctanh from linear-1.19.1.3"
  :precision binary64

  :herbie-target
  (if (< z -4.2173720203427147e-29) (/ (* x (/ 1.0 (/ y (sin y)))) z) (if (< z 4.446702369113811e+64) (/ x (* z (/ y (sin y)))) (/ (* x (/ 1.0 (/ y (sin y)))) z)))

  (/ (* x (/ (sin y) y)) z))