Average Error: 24.5 → 6.2
Time: 12.3s
Precision: binary64
\[[x, y] = \mathsf{sort}([x, y]) \\]
\[\frac{\left(x \cdot y\right) \cdot z}{\sqrt{z \cdot z - t \cdot a}} \]
\[\begin{array}{l} \mathbf{if}\;z \leq -2.0742634033648369 \cdot 10^{+142}:\\ \;\;\;\;-y \cdot x\\ \mathbf{elif}\;z \leq 4.257216888057887 \cdot 10^{+142}:\\ \;\;\;\;y \cdot \left(x \cdot \frac{z}{\sqrt{z \cdot z - t \cdot a}}\right)\\ \mathbf{else}:\\ \;\;\;\;y \cdot x\\ \end{array} \]
\frac{\left(x \cdot y\right) \cdot z}{\sqrt{z \cdot z - t \cdot a}}
\begin{array}{l}
\mathbf{if}\;z \leq -2.0742634033648369 \cdot 10^{+142}:\\
\;\;\;\;-y \cdot x\\

\mathbf{elif}\;z \leq 4.257216888057887 \cdot 10^{+142}:\\
\;\;\;\;y \cdot \left(x \cdot \frac{z}{\sqrt{z \cdot z - t \cdot a}}\right)\\

\mathbf{else}:\\
\;\;\;\;y \cdot x\\


\end{array}
(FPCore (x y z t a)
 :precision binary64
 (/ (* (* x y) z) (sqrt (- (* z z) (* t a)))))
(FPCore (x y z t a)
 :precision binary64
 (if (<= z -2.0742634033648369e+142)
   (- (* y x))
   (if (<= z 4.257216888057887e+142)
     (* y (* x (/ z (sqrt (- (* z z) (* t a))))))
     (* y x))))
double code(double x, double y, double z, double t, double a) {
	return ((x * y) * z) / sqrt(((z * z) - (t * a)));
}
double code(double x, double y, double z, double t, double a) {
	double tmp;
	if (z <= -2.0742634033648369e+142) {
		tmp = -(y * x);
	} else if (z <= 4.257216888057887e+142) {
		tmp = y * (x * (z / sqrt(((z * z) - (t * a)))));
	} else {
		tmp = y * x;
	}
	return tmp;
}

Error

Bits error versus x

Bits error versus y

Bits error versus z

Bits error versus t

Bits error versus a

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original24.5
Target7.9
Herbie6.2
\[\begin{array}{l} \mathbf{if}\;z < -3.1921305903852764 \cdot 10^{+46}:\\ \;\;\;\;-y \cdot x\\ \mathbf{elif}\;z < 5.976268120920894 \cdot 10^{+90}:\\ \;\;\;\;\frac{x \cdot z}{\frac{\sqrt{z \cdot z - a \cdot t}}{y}}\\ \mathbf{else}:\\ \;\;\;\;y \cdot x\\ \end{array} \]

Derivation

  1. Split input into 3 regimes
  2. if z < -2.07426340336483685e142

    1. Initial program 51.5

      \[\frac{\left(x \cdot y\right) \cdot z}{\sqrt{z \cdot z - t \cdot a}} \]
    2. Taylor expanded in z around -inf 1.4

      \[\leadsto \color{blue}{-1 \cdot \left(y \cdot x\right)} \]
    3. Simplified1.4

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

    if -2.07426340336483685e142 < z < 4.2572168880578869e142

    1. Initial program 11.0

      \[\frac{\left(x \cdot y\right) \cdot z}{\sqrt{z \cdot z - t \cdot a}} \]
    2. Applied egg-rr9.1

      \[\leadsto \color{blue}{\left(x \cdot y\right) \cdot \frac{1}{\frac{\sqrt{z \cdot z - t \cdot a}}{z}}} \]
    3. Applied egg-rr9.0

      \[\leadsto \color{blue}{\frac{x \cdot y}{\frac{\sqrt{z \cdot z - t \cdot a}}{z}}} \]
    4. Applied egg-rr8.6

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

    if 4.2572168880578869e142 < z

    1. Initial program 51.4

      \[\frac{\left(x \cdot y\right) \cdot z}{\sqrt{z \cdot z - t \cdot a}} \]
    2. Taylor expanded in z around inf 1.2

      \[\leadsto \color{blue}{y \cdot x} \]
  3. Recombined 3 regimes into one program.
  4. Final simplification6.2

    \[\leadsto \begin{array}{l} \mathbf{if}\;z \leq -2.0742634033648369 \cdot 10^{+142}:\\ \;\;\;\;-y \cdot x\\ \mathbf{elif}\;z \leq 4.257216888057887 \cdot 10^{+142}:\\ \;\;\;\;y \cdot \left(x \cdot \frac{z}{\sqrt{z \cdot z - t \cdot a}}\right)\\ \mathbf{else}:\\ \;\;\;\;y \cdot x\\ \end{array} \]

Reproduce

herbie shell --seed 2022130 
(FPCore (x y z t a)
  :name "Statistics.Math.RootFinding:ridders from math-functions-0.1.5.2"
  :precision binary64

  :herbie-target
  (if (< z -3.1921305903852764e+46) (- (* y x)) (if (< z 5.976268120920894e+90) (/ (* x z) (/ (sqrt (- (* z z) (* a t))) y)) (* y x)))

  (/ (* (* x y) z) (sqrt (- (* z z) (* t a)))))