Average Error: 7.7 → 4.5
Time: 2.4s
Precision: 64
\[\frac{x \cdot y - z \cdot t}{a}\]
↓
\[\begin{array}{l} \mathbf{if}\;x \cdot y - z \cdot t \le -3.6165784274476732 \cdot 10^{254} \lor \neg \left(x \cdot y - z \cdot t \le 1.3070248666528326 \cdot 10^{172}\right):\\ \;\;\;\;\frac{y}{\frac{a}{x}} - \frac{t \cdot z}{a}\\ \mathbf{else}:\\ \;\;\;\;\left(x \cdot y - z \cdot t\right) \cdot \frac{1}{a}\\ \end{array}\]
\frac{x \cdot y - z \cdot t}{a}
↓
\begin{array}{l}
\mathbf{if}\;x \cdot y - z \cdot t \le -3.6165784274476732 \cdot 10^{254} \lor \neg \left(x \cdot y - z \cdot t \le 1.3070248666528326 \cdot 10^{172}\right):\\
\;\;\;\;\frac{y}{\frac{a}{x}} - \frac{t \cdot z}{a}\\

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

\end{array}
double code(double x, double y, double z, double t, double a) {
	return (((x * y) - (z * t)) / a);
}
↓
double code(double x, double y, double z, double t, double a) {
	double VAR;
	if (((((x * y) - (z * t)) <= -3.616578427447673e+254) || !(((x * y) - (z * t)) <= 1.3070248666528326e+172))) {
		VAR = ((y / (a / x)) - ((t * z) / a));
	} else {
		VAR = (((x * y) - (z * t)) * (1.0 / a));
	}
	return VAR;
}

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

Original7.7
Target6.2
Herbie4.5
\[\begin{array}{l} \mathbf{if}\;z \lt -2.46868496869954822 \cdot 10^{170}:\\ \;\;\;\;\frac{y}{a} \cdot x - \frac{t}{a} \cdot z\\ \mathbf{elif}\;z \lt 6.30983112197837121 \cdot 10^{-71}:\\ \;\;\;\;\frac{x \cdot y - z \cdot t}{a}\\ \mathbf{else}:\\ \;\;\;\;\frac{y}{a} \cdot x - \frac{t}{a} \cdot z\\ \end{array}\]

Derivation

  1. Split input into 2 regimes

  2. if (- (* x y) (* z t)) < -3.616578427447673e+254 or 1.3070248666528326e+172 < (- (* x y) (* z t))

    1. Initial program 30.4

      \[\frac{x \cdot y - z \cdot t}{a}\]
    2. Using strategy rm

    3. Applied div-sub30.3

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

    4. Simplified30.3

      \[\leadsto \frac{x \cdot y}{a} - \color{blue}{\frac{t \cdot z}{a}}\]
    5. Using strategy rm

    6. Applied *-commutative30.3

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

    7. Applied associate-/l*16.2

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

    if -3.616578427447673e+254 < (- (* x y) (* z t)) < 1.3070248666528326e+172

    1. Initial program 0.8

      \[\frac{x \cdot y - z \cdot t}{a}\]
    2. Using strategy rm

    3. Applied div-inv0.9

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

  4. Final simplification4.5

    \[\leadsto \begin{array}{l} \mathbf{if}\;x \cdot y - z \cdot t \le -3.6165784274476732 \cdot 10^{254} \lor \neg \left(x \cdot y - z \cdot t \le 1.3070248666528326 \cdot 10^{172}\right):\\ \;\;\;\;\frac{y}{\frac{a}{x}} - \frac{t \cdot z}{a}\\ \mathbf{else}:\\ \;\;\;\;\left(x \cdot y - z \cdot t\right) \cdot \frac{1}{a}\\ \end{array}\]

Reproduce

herbie shell --seed 2020078 
(FPCore (x y z t a)
  :name "Data.Colour.Matrix:inverse from colour-2.3.3, B"
  :precision binary64

  :herbie-target
  (if (< z -2.468684968699548e+170) (- (* (/ y a) x) (* (/ t a) z)) (if (< z 6.309831121978371e-71) (/ (- (* x y) (* z t)) a) (- (* (/ y a) x) (* (/ t a) z))))

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