Average Error: 31.3 → 12.6
Time: 1.8s
Precision: 64
\[\frac{x \cdot x - \left(y \cdot 4\right) \cdot y}{x \cdot x + \left(y \cdot 4\right) \cdot y}\]
\[\begin{array}{l} \mathbf{if}\;x \le -8.1561596166685901 \cdot 10^{125}:\\ \;\;\;\;1\\ \mathbf{elif}\;x \le -8.2517187188967945 \cdot 10^{-93}:\\ \;\;\;\;\frac{x \cdot x - \left(y \cdot 4\right) \cdot y}{x \cdot x + \left(y \cdot 4\right) \cdot y}\\ \mathbf{elif}\;x \le 1.70327835954175013 \cdot 10^{-103}:\\ \;\;\;\;-1\\ \mathbf{elif}\;x \le 9.5532984912586814 \cdot 10^{94}:\\ \;\;\;\;\frac{x \cdot x - \left(y \cdot 4\right) \cdot y}{x \cdot x + \left(y \cdot 4\right) \cdot y}\\ \mathbf{else}:\\ \;\;\;\;1\\ \end{array}\]
\frac{x \cdot x - \left(y \cdot 4\right) \cdot y}{x \cdot x + \left(y \cdot 4\right) \cdot y}
\begin{array}{l}
\mathbf{if}\;x \le -8.1561596166685901 \cdot 10^{125}:\\
\;\;\;\;1\\

\mathbf{elif}\;x \le -8.2517187188967945 \cdot 10^{-93}:\\
\;\;\;\;\frac{x \cdot x - \left(y \cdot 4\right) \cdot y}{x \cdot x + \left(y \cdot 4\right) \cdot y}\\

\mathbf{elif}\;x \le 1.70327835954175013 \cdot 10^{-103}:\\
\;\;\;\;-1\\

\mathbf{elif}\;x \le 9.5532984912586814 \cdot 10^{94}:\\
\;\;\;\;\frac{x \cdot x - \left(y \cdot 4\right) \cdot y}{x \cdot x + \left(y \cdot 4\right) \cdot y}\\

\mathbf{else}:\\
\;\;\;\;1\\

\end{array}
double code(double x, double y) {
	return (((x * x) - ((y * 4.0) * y)) / ((x * x) + ((y * 4.0) * y)));
}
double code(double x, double y) {
	double VAR;
	if ((x <= -8.15615961666859e+125)) {
		VAR = 1.0;
	} else {
		double VAR_1;
		if ((x <= -8.251718718896794e-93)) {
			VAR_1 = (((x * x) - ((y * 4.0) * y)) / ((x * x) + ((y * 4.0) * y)));
		} else {
			double VAR_2;
			if ((x <= 1.7032783595417501e-103)) {
				VAR_2 = -1.0;
			} else {
				double VAR_3;
				if ((x <= 9.553298491258681e+94)) {
					VAR_3 = (((x * x) - ((y * 4.0) * y)) / ((x * x) + ((y * 4.0) * y)));
				} else {
					VAR_3 = 1.0;
				}
				VAR_2 = VAR_3;
			}
			VAR_1 = VAR_2;
		}
		VAR = VAR_1;
	}
	return VAR;
}

Error

Bits error versus x

Bits error versus y

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original31.3
Target31.0
Herbie12.6
\[\begin{array}{l} \mathbf{if}\;\frac{x \cdot x - \left(y \cdot 4\right) \cdot y}{x \cdot x + \left(y \cdot 4\right) \cdot y} \lt 0.974323384962678118:\\ \;\;\;\;\frac{x \cdot x}{x \cdot x + \left(y \cdot y\right) \cdot 4} - \frac{\left(y \cdot y\right) \cdot 4}{x \cdot x + \left(y \cdot y\right) \cdot 4}\\ \mathbf{else}:\\ \;\;\;\;{\left(\frac{x}{\sqrt{x \cdot x + \left(y \cdot y\right) \cdot 4}}\right)}^{2} - \frac{\left(y \cdot y\right) \cdot 4}{x \cdot x + \left(y \cdot y\right) \cdot 4}\\ \end{array}\]

Derivation

  1. Split input into 3 regimes
  2. if x < -8.15615961666859e+125 or 9.553298491258681e+94 < x

    1. Initial program 52.7

      \[\frac{x \cdot x - \left(y \cdot 4\right) \cdot y}{x \cdot x + \left(y \cdot 4\right) \cdot y}\]
    2. Taylor expanded around inf 10.4

      \[\leadsto \color{blue}{1}\]

    if -8.15615961666859e+125 < x < -8.251718718896794e-93 or 1.7032783595417501e-103 < x < 9.553298491258681e+94

    1. Initial program 15.5

      \[\frac{x \cdot x - \left(y \cdot 4\right) \cdot y}{x \cdot x + \left(y \cdot 4\right) \cdot y}\]

    if -8.251718718896794e-93 < x < 1.7032783595417501e-103

    1. Initial program 27.2

      \[\frac{x \cdot x - \left(y \cdot 4\right) \cdot y}{x \cdot x + \left(y \cdot 4\right) \cdot y}\]
    2. Taylor expanded around 0 11.6

      \[\leadsto \color{blue}{-1}\]
  3. Recombined 3 regimes into one program.
  4. Final simplification12.6

    \[\leadsto \begin{array}{l} \mathbf{if}\;x \le -8.1561596166685901 \cdot 10^{125}:\\ \;\;\;\;1\\ \mathbf{elif}\;x \le -8.2517187188967945 \cdot 10^{-93}:\\ \;\;\;\;\frac{x \cdot x - \left(y \cdot 4\right) \cdot y}{x \cdot x + \left(y \cdot 4\right) \cdot y}\\ \mathbf{elif}\;x \le 1.70327835954175013 \cdot 10^{-103}:\\ \;\;\;\;-1\\ \mathbf{elif}\;x \le 9.5532984912586814 \cdot 10^{94}:\\ \;\;\;\;\frac{x \cdot x - \left(y \cdot 4\right) \cdot y}{x \cdot x + \left(y \cdot 4\right) \cdot y}\\ \mathbf{else}:\\ \;\;\;\;1\\ \end{array}\]

Reproduce

herbie shell --seed 2020100 
(FPCore (x y)
  :name "Diagrams.TwoD.Arc:arcBetween from diagrams-lib-1.3.0.3"
  :precision binary64

  :herbie-target
  (if (< (/ (- (* x x) (* (* y 4) y)) (+ (* x x) (* (* y 4) y))) 0.9743233849626781) (- (/ (* x x) (+ (* x x) (* (* y y) 4))) (/ (* (* y y) 4) (+ (* x x) (* (* y y) 4)))) (- (pow (/ x (sqrt (+ (* x x) (* (* y y) 4)))) 2) (/ (* (* y y) 4) (+ (* x x) (* (* y y) 4)))))

  (/ (- (* x x) (* (* y 4) y)) (+ (* x x) (* (* y 4) y))))