Average Error: 20.8 → 5.3
Time: 960.0ms
Precision: binary64
\[0 < x \land x < 1 \land y < 1\]
\[\frac{\left(x - y\right) \cdot \left(x + y\right)}{x \cdot x + y \cdot y}\]
↓
\[\begin{array}{l} \mathbf{if}\;y \leq -1.3401709170563172 \cdot 10^{+154}:\\ \;\;\;\;-1\\ \mathbf{elif}\;y \leq -1.2732791557148033 \cdot 10^{-159}:\\ \;\;\;\;\frac{\left(x - y\right) \cdot \left(x + y\right)}{x \cdot x + y \cdot y}\\ \mathbf{elif}\;y \leq 3.462314516283244 \cdot 10^{-190}:\\ \;\;\;\;1\\ \mathbf{elif}\;y \leq 6.403429544123061 \cdot 10^{-165}:\\ \;\;\;\;-1\\ \mathbf{else}:\\ \;\;\;\;\frac{\left(x - y\right) \cdot \left(x + y\right)}{x \cdot x + y \cdot y}\\ \end{array}\]
\frac{\left(x - y\right) \cdot \left(x + y\right)}{x \cdot x + y \cdot y}
↓
\begin{array}{l}
\mathbf{if}\;y \leq -1.3401709170563172 \cdot 10^{+154}:\\
\;\;\;\;-1\\

\mathbf{elif}\;y \leq -1.2732791557148033 \cdot 10^{-159}:\\
\;\;\;\;\frac{\left(x - y\right) \cdot \left(x + y\right)}{x \cdot x + y \cdot y}\\

\mathbf{elif}\;y \leq 3.462314516283244 \cdot 10^{-190}:\\
\;\;\;\;1\\

\mathbf{elif}\;y \leq 6.403429544123061 \cdot 10^{-165}:\\
\;\;\;\;-1\\

\mathbf{else}:\\
\;\;\;\;\frac{\left(x - y\right) \cdot \left(x + y\right)}{x \cdot x + y \cdot y}\\

\end{array}
(FPCore (x y) :precision binary64 (/ (* (- x y) (+ x y)) (+ (* x x) (* y y))))
↓
(FPCore (x y)
 :precision binary64
 (if (<= y -1.3401709170563172e+154)
   -1.0
   (if (<= y -1.2732791557148033e-159)
     (/ (* (- x y) (+ x y)) (+ (* x x) (* y y)))
     (if (<= y 3.462314516283244e-190)
       1.0
       (if (<= y 6.403429544123061e-165)
         -1.0
         (/ (* (- x y) (+ x y)) (+ (* x x) (* y y))))))))
double code(double x, double y) {
	return ((x - y) * (x + y)) / ((x * x) + (y * y));
}
↓
double code(double x, double y) {
	double tmp;
	if (y <= -1.3401709170563172e+154) {
		tmp = -1.0;
	} else if (y <= -1.2732791557148033e-159) {
		tmp = ((x - y) * (x + y)) / ((x * x) + (y * y));
	} else if (y <= 3.462314516283244e-190) {
		tmp = 1.0;
	} else if (y <= 6.403429544123061e-165) {
		tmp = -1.0;
	} else {
		tmp = ((x - y) * (x + y)) / ((x * x) + (y * y));
	}
	return tmp;
}

Error

Bits error versus x

Bits error versus y

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original20.8
Target0.0
Herbie5.3
\[\begin{array}{l} \mathbf{if}\;0.5 < \left|\frac{x}{y}\right| \land \left|\frac{x}{y}\right| < 2:\\ \;\;\;\;\frac{\left(x - y\right) \cdot \left(x + y\right)}{x \cdot x + y \cdot y}\\ \mathbf{else}:\\ \;\;\;\;1 - \frac{2}{1 + \frac{x}{y} \cdot \frac{x}{y}}\\ \end{array}\]

Derivation

  1. Split input into 3 regimes

  2. if y < -1.3401709170563172e154 or 3.46231451628324395e-190 < y < 6.4034295441230608e-165

    1. Initial program 59.4

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

    2. Taylor expanded around 0 4.9

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

    if -1.3401709170563172e154 < y < -1.2732791557148033e-159 or 6.4034295441230608e-165 < y

    1. Initial program 0.3

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

    if -1.2732791557148033e-159 < y < 3.46231451628324395e-190

    1. Initial program 29.9

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

    2. Taylor expanded around inf 14.2

      \[\leadsto \color{blue}{1}\]
  3. Recombined 3 regimes into one program.

  4. Final simplification5.3

    \[\leadsto \begin{array}{l} \mathbf{if}\;y \leq -1.3401709170563172 \cdot 10^{+154}:\\ \;\;\;\;-1\\ \mathbf{elif}\;y \leq -1.2732791557148033 \cdot 10^{-159}:\\ \;\;\;\;\frac{\left(x - y\right) \cdot \left(x + y\right)}{x \cdot x + y \cdot y}\\ \mathbf{elif}\;y \leq 3.462314516283244 \cdot 10^{-190}:\\ \;\;\;\;1\\ \mathbf{elif}\;y \leq 6.403429544123061 \cdot 10^{-165}:\\ \;\;\;\;-1\\ \mathbf{else}:\\ \;\;\;\;\frac{\left(x - y\right) \cdot \left(x + y\right)}{x \cdot x + y \cdot y}\\ \end{array}\]

Reproduce

herbie shell --seed 2020253 
(FPCore (x y)
  :name "Kahan p9 Example"
  :precision binary64
  :pre (and (< 0.0 x 1.0) (< y 1.0))

  :herbie-target
  (if (< 0.5 (fabs (/ x y)) 2.0) (/ (* (- x y) (+ x y)) (+ (* x x) (* y y))) (- 1.0 (/ 2.0 (+ 1.0 (* (/ x y) (/ x y))))))

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