Average Error: 19.7 → 0.1
Time: 4.1s
Precision: binary64
\[\frac{x \cdot y}{\left(\left(x + y\right) \cdot \left(x + y\right)\right) \cdot \left(\left(x + y\right) + 1\right)}\]
↓
\[\frac{y \cdot \frac{\frac{x}{y + x}}{y + x}}{x + \left(y + 1\right)}\]
\frac{x \cdot y}{\left(\left(x + y\right) \cdot \left(x + y\right)\right) \cdot \left(\left(x + y\right) + 1\right)}
↓
\frac{y \cdot \frac{\frac{x}{y + x}}{y + x}}{x + \left(y + 1\right)}
double code(double x, double y) {
	return ((double) (((double) (x * y)) / ((double) (((double) (((double) (x + y)) * ((double) (x + y)))) * ((double) (((double) (x + y)) + 1.0))))));
}
↓
double code(double x, double y) {
	return ((double) (((double) (y * ((double) (((double) (x / ((double) (y + x)))) / ((double) (y + x)))))) / ((double) (x + ((double) (y + 1.0))))));
}

Error

Bits error versus x

Bits error versus y

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original19.7
Target0.1
Herbie0.1
\[\frac{\frac{\frac{x}{\left(y + 1\right) + x}}{y + x}}{\frac{1}{\frac{y}{y + x}}}\]

Derivation

  1. Initial program 19.7

    \[\frac{x \cdot y}{\left(\left(x + y\right) \cdot \left(x + y\right)\right) \cdot \left(\left(x + y\right) + 1\right)}\]

  2. Simplified11.8

    \[\leadsto \color{blue}{x \cdot \frac{y}{\left(x + y\right) \cdot \left(\left(x + y\right) \cdot \left(x + \left(y + 1\right)\right)\right)}}\]
  3. Using strategy rm

  4. Applied *-un-lft-identity11.8

    \[\leadsto x \cdot \frac{\color{blue}{1 \cdot y}}{\left(x + y\right) \cdot \left(\left(x + y\right) \cdot \left(x + \left(y + 1\right)\right)\right)}\]

  5. Applied times-frac6.0

    \[\leadsto x \cdot \color{blue}{\left(\frac{1}{x + y} \cdot \frac{y}{\left(x + y\right) \cdot \left(x + \left(y + 1\right)\right)}\right)}\]

  6. Applied associate-*r*4.3

    \[\leadsto \color{blue}{\left(x \cdot \frac{1}{x + y}\right) \cdot \frac{y}{\left(x + y\right) \cdot \left(x + \left(y + 1\right)\right)}}\]

  7. Simplified4.2

    \[\leadsto \color{blue}{\frac{x}{y + x}} \cdot \frac{y}{\left(x + y\right) \cdot \left(x + \left(y + 1\right)\right)}\]
  8. Using strategy rm

  9. Applied associate-/r*0.1

    \[\leadsto \frac{x}{y + x} \cdot \color{blue}{\frac{\frac{y}{x + y}}{x + \left(y + 1\right)}}\]

  10. Simplified0.1

    \[\leadsto \frac{x}{y + x} \cdot \frac{\color{blue}{\frac{y}{y + x}}}{x + \left(y + 1\right)}\]
  11. Using strategy rm

  12. Applied associate-*r/0.1

    \[\leadsto \color{blue}{\frac{\frac{x}{y + x} \cdot \frac{y}{y + x}}{x + \left(y + 1\right)}}\]

  13. Simplified0.1

    \[\leadsto \frac{\color{blue}{y \cdot \frac{\frac{x}{y + x}}{y + x}}}{x + \left(y + 1\right)}\]

  14. Final simplification0.1

    \[\leadsto \frac{y \cdot \frac{\frac{x}{y + x}}{y + x}}{x + \left(y + 1\right)}\]

Reproduce

herbie shell --seed 2020184 
(FPCore (x y)
  :name "Numeric.SpecFunctions:incompleteBetaApprox from math-functions-0.1.5.2, A"
  :precision binary64

  :herbie-target
  (/ (/ (/ x (+ (+ y 1.0) x)) (+ y x)) (/ 1.0 (/ y (+ y x))))

  (/ (* x y) (* (* (+ x y) (+ x y)) (+ (+ x y) 1.0))))