Average Error: 19.3 → 0.1
Time: 3.2s
Precision: binary64
\[\frac{x \cdot y}{\left(\left(x + y\right) \cdot \left(x + y\right)\right) \cdot \left(\left(x + y\right) + 1\right)}\]
↓
\[\frac{\frac{x \cdot \frac{y}{x + y}}{x + y}}{x + \left(y + 1\right)}\]
\frac{x \cdot y}{\left(\left(x + y\right) \cdot \left(x + y\right)\right) \cdot \left(\left(x + y\right) + 1\right)}
↓
\frac{\frac{x \cdot \frac{y}{x + y}}{x + y}}{x + \left(y + 1\right)}
(FPCore (x y)
 :precision binary64
 (/ (* x y) (* (* (+ x y) (+ x y)) (+ (+ x y) 1.0))))
↓
(FPCore (x y)
 :precision binary64
 (/ (/ (* x (/ y (+ x y))) (+ x y)) (+ x (+ y 1.0))))
double code(double x, double y) {
	return (((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) (x * (y / ((double) (x + y))))) / ((double) (x + y))) / ((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

Original19.3
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 Error: 19.3 bits

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

  2. SimplifiedError: 11.3 bits

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

  4. Applied *-un-lft-identityError: 11.3 bits

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

  5. Applied times-fracError: 5.9 bits

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

  6. Applied associate-*r*Error: 3.9 bits

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

  7. SimplifiedError: 3.9 bits

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

  9. Applied associate-/r*Error: 0.1 bits

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

  10. SimplifiedError: 0.1 bits

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

  12. Applied associate-*r/Error: 0.1 bits

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

  13. SimplifiedError: 0.1 bits

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

  15. Applied associate-*r/Error: 0.1 bits

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

  16. SimplifiedError: 0.1 bits

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

  17. Final simplificationError: 0.1 bits

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

Reproduce

herbie shell --seed 2020203 
(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))))