Average Error: 15.0 → 1.8
Time: 4.2s
Precision: binary64
\[\]
\[\]
double code(double x, double y, double z) {
	return ((double) (((double) (x * y)) / ((double) (((double) (z * z)) * ((double) (z + 1.0))))));
}
double code(double x, double y, double z) {
	double VAR;
	if (((((double) (x * y)) <= 6.0408872496917e-312) || !(((double) (x * y)) <= 1.6736867795136718e+224))) {
		VAR = ((double) (((double) (((double) cbrt(y)) * ((double) (((double) (((double) cbrt(y)) / z)) * ((double) (x * ((double) (((double) cbrt(((double) (((double) cbrt(y)) * ((double) cbrt(y)))))) / z)))))))) * ((double) (((double) cbrt(((double) cbrt(y)))) / ((double) (z + 1.0))))));
	} else {
		VAR = ((double) (((double) (((double) (x * y)) / ((double) (z * ((double) (z + 1.0)))))) / z));
	}
	return VAR;
}

Error

Bits error versus x

Bits error versus y

Bits error versus z

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original15.0
Target4.2
Herbie1.8
\[\]

Derivation

  1. Split input into 2 regimes
  2. if (* x y) < 6.04088724969169e-312 or 1.67368677951367175e224 < (* x y)

    1. Initial program 18.9

      \[\]
    2. Simplified14.9

      \[\leadsto \]
    3. Using strategy rm
    4. Applied add-cube-cbrt15.2

      \[\leadsto \]
    5. Applied times-frac9.6

      \[\leadsto \]
    6. Applied associate-*r*4.5

      \[\leadsto \]
    7. Simplified4.5

      \[\leadsto \]
    8. Using strategy rm
    9. Applied add-cube-cbrt4.5

      \[\leadsto \]
    10. Applied cbrt-prod4.6

      \[\leadsto \]
    11. Applied times-frac3.0

      \[\leadsto \]
    12. Applied associate-*r*1.9

      \[\leadsto \]
    13. Simplified2.5

      \[\leadsto \]

    if 6.04088724969169e-312 < (* x y) < 1.67368677951367175e224

    1. Initial program 7.7

      \[\]
    2. Simplified11.5

      \[\leadsto \]
    3. Using strategy rm
    4. Applied add-cube-cbrt11.9

      \[\leadsto \]
    5. Applied times-frac8.2

      \[\leadsto \]
    6. Applied associate-*r*1.0

      \[\leadsto \]
    7. Simplified1.0

      \[\leadsto \]
    8. Using strategy rm
    9. Applied associate-*r/1.0

      \[\leadsto \]
    10. Applied associate-*l/0.9

      \[\leadsto \]
    11. Applied associate-*l/0.9

      \[\leadsto \]
    12. Simplified0.3

      \[\leadsto \]
  3. Recombined 2 regimes into one program.
  4. Final simplification1.8

    \[\leadsto \]

Reproduce

herbie shell --seed 2020190 
(FPCore (x y z)
  :name "Statistics.Distribution.Beta:$cvariance from math-functions-0.1.5.2"
  :precision binary64

  :herbie-target
  (if (< z 249.6182814532307) (/ (* y (/ x z)) (+ z (* z z))) (/ (* (/ (/ y z) (+ 1.0 z)) x) z))

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