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) {
return ((double) (((double) (x * ((double) (((double) cbrt(y)) * ((double) (((double) cbrt(y)) / z)))))) * ((double) (((double) (((double) cbrt(y)) / z)) / ((double) (z + 1.0))))));
}




Bits error versus x




Bits error versus y




Bits error versus z
Results
| Original | 14.7 |
|---|---|
| Target | 4.2 |
| Herbie | 2.3 |
Initial program 14.7
Simplified13.8
rmApplied add-cube-cbrt14.1
Applied times-frac9.2
Applied associate-*r*3.3
Simplified3.3
rmApplied associate-/r*2.3
Final simplification2.3
herbie shell --seed 2020180
(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))))