x + \frac{e^{y \cdot \log \left(\frac{y}{z + y}\right)}}{y}x + \frac{{\left(e^{y}\right)}^{\log \left(\frac{y}{y + z}\right)}}{y}(FPCore (x y z) :precision binary64 (+ x (/ (exp (* y (log (/ y (+ z y))))) y)))
(FPCore (x y z) :precision binary64 (+ x (/ (pow (exp y) (log (/ y (+ y z)))) y)))
double code(double x, double y, double z) {
return x + (exp(y * log(y / (z + y))) / y);
}
double code(double x, double y, double z) {
return x + (pow(exp(y), log(y / (y + z))) / y);
}




Bits error versus x




Bits error versus y




Bits error versus z
Results
| Original | 6.0 |
|---|---|
| Target | 1.0 |
| Herbie | 1.1 |
Initial program 6.0
Simplified1.1
Final simplification1.1
herbie shell --seed 2021176
(FPCore (x y z)
:name "Numeric.SpecFunctions:invIncompleteBetaWorker from math-functions-0.1.5.2, G"
:precision binary64
:herbie-target
(if (< (/ y (+ z y)) 7.1154157597908e-315) (+ x (/ (exp (/ -1.0 z)) y)) (+ x (/ (exp (log (pow (/ y (+ y z)) y))) y)))
(+ x (/ (exp (* y (log (/ y (+ z y))))) y)))