x + \frac{e^{y \cdot \log \left(\frac{y}{z + y}\right)}}{y}x + \frac{e^{y \cdot \left(2 \cdot \log \left(\frac{\sqrt[3]{y}}{\sqrt[3]{z + y}}\right)\right) + y \cdot \log \left(\frac{\sqrt[3]{y}}{\sqrt[3]{z + y}}\right)}}{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 + (exp(((y * (2.0 * log((cbrt(y) / cbrt((z + y)))))) + (y * log((cbrt(y) / cbrt((z + y))))))) / y));
}




Bits error versus x




Bits error versus y




Bits error versus z
Results
| Original | 5.8 |
|---|---|
| Target | 1.2 |
| Herbie | 1.2 |
Initial program 5.8
rmApplied add-cube-cbrt19.6
Applied add-cube-cbrt5.8
Applied times-frac5.8
Applied log-prod2.1
Applied distribute-lft-in2.1
Simplified1.2
Final simplification1.2
herbie shell --seed 2020056 +o rules:numerics
(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 z)) y)) (+ x (/ (exp (log (pow (/ y (+ y z)) y))) y)))
(+ x (/ (exp (* y (log (/ y (+ z y))))) y)))