double code(double x, double y, double z, double t) {
return ((double) (((double) (((double) (x * ((double) log(y)))) + ((double) (z * ((double) log(((double) (1.0 - y)))))))) - t));
}
double code(double x, double y, double z, double t) {
return ((double) (((double) (x * ((double) log(y)))) + ((double) (((double) (z * ((double) (((double) log(1.0)) + ((double) (y * ((double) (((double) (((double) (y / ((double) (1.0 * 1.0)))) * -0.5)) - 1.0)))))))) - t))));
}




Bits error versus x




Bits error versus y




Bits error versus z




Bits error versus t
Results
| Original | 9.4 |
|---|---|
| Target | 0.2 |
| Herbie | 0.3 |
Initial program 9.4
Taylor expanded around 0 0.3
Simplified0.3
rmApplied associate--l+0.3
Simplified0.3
Final simplification0.3
herbie shell --seed 2020191
(FPCore (x y z t)
:name "Numeric.SpecFunctions:invIncompleteBetaWorker from math-functions-0.1.5.2, B"
:precision binary64
:herbie-target
(- (* (neg z) (+ (+ (* 0.5 (* y y)) y) (* (/ 0.3333333333333333 (* 1.0 (* 1.0 1.0))) (* y (* y y))))) (- t (* x (log y))))
(- (+ (* x (log y)) (* z (log (- 1.0 y)))) t))