\frac{x \cdot e^{\left(y \cdot \log z + \left(t - 1\right) \cdot \log a\right) - b}}{y}\frac{x \cdot e^{\left(y \cdot \log z + \left(t - 1\right) \cdot \log a\right) - b}}{y}(FPCore (x y z t a b) :precision binary64 (/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y))
(FPCore (x y z t a b) :precision binary64 (/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y))
double code(double x, double y, double z, double t, double a, double b) {
return (x * exp(((y * log(z)) + ((t - 1.0) * log(a))) - b)) / y;
}
double code(double x, double y, double z, double t, double a, double b) {
return (x * exp(((y * log(z)) + ((t - 1.0) * log(a))) - b)) / y;
}




Bits error versus x




Bits error versus y




Bits error versus z




Bits error versus t




Bits error versus a




Bits error versus b
Results
| Original | 1.9 |
|---|---|
| Target | 11.2 |
| Herbie | 1.9 |
Initial program 1.9
Final simplification1.9
herbie shell --seed 2020253
(FPCore (x y z t a b)
:name "Numeric.SpecFunctions:incompleteBetaWorker from math-functions-0.1.5.2, A"
:precision binary64
:herbie-target
(if (< t -0.8845848504127471) (/ (* x (/ (pow a (- t 1.0)) y)) (- (+ b 1.0) (* y (log z)))) (if (< t 852031.2288374073) (/ (* (/ x y) (pow a (- t 1.0))) (exp (- b (* (log z) y)))) (/ (* x (/ (pow a (- t 1.0)) y)) (- (+ b 1.0) (* y (log z))))))
(/ (* x (exp (- (+ (* y (log z)) (* (- t 1.0) (log a))) b))) y))