\frac{\frac{1}{x}}{y \cdot \left(1 + z \cdot z\right)}\frac{\frac{1}{y \cdot \left(1 + z \cdot z\right)}}{x}(FPCore (x y z) :precision binary64 (/ (/ 1.0 x) (* y (+ 1.0 (* z z)))))
(FPCore (x y z) :precision binary64 (/ (/ 1.0 (* y (+ 1.0 (* z z)))) x))
double code(double x, double y, double z) {
return (1.0 / x) / (y * (1.0 + (z * z)));
}
double code(double x, double y, double z) {
return (1.0 / (y * (1.0 + (z * z)))) / x;
}




Bits error versus x




Bits error versus y




Bits error versus z
Results
| Original | 6.5 |
|---|---|
| Target | 5.2 |
| Herbie | 6.5 |
Initial program 6.5
rmApplied div-inv_binary64_109876.5
Simplified6.5
rmApplied associate-*l/_binary64_109336.5
Final simplification6.5
herbie shell --seed 2021043
(FPCore (x y z)
:name "Statistics.Distribution.CauchyLorentz:$cdensity from math-functions-0.1.5.2"
:precision binary64
:herbie-target
(if (< (* y (+ 1.0 (* z z))) (- INFINITY)) (/ (/ 1.0 y) (* (+ 1.0 (* z z)) x)) (if (< (* y (+ 1.0 (* z z))) 8.680743250567252e+305) (/ (/ 1.0 x) (* (+ 1.0 (* z z)) y)) (/ (/ 1.0 y) (* (+ 1.0 (* z z)) x))))
(/ (/ 1.0 x) (* y (+ 1.0 (* z z)))))