x - \frac{\log \left(\left(1 - y\right) + y \cdot e^{z}\right)}{t}\begin{array}{l}
\mathbf{if}\;z \le \frac{-350719738609737}{1125899906842624}:\\
\;\;\;\;x - \frac{1}{\sqrt[3]{t} \cdot \sqrt[3]{t}} \cdot \frac{\log \left(1 + \left(e^{z} - 1\right) \cdot y\right)}{\sqrt[3]{t}}\\
\mathbf{else}:\\
\;\;\;\;x - \frac{1}{\frac{t}{\log 1 + y \cdot \left(\frac{1}{2} \cdot {z}^{2} + 1 \cdot z\right)}}\\
\end{array}double f(double x, double y, double z, double t) {
double r236568 = x;
double r236569 = 1.0;
double r236570 = y;
double r236571 = r236569 - r236570;
double r236572 = z;
double r236573 = exp(r236572);
double r236574 = r236570 * r236573;
double r236575 = r236571 + r236574;
double r236576 = log(r236575);
double r236577 = t;
double r236578 = r236576 / r236577;
double r236579 = r236568 - r236578;
return r236579;
}
double f(double x, double y, double z, double t) {
double r236580 = z;
double r236581 = -350719738609737.0;
double r236582 = 1125899906842624.0;
double r236583 = r236581 / r236582;
bool r236584 = r236580 <= r236583;
double r236585 = x;
double r236586 = 1.0;
double r236587 = t;
double r236588 = cbrt(r236587);
double r236589 = r236588 * r236588;
double r236590 = r236586 / r236589;
double r236591 = 1.0;
double r236592 = exp(r236580);
double r236593 = r236592 - r236586;
double r236594 = y;
double r236595 = r236593 * r236594;
double r236596 = r236591 + r236595;
double r236597 = log(r236596);
double r236598 = r236597 / r236588;
double r236599 = r236590 * r236598;
double r236600 = r236585 - r236599;
double r236601 = log(r236591);
double r236602 = 2.0;
double r236603 = r236591 / r236602;
double r236604 = 2.0;
double r236605 = pow(r236580, r236604);
double r236606 = r236603 * r236605;
double r236607 = r236591 * r236580;
double r236608 = r236606 + r236607;
double r236609 = r236594 * r236608;
double r236610 = r236601 + r236609;
double r236611 = r236587 / r236610;
double r236612 = r236586 / r236611;
double r236613 = r236585 - r236612;
double r236614 = r236584 ? r236600 : r236613;
return r236614;
}




Bits error versus x




Bits error versus y




Bits error versus z




Bits error versus t
Results
| Original | 25.4 |
|---|---|
| Target | 16.5 |
| Herbie | 8.6 |
if z < -0.3115017031960372Initial program 10.9
rmApplied sub-neg10.9
Applied associate-+l+10.9
Simplified10.9
rmApplied add-cube-cbrt11.1
Applied pow111.1
Applied log-pow11.1
Applied times-frac11.1
if -0.3115017031960372 < z Initial program 31.3
rmApplied sub-neg31.3
Applied associate-+l+16.8
Simplified16.7
rmApplied clear-num16.7
Taylor expanded around 0 7.6
Simplified7.6
Final simplification8.6
herbie shell --seed 2019303
(FPCore (x y z t)
:name "System.Random.MWC.Distributions:truncatedExp from mwc-random-0.13.3.2"
:precision binary64
:herbie-target
(if (< z -2.88746230882079466e119) (- (- x (/ (/ (- 0.5) (* y t)) (* z z))) (* (/ (- 0.5) (* y t)) (/ (/ 2 z) (* z z)))) (- x (/ (log (+ 1 (* z y))) t)))
(- x (/ (log (+ (- 1 y) (* y (exp z)))) t)))