x \cdot \left(\frac{y}{z} - \frac{t}{1 - z}\right)\begin{array}{l}
\mathbf{if}\;\frac{y}{z} - \frac{t}{1 - z} \le -8.7469245905233031 \cdot 10^{265} \lor \neg \left(\frac{y}{z} - \frac{t}{1 - z} \le 2.5905951762285947 \cdot 10^{176}\right):\\
\;\;\;\;\frac{x \cdot y}{z} + \frac{x \cdot \left(-t\right)}{1 - z}\\
\mathbf{else}:\\
\;\;\;\;\frac{x}{\frac{z}{y}} + x \cdot \left(-\frac{t}{1 - z}\right)\\
\end{array}double f(double x, double y, double z, double t) {
double r700627 = x;
double r700628 = y;
double r700629 = z;
double r700630 = r700628 / r700629;
double r700631 = t;
double r700632 = 1.0;
double r700633 = r700632 - r700629;
double r700634 = r700631 / r700633;
double r700635 = r700630 - r700634;
double r700636 = r700627 * r700635;
return r700636;
}
double f(double x, double y, double z, double t) {
double r700637 = y;
double r700638 = z;
double r700639 = r700637 / r700638;
double r700640 = t;
double r700641 = 1.0;
double r700642 = r700641 - r700638;
double r700643 = r700640 / r700642;
double r700644 = r700639 - r700643;
double r700645 = -8.746924590523303e+265;
bool r700646 = r700644 <= r700645;
double r700647 = 2.5905951762285947e+176;
bool r700648 = r700644 <= r700647;
double r700649 = !r700648;
bool r700650 = r700646 || r700649;
double r700651 = x;
double r700652 = r700651 * r700637;
double r700653 = r700652 / r700638;
double r700654 = -r700640;
double r700655 = r700651 * r700654;
double r700656 = r700655 / r700642;
double r700657 = r700653 + r700656;
double r700658 = r700638 / r700637;
double r700659 = r700651 / r700658;
double r700660 = -r700643;
double r700661 = r700651 * r700660;
double r700662 = r700659 + r700661;
double r700663 = r700650 ? r700657 : r700662;
return r700663;
}




Bits error versus x




Bits error versus y




Bits error versus z




Bits error versus t
Results
| Original | 4.7 |
|---|---|
| Target | 4.3 |
| Herbie | 1.6 |
if (- (/ y z) (/ t (- 1.0 z))) < -8.746924590523303e+265 or 2.5905951762285947e+176 < (- (/ y z) (/ t (- 1.0 z))) Initial program 22.8
rmApplied sub-neg22.8
Applied distribute-lft-in22.8
Simplified0.9
rmApplied distribute-neg-frac0.9
Applied associate-*r/1.4
if -8.746924590523303e+265 < (- (/ y z) (/ t (- 1.0 z))) < 2.5905951762285947e+176Initial program 1.5
rmApplied sub-neg1.5
Applied distribute-lft-in1.5
Simplified6.3
rmApplied associate-/l*1.6
Final simplification1.6
herbie shell --seed 2020042
(FPCore (x y z t)
:name "Numeric.SpecFunctions:invIncompleteBetaWorker from math-functions-0.1.5.2, C"
:precision binary64
:herbie-target
(if (< (* x (- (/ y z) (/ t (- 1 z)))) -7.623226303312042e-196) (* x (- (/ y z) (* t (/ 1 (- 1 z))))) (if (< (* x (- (/ y z) (/ t (- 1 z)))) 1.4133944927702302e-211) (+ (/ (* y x) z) (- (/ (* t x) (- 1 z)))) (* x (- (/ y z) (* t (/ 1 (- 1 z)))))))
(* x (- (/ y z) (/ t (- 1 z)))))