\frac{\left(\left(x + y\right) \cdot z + \left(t + y\right) \cdot a\right) - y \cdot b}{\left(x + t\right) + y}\begin{array}{l}
\mathbf{if}\;y \le -1.5789142602105122 \cdot 10^{46} \lor \neg \left(y \le 3.00522161855546254 \cdot 10^{112}\right):\\
\;\;\;\;1 \cdot \left(\left(a + z\right) - b\right)\\
\mathbf{else}:\\
\;\;\;\;\left(\left(\left(x + y\right) \cdot z + \left(t + y\right) \cdot a\right) - y \cdot b\right) \cdot \frac{1}{\left(x + t\right) + y}\\
\end{array}double f(double x, double y, double z, double t, double a, double b) {
double r1748129 = x;
double r1748130 = y;
double r1748131 = r1748129 + r1748130;
double r1748132 = z;
double r1748133 = r1748131 * r1748132;
double r1748134 = t;
double r1748135 = r1748134 + r1748130;
double r1748136 = a;
double r1748137 = r1748135 * r1748136;
double r1748138 = r1748133 + r1748137;
double r1748139 = b;
double r1748140 = r1748130 * r1748139;
double r1748141 = r1748138 - r1748140;
double r1748142 = r1748129 + r1748134;
double r1748143 = r1748142 + r1748130;
double r1748144 = r1748141 / r1748143;
return r1748144;
}
double f(double x, double y, double z, double t, double a, double b) {
double r1748145 = y;
double r1748146 = -1.5789142602105122e+46;
bool r1748147 = r1748145 <= r1748146;
double r1748148 = 3.0052216185554625e+112;
bool r1748149 = r1748145 <= r1748148;
double r1748150 = !r1748149;
bool r1748151 = r1748147 || r1748150;
double r1748152 = 1.0;
double r1748153 = a;
double r1748154 = z;
double r1748155 = r1748153 + r1748154;
double r1748156 = b;
double r1748157 = r1748155 - r1748156;
double r1748158 = r1748152 * r1748157;
double r1748159 = x;
double r1748160 = r1748159 + r1748145;
double r1748161 = r1748160 * r1748154;
double r1748162 = t;
double r1748163 = r1748162 + r1748145;
double r1748164 = r1748163 * r1748153;
double r1748165 = r1748161 + r1748164;
double r1748166 = r1748145 * r1748156;
double r1748167 = r1748165 - r1748166;
double r1748168 = r1748159 + r1748162;
double r1748169 = r1748168 + r1748145;
double r1748170 = r1748152 / r1748169;
double r1748171 = r1748167 * r1748170;
double r1748172 = r1748151 ? r1748158 : r1748171;
return r1748172;
}




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 | 26.9 |
|---|---|
| Target | 11.4 |
| Herbie | 16.0 |
if y < -1.5789142602105122e+46 or 3.0052216185554625e+112 < y Initial program 43.7
rmApplied div-inv43.8
rmApplied *-un-lft-identity43.8
Applied associate-*l*43.8
Simplified43.7
rmApplied clear-num43.8
Taylor expanded around 0 14.3
if -1.5789142602105122e+46 < y < 3.0052216185554625e+112Initial program 16.9
rmApplied div-inv17.0
Final simplification16.0
herbie shell --seed 2020057
(FPCore (x y z t a b)
:name "AI.Clustering.Hierarchical.Internal:ward from clustering-0.2.1"
:precision binary64
:herbie-target
(if (< (/ (- (+ (* (+ x y) z) (* (+ t y) a)) (* y b)) (+ (+ x t) y)) -3.5813117084150564e+153) (- (+ z a) b) (if (< (/ (- (+ (* (+ x y) z) (* (+ t y) a)) (* y b)) (+ (+ x t) y)) 1.2285964308315609e+82) (/ 1 (/ (+ (+ x t) y) (- (+ (* (+ x y) z) (* (+ t y) a)) (* y b)))) (- (+ z a) b)))
(/ (- (+ (* (+ x y) z) (* (+ t y) a)) (* y b)) (+ (+ x t) y)))