x + \frac{\left(y - x\right) \cdot z}{t}\mathsf{fma}\left(y - x, \frac{z}{t}, x\right)double f(double x, double y, double z, double t) {
double r19957153 = x;
double r19957154 = y;
double r19957155 = r19957154 - r19957153;
double r19957156 = z;
double r19957157 = r19957155 * r19957156;
double r19957158 = t;
double r19957159 = r19957157 / r19957158;
double r19957160 = r19957153 + r19957159;
return r19957160;
}
double f(double x, double y, double z, double t) {
double r19957161 = y;
double r19957162 = x;
double r19957163 = r19957161 - r19957162;
double r19957164 = z;
double r19957165 = t;
double r19957166 = r19957164 / r19957165;
double r19957167 = fma(r19957163, r19957166, r19957162);
return r19957167;
}




Bits error versus x




Bits error versus y




Bits error versus z




Bits error versus t
| Original | 6.4 |
|---|---|
| Target | 2.0 |
| Herbie | 1.8 |
Initial program 6.4
Simplified1.8
Final simplification1.8
herbie shell --seed 2019171 +o rules:numerics
(FPCore (x y z t)
:name "Numeric.Histogram:binBounds from Chart-1.5.3"
:herbie-target
(if (< x -9.025511195533005e-135) (- x (* (/ z t) (- x y))) (if (< x 4.275032163700715e-250) (+ x (* (/ (- y x) t) z)) (+ x (/ (- y x) (/ t z)))))
(+ x (/ (* (- y x) z) t)))