Average Error: 0.3 → 0.2
Time: 7.5s
Precision: 64
\[x + \left(\left(y - x\right) \cdot 6.0\right) \cdot z\]
\[\mathsf{fma}\left(6.0 \cdot z, y - x, x\right)\]
x + \left(\left(y - x\right) \cdot 6.0\right) \cdot z
\mathsf{fma}\left(6.0 \cdot z, y - x, x\right)
double f(double x, double y, double z) {
        double r15247317 = x;
        double r15247318 = y;
        double r15247319 = r15247318 - r15247317;
        double r15247320 = 6.0;
        double r15247321 = r15247319 * r15247320;
        double r15247322 = z;
        double r15247323 = r15247321 * r15247322;
        double r15247324 = r15247317 + r15247323;
        return r15247324;
}

double f(double x, double y, double z) {
        double r15247325 = 6.0;
        double r15247326 = z;
        double r15247327 = r15247325 * r15247326;
        double r15247328 = y;
        double r15247329 = x;
        double r15247330 = r15247328 - r15247329;
        double r15247331 = fma(r15247327, r15247330, r15247329);
        return r15247331;
}

Error

Bits error versus x

Bits error versus y

Bits error versus z

Target

Original0.3
Target0.2
Herbie0.2
\[x - \left(6.0 \cdot z\right) \cdot \left(x - y\right)\]

Derivation

  1. Initial program 0.3

    \[x + \left(\left(y - x\right) \cdot 6.0\right) \cdot z\]
  2. Simplified0.2

    \[\leadsto \color{blue}{\mathsf{fma}\left(6.0 \cdot z, y - x, x\right)}\]
  3. Final simplification0.2

    \[\leadsto \mathsf{fma}\left(6.0 \cdot z, y - x, x\right)\]

Reproduce

herbie shell --seed 2019156 +o rules:numerics
(FPCore (x y z)
  :name "Data.Colour.RGBSpace.HSL:hsl from colour-2.3.3, E"

  :herbie-target
  (- x (* (* 6.0 z) (- x y)))

  (+ x (* (* (- y x) 6.0) z)))