Average Error: 12.1 → 2.4
Time: 13.2s
Precision: 64
\[\frac{x \cdot \left(y + z\right)}{z}\]
\[\frac{x}{\frac{z}{z + y}}\]
\frac{x \cdot \left(y + z\right)}{z}
\frac{x}{\frac{z}{z + y}}
double f(double x, double y, double z) {
        double r18213908 = x;
        double r18213909 = y;
        double r18213910 = z;
        double r18213911 = r18213909 + r18213910;
        double r18213912 = r18213908 * r18213911;
        double r18213913 = r18213912 / r18213910;
        return r18213913;
}

double f(double x, double y, double z) {
        double r18213914 = x;
        double r18213915 = z;
        double r18213916 = y;
        double r18213917 = r18213915 + r18213916;
        double r18213918 = r18213915 / r18213917;
        double r18213919 = r18213914 / r18213918;
        return r18213919;
}

Error

Bits error versus x

Bits error versus y

Bits error versus z

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Results

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Target

Original12.1
Target2.4
Herbie2.4
\[\frac{x}{\frac{z}{y + z}}\]

Derivation

  1. Initial program 12.1

    \[\frac{x \cdot \left(y + z\right)}{z}\]
  2. Using strategy rm
  3. Applied associate-/l*2.4

    \[\leadsto \color{blue}{\frac{x}{\frac{z}{y + z}}}\]
  4. Final simplification2.4

    \[\leadsto \frac{x}{\frac{z}{z + y}}\]

Reproduce

herbie shell --seed 2019162 
(FPCore (x y z)
  :name "Numeric.SpecFunctions:choose from math-functions-0.1.5.2"

  :herbie-target
  (/ x (/ z (+ y z)))

  (/ (* x (+ y z)) z))