Average Error: 10.5 → 0.2
Time: 53.3s
Precision: 64
\[\frac{x}{y \cdot y}\]
↓
\[\frac{\frac{x}{y}}{y}\]
\frac{x}{y \cdot y}
↓
\frac{\frac{x}{y}}{y}
double f(double x, double y) {
        double r17624149 = x;
        double r17624150 = y;
        double r17624151 = r17624150 * r17624150;
        double r17624152 = r17624149 / r17624151;
        return r17624152;
}
↓
double f(double x, double y) {
        double r17624153 = x;
        double r17624154 = y;
        double r17624155 = r17624153 / r17624154;
        double r17624156 = r17624155 / r17624154;
        return r17624156;
}

Error

Bits error versus x

Bits error versus y

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Results

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Target

Original10.5
Target0.2
Herbie0.2
\[\frac{\frac{x}{y}}{y}\]

Derivation

  1. Initial program 10.5

    \[\frac{x}{y \cdot y}\]
  2. Using strategy rm

  3. Applied associate-/r*0.2

    \[\leadsto \color{blue}{\frac{\frac{x}{y}}{y}}\]

  4. Final simplification0.2

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

Reproduce

herbie shell --seed 2019200 +o rules:numerics
(FPCore (x y)
  :name "Physics.ForceLayout:coulombForce from force-layout-0.4.0.2"

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

  (/ x (* y y)))