Average Error: 5.3 → 0.1
Time: 1.8s
Precision: 64
\[\frac{x}{y \cdot y} - 3\]
↓
\[\frac{\frac{x}{y}}{y} - 3\]
\frac{x}{y \cdot y} - 3
↓
\frac{\frac{x}{y}}{y} - 3
double f(double x, double y) {
        double r251281 = x;
        double r251282 = y;
        double r251283 = r251282 * r251282;
        double r251284 = r251281 / r251283;
        double r251285 = 3.0;
        double r251286 = r251284 - r251285;
        return r251286;
}
↓
double f(double x, double y) {
        double r251287 = x;
        double r251288 = y;
        double r251289 = r251287 / r251288;
        double r251290 = r251289 / r251288;
        double r251291 = 3.0;
        double r251292 = r251290 - r251291;
        return r251292;
}

Error

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Bits error versus y

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Results

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Target

Original5.3
Target0.1
Herbie0.1
\[\frac{\frac{x}{y}}{y} - 3\]

Derivation

  1. Initial program 5.3

    \[\frac{x}{y \cdot y} - 3\]
  2. Using strategy rm

  3. Applied associate-/r*0.1

    \[\leadsto \color{blue}{\frac{\frac{x}{y}}{y}} - 3\]

  4. Final simplification0.1

    \[\leadsto \frac{\frac{x}{y}}{y} - 3\]

Reproduce

herbie shell --seed 2020062 +o rules:numerics
(FPCore (x y)
  :name "Statistics.Sample:$skurtosis from math-functions-0.1.5.2"
  :precision binary64

  :herbie-target
  (- (/ (/ x y) y) 3)

  (- (/ x (* y y)) 3))