Average Error: 0.4 → 0.2
Time: 1.7s
Precision: 64
\[\frac{x \cdot 100}{x + y}\]
\[\frac{x}{\frac{x + y}{100}}\]
\frac{x \cdot 100}{x + y}
\frac{x}{\frac{x + y}{100}}
double f(double x, double y) {
        double r812626 = x;
        double r812627 = 100.0;
        double r812628 = r812626 * r812627;
        double r812629 = y;
        double r812630 = r812626 + r812629;
        double r812631 = r812628 / r812630;
        return r812631;
}

double f(double x, double y) {
        double r812632 = x;
        double r812633 = y;
        double r812634 = r812632 + r812633;
        double r812635 = 100.0;
        double r812636 = r812634 / r812635;
        double r812637 = r812632 / r812636;
        return r812637;
}

Error

Bits error versus x

Bits error versus y

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Results

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Target

Original0.4
Target0.2
Herbie0.2
\[\frac{x}{1} \cdot \frac{100}{x + y}\]

Derivation

  1. Initial program 0.4

    \[\frac{x \cdot 100}{x + y}\]
  2. Using strategy rm
  3. Applied associate-/l*0.2

    \[\leadsto \color{blue}{\frac{x}{\frac{x + y}{100}}}\]
  4. Final simplification0.2

    \[\leadsto \frac{x}{\frac{x + y}{100}}\]

Reproduce

herbie shell --seed 2020036 +o rules:numerics
(FPCore (x y)
  :name "Development.Shake.Progress:message from shake-0.15.5"
  :precision binary64

  :herbie-target
  (* (/ x 1) (/ 100 (+ x y)))

  (/ (* x 100) (+ x y)))