Average Error: 9.1 → 0.1
Time: 2.6s
Precision: 64
\[\frac{x \cdot \left(\frac{x}{y} + 1\right)}{x + 1}\]
\[\frac{x}{x + 1} \cdot \frac{x}{y} + \frac{x}{x + 1} \cdot 1\]
\frac{x \cdot \left(\frac{x}{y} + 1\right)}{x + 1}
\frac{x}{x + 1} \cdot \frac{x}{y} + \frac{x}{x + 1} \cdot 1
double f(double x, double y) {
        double r997568 = x;
        double r997569 = y;
        double r997570 = r997568 / r997569;
        double r997571 = 1.0;
        double r997572 = r997570 + r997571;
        double r997573 = r997568 * r997572;
        double r997574 = r997568 + r997571;
        double r997575 = r997573 / r997574;
        return r997575;
}

double f(double x, double y) {
        double r997576 = x;
        double r997577 = 1.0;
        double r997578 = r997576 + r997577;
        double r997579 = r997576 / r997578;
        double r997580 = y;
        double r997581 = r997576 / r997580;
        double r997582 = r997579 * r997581;
        double r997583 = r997579 * r997577;
        double r997584 = r997582 + r997583;
        return r997584;
}

Error

Bits error versus x

Bits error versus y

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Results

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Target

Original9.1
Target0.1
Herbie0.1
\[\frac{x}{1} \cdot \frac{\frac{x}{y} + 1}{x + 1}\]

Derivation

  1. Initial program 9.1

    \[\frac{x \cdot \left(\frac{x}{y} + 1\right)}{x + 1}\]
  2. Using strategy rm
  3. Applied associate-/l*0.1

    \[\leadsto \color{blue}{\frac{x}{\frac{x + 1}{\frac{x}{y} + 1}}}\]
  4. Using strategy rm
  5. Applied associate-/r/0.1

    \[\leadsto \color{blue}{\frac{x}{x + 1} \cdot \left(\frac{x}{y} + 1\right)}\]
  6. Using strategy rm
  7. Applied distribute-lft-in0.1

    \[\leadsto \color{blue}{\frac{x}{x + 1} \cdot \frac{x}{y} + \frac{x}{x + 1} \cdot 1}\]
  8. Final simplification0.1

    \[\leadsto \frac{x}{x + 1} \cdot \frac{x}{y} + \frac{x}{x + 1} \cdot 1\]

Reproduce

herbie shell --seed 2020047 +o rules:numerics
(FPCore (x y)
  :name "Codec.Picture.Types:toneMapping from JuicyPixels-3.2.6.1"
  :precision binary64

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

  (/ (* x (+ (/ x y) 1)) (+ x 1)))