Average Error: 22.9 → 0.2
Time: 2.8s
Precision: 64
\[1 - \frac{\left(1 - x\right) \cdot y}{y + 1}\]
\[\begin{array}{l} \mathbf{if}\;y \le -172408127.577771663665771484375 \lor \neg \left(y \le 167881476.735638082027435302734375\right):\\ \;\;\;\;\frac{1}{y} + \left(x - 1 \cdot \frac{x}{y}\right)\\ \mathbf{else}:\\ \;\;\;\;\mathsf{fma}\left(\frac{y}{y + 1}, x - 1, 1\right)\\ \end{array}\]
1 - \frac{\left(1 - x\right) \cdot y}{y + 1}
\begin{array}{l}
\mathbf{if}\;y \le -172408127.577771663665771484375 \lor \neg \left(y \le 167881476.735638082027435302734375\right):\\
\;\;\;\;\frac{1}{y} + \left(x - 1 \cdot \frac{x}{y}\right)\\

\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\frac{y}{y + 1}, x - 1, 1\right)\\

\end{array}
double f(double x, double y) {
        double r680071 = 1.0;
        double r680072 = x;
        double r680073 = r680071 - r680072;
        double r680074 = y;
        double r680075 = r680073 * r680074;
        double r680076 = r680074 + r680071;
        double r680077 = r680075 / r680076;
        double r680078 = r680071 - r680077;
        return r680078;
}

double f(double x, double y) {
        double r680079 = y;
        double r680080 = -172408127.57777166;
        bool r680081 = r680079 <= r680080;
        double r680082 = 167881476.73563808;
        bool r680083 = r680079 <= r680082;
        double r680084 = !r680083;
        bool r680085 = r680081 || r680084;
        double r680086 = 1.0;
        double r680087 = r680086 / r680079;
        double r680088 = x;
        double r680089 = r680088 / r680079;
        double r680090 = r680086 * r680089;
        double r680091 = r680088 - r680090;
        double r680092 = r680087 + r680091;
        double r680093 = r680079 + r680086;
        double r680094 = r680079 / r680093;
        double r680095 = r680088 - r680086;
        double r680096 = fma(r680094, r680095, r680086);
        double r680097 = r680085 ? r680092 : r680096;
        return r680097;
}

Error

Bits error versus x

Bits error versus y

Target

Original22.9
Target0.3
Herbie0.2
\[\begin{array}{l} \mathbf{if}\;y \lt -3693.848278829724677052581682801246643066:\\ \;\;\;\;\frac{1}{y} - \left(\frac{x}{y} - x\right)\\ \mathbf{elif}\;y \lt 6799310503.41891002655029296875:\\ \;\;\;\;1 - \frac{\left(1 - x\right) \cdot y}{y + 1}\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{y} - \left(\frac{x}{y} - x\right)\\ \end{array}\]

Derivation

  1. Split input into 2 regimes
  2. if y < -172408127.57777166 or 167881476.73563808 < y

    1. Initial program 46.2

      \[1 - \frac{\left(1 - x\right) \cdot y}{y + 1}\]
    2. Using strategy rm
    3. Applied flip-+51.0

      \[\leadsto 1 - \frac{\left(1 - x\right) \cdot y}{\color{blue}{\frac{y \cdot y - 1 \cdot 1}{y - 1}}}\]
    4. Applied associate-/r/51.0

      \[\leadsto 1 - \color{blue}{\frac{\left(1 - x\right) \cdot y}{y \cdot y - 1 \cdot 1} \cdot \left(y - 1\right)}\]
    5. Taylor expanded around inf 0.1

      \[\leadsto \color{blue}{\left(x + 1 \cdot \frac{1}{y}\right) - 1 \cdot \frac{x}{y}}\]
    6. Simplified0.1

      \[\leadsto \color{blue}{\frac{1}{y} + \left(x - 1 \cdot \frac{x}{y}\right)}\]

    if -172408127.57777166 < y < 167881476.73563808

    1. Initial program 0.2

      \[1 - \frac{\left(1 - x\right) \cdot y}{y + 1}\]
    2. Simplified0.2

      \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{y}{y + 1}, x - 1, 1\right)}\]
  3. Recombined 2 regimes into one program.
  4. Final simplification0.2

    \[\leadsto \begin{array}{l} \mathbf{if}\;y \le -172408127.577771663665771484375 \lor \neg \left(y \le 167881476.735638082027435302734375\right):\\ \;\;\;\;\frac{1}{y} + \left(x - 1 \cdot \frac{x}{y}\right)\\ \mathbf{else}:\\ \;\;\;\;\mathsf{fma}\left(\frac{y}{y + 1}, x - 1, 1\right)\\ \end{array}\]

Reproduce

herbie shell --seed 2020002 +o rules:numerics
(FPCore (x y)
  :name "Diagrams.Trail:splitAtParam  from diagrams-lib-1.3.0.3, D"
  :precision binary64

  :herbie-target
  (if (< y -3693.8482788297247) (- (/ 1 y) (- (/ x y) x)) (if (< y 6799310503.41891) (- 1 (/ (* (- 1 x) y) (+ y 1))) (- (/ 1 y) (- (/ x y) x))))

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