Average Error: 10.8 → 0.2
Time: 23.7s
Precision: 64
\[\frac{e^{x \cdot \log \left(\frac{x}{x + y}\right)}}{x}\]
\[\begin{array}{l} \mathbf{if}\;x \le -2.122144077215159 \cdot 10^{+68}:\\ \;\;\;\;\frac{e^{-y}}{x}\\ \mathbf{elif}\;x \le 12.791495951037414:\\ \;\;\;\;e^{x \cdot \left(\log \left(\frac{\sqrt[3]{x}}{\sqrt[3]{y + x}}\right) + \log \left(\frac{\sqrt[3]{x}}{\sqrt[3]{y + x}}\right)\right)} \cdot \frac{e^{\log \left(\frac{\sqrt[3]{x}}{\sqrt[3]{y + x}}\right) \cdot x}}{x}\\ \mathbf{else}:\\ \;\;\;\;\frac{e^{-y}}{x}\\ \end{array}\]
\frac{e^{x \cdot \log \left(\frac{x}{x + y}\right)}}{x}
\begin{array}{l}
\mathbf{if}\;x \le -2.122144077215159 \cdot 10^{+68}:\\
\;\;\;\;\frac{e^{-y}}{x}\\

\mathbf{elif}\;x \le 12.791495951037414:\\
\;\;\;\;e^{x \cdot \left(\log \left(\frac{\sqrt[3]{x}}{\sqrt[3]{y + x}}\right) + \log \left(\frac{\sqrt[3]{x}}{\sqrt[3]{y + x}}\right)\right)} \cdot \frac{e^{\log \left(\frac{\sqrt[3]{x}}{\sqrt[3]{y + x}}\right) \cdot x}}{x}\\

\mathbf{else}:\\
\;\;\;\;\frac{e^{-y}}{x}\\

\end{array}
double f(double x, double y) {
        double r21982443 = x;
        double r21982444 = y;
        double r21982445 = r21982443 + r21982444;
        double r21982446 = r21982443 / r21982445;
        double r21982447 = log(r21982446);
        double r21982448 = r21982443 * r21982447;
        double r21982449 = exp(r21982448);
        double r21982450 = r21982449 / r21982443;
        return r21982450;
}

double f(double x, double y) {
        double r21982451 = x;
        double r21982452 = -2.122144077215159e+68;
        bool r21982453 = r21982451 <= r21982452;
        double r21982454 = y;
        double r21982455 = -r21982454;
        double r21982456 = exp(r21982455);
        double r21982457 = r21982456 / r21982451;
        double r21982458 = 12.791495951037414;
        bool r21982459 = r21982451 <= r21982458;
        double r21982460 = cbrt(r21982451);
        double r21982461 = r21982454 + r21982451;
        double r21982462 = cbrt(r21982461);
        double r21982463 = r21982460 / r21982462;
        double r21982464 = log(r21982463);
        double r21982465 = r21982464 + r21982464;
        double r21982466 = r21982451 * r21982465;
        double r21982467 = exp(r21982466);
        double r21982468 = r21982464 * r21982451;
        double r21982469 = exp(r21982468);
        double r21982470 = r21982469 / r21982451;
        double r21982471 = r21982467 * r21982470;
        double r21982472 = r21982459 ? r21982471 : r21982457;
        double r21982473 = r21982453 ? r21982457 : r21982472;
        return r21982473;
}

Error

Bits error versus x

Bits error versus y

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original10.8
Target7.7
Herbie0.2
\[\begin{array}{l} \mathbf{if}\;y \lt -3.7311844206647956 \cdot 10^{+94}:\\ \;\;\;\;\frac{e^{\frac{-1}{y}}}{x}\\ \mathbf{elif}\;y \lt 2.817959242728288 \cdot 10^{+37}:\\ \;\;\;\;\frac{{\left(\frac{x}{y + x}\right)}^{x}}{x}\\ \mathbf{elif}\;y \lt 2.347387415166998 \cdot 10^{+178}:\\ \;\;\;\;\log \left(e^{\frac{{\left(\frac{x}{y + x}\right)}^{x}}{x}}\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{e^{\frac{-1}{y}}}{x}\\ \end{array}\]

Derivation

  1. Split input into 2 regimes
  2. if x < -2.122144077215159e+68 or 12.791495951037414 < x

    1. Initial program 11.3

      \[\frac{e^{x \cdot \log \left(\frac{x}{x + y}\right)}}{x}\]
    2. Taylor expanded around inf 0.0

      \[\leadsto \color{blue}{\frac{e^{-1 \cdot y}}{x}}\]
    3. Simplified0.0

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

    if -2.122144077215159e+68 < x < 12.791495951037414

    1. Initial program 10.4

      \[\frac{e^{x \cdot \log \left(\frac{x}{x + y}\right)}}{x}\]
    2. Using strategy rm
    3. Applied *-un-lft-identity10.4

      \[\leadsto \frac{e^{x \cdot \log \left(\frac{x}{x + y}\right)}}{\color{blue}{1 \cdot x}}\]
    4. Applied add-cube-cbrt14.0

      \[\leadsto \frac{e^{x \cdot \log \left(\frac{x}{\color{blue}{\left(\sqrt[3]{x + y} \cdot \sqrt[3]{x + y}\right) \cdot \sqrt[3]{x + y}}}\right)}}{1 \cdot x}\]
    5. Applied add-cube-cbrt10.4

      \[\leadsto \frac{e^{x \cdot \log \left(\frac{\color{blue}{\left(\sqrt[3]{x} \cdot \sqrt[3]{x}\right) \cdot \sqrt[3]{x}}}{\left(\sqrt[3]{x + y} \cdot \sqrt[3]{x + y}\right) \cdot \sqrt[3]{x + y}}\right)}}{1 \cdot x}\]
    6. Applied times-frac10.4

      \[\leadsto \frac{e^{x \cdot \log \color{blue}{\left(\frac{\sqrt[3]{x} \cdot \sqrt[3]{x}}{\sqrt[3]{x + y} \cdot \sqrt[3]{x + y}} \cdot \frac{\sqrt[3]{x}}{\sqrt[3]{x + y}}\right)}}}{1 \cdot x}\]
    7. Applied log-prod2.5

      \[\leadsto \frac{e^{x \cdot \color{blue}{\left(\log \left(\frac{\sqrt[3]{x} \cdot \sqrt[3]{x}}{\sqrt[3]{x + y} \cdot \sqrt[3]{x + y}}\right) + \log \left(\frac{\sqrt[3]{x}}{\sqrt[3]{x + y}}\right)\right)}}}{1 \cdot x}\]
    8. Applied distribute-rgt-in2.5

      \[\leadsto \frac{e^{\color{blue}{\log \left(\frac{\sqrt[3]{x} \cdot \sqrt[3]{x}}{\sqrt[3]{x + y} \cdot \sqrt[3]{x + y}}\right) \cdot x + \log \left(\frac{\sqrt[3]{x}}{\sqrt[3]{x + y}}\right) \cdot x}}}{1 \cdot x}\]
    9. Applied exp-sum2.5

      \[\leadsto \frac{\color{blue}{e^{\log \left(\frac{\sqrt[3]{x} \cdot \sqrt[3]{x}}{\sqrt[3]{x + y} \cdot \sqrt[3]{x + y}}\right) \cdot x} \cdot e^{\log \left(\frac{\sqrt[3]{x}}{\sqrt[3]{x + y}}\right) \cdot x}}}{1 \cdot x}\]
    10. Applied times-frac2.5

      \[\leadsto \color{blue}{\frac{e^{\log \left(\frac{\sqrt[3]{x} \cdot \sqrt[3]{x}}{\sqrt[3]{x + y} \cdot \sqrt[3]{x + y}}\right) \cdot x}}{1} \cdot \frac{e^{\log \left(\frac{\sqrt[3]{x}}{\sqrt[3]{x + y}}\right) \cdot x}}{x}}\]
    11. Using strategy rm
    12. Applied times-frac2.5

      \[\leadsto \frac{e^{\log \color{blue}{\left(\frac{\sqrt[3]{x}}{\sqrt[3]{x + y}} \cdot \frac{\sqrt[3]{x}}{\sqrt[3]{x + y}}\right)} \cdot x}}{1} \cdot \frac{e^{\log \left(\frac{\sqrt[3]{x}}{\sqrt[3]{x + y}}\right) \cdot x}}{x}\]
    13. Applied log-prod0.4

      \[\leadsto \frac{e^{\color{blue}{\left(\log \left(\frac{\sqrt[3]{x}}{\sqrt[3]{x + y}}\right) + \log \left(\frac{\sqrt[3]{x}}{\sqrt[3]{x + y}}\right)\right)} \cdot x}}{1} \cdot \frac{e^{\log \left(\frac{\sqrt[3]{x}}{\sqrt[3]{x + y}}\right) \cdot x}}{x}\]
  3. Recombined 2 regimes into one program.
  4. Final simplification0.2

    \[\leadsto \begin{array}{l} \mathbf{if}\;x \le -2.122144077215159 \cdot 10^{+68}:\\ \;\;\;\;\frac{e^{-y}}{x}\\ \mathbf{elif}\;x \le 12.791495951037414:\\ \;\;\;\;e^{x \cdot \left(\log \left(\frac{\sqrt[3]{x}}{\sqrt[3]{y + x}}\right) + \log \left(\frac{\sqrt[3]{x}}{\sqrt[3]{y + x}}\right)\right)} \cdot \frac{e^{\log \left(\frac{\sqrt[3]{x}}{\sqrt[3]{y + x}}\right) \cdot x}}{x}\\ \mathbf{else}:\\ \;\;\;\;\frac{e^{-y}}{x}\\ \end{array}\]

Reproduce

herbie shell --seed 2019158 
(FPCore (x y)
  :name "Numeric.SpecFunctions:invIncompleteBetaWorker from math-functions-0.1.5.2, F"

  :herbie-target
  (if (< y -3.7311844206647956e+94) (/ (exp (/ -1 y)) x) (if (< y 2.817959242728288e+37) (/ (pow (/ x (+ y x)) x) x) (if (< y 2.347387415166998e+178) (log (exp (/ (pow (/ x (+ y x)) x) x))) (/ (exp (/ -1 y)) x))))

  (/ (exp (* x (log (/ x (+ x y))))) x))