Average Error: 38.9 → 0.2
Time: 23.3s
Precision: 64
\[\log \left(1 + x\right)\]
\[\begin{array}{l} \mathbf{if}\;x \le 0.00012152448360312907:\\ \;\;\;\;x + \left(x \cdot \left(\frac{-1}{2} + \frac{1}{3} \cdot x\right)\right) \cdot x\\ \mathbf{else}:\\ \;\;\;\;\log \left(x + 1\right)\\ \end{array}\]
\log \left(1 + x\right)
\begin{array}{l}
\mathbf{if}\;x \le 0.00012152448360312907:\\
\;\;\;\;x + \left(x \cdot \left(\frac{-1}{2} + \frac{1}{3} \cdot x\right)\right) \cdot x\\

\mathbf{else}:\\
\;\;\;\;\log \left(x + 1\right)\\

\end{array}
double f(double x) {
        double r7184788 = 1.0;
        double r7184789 = x;
        double r7184790 = r7184788 + r7184789;
        double r7184791 = log(r7184790);
        return r7184791;
}

double f(double x) {
        double r7184792 = x;
        double r7184793 = 0.00012152448360312907;
        bool r7184794 = r7184792 <= r7184793;
        double r7184795 = -0.5;
        double r7184796 = 0.3333333333333333;
        double r7184797 = r7184796 * r7184792;
        double r7184798 = r7184795 + r7184797;
        double r7184799 = r7184792 * r7184798;
        double r7184800 = r7184799 * r7184792;
        double r7184801 = r7184792 + r7184800;
        double r7184802 = 1.0;
        double r7184803 = r7184792 + r7184802;
        double r7184804 = log(r7184803);
        double r7184805 = r7184794 ? r7184801 : r7184804;
        return r7184805;
}

Error

Bits error versus x

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original38.9
Target0.2
Herbie0.2
\[\begin{array}{l} \mathbf{if}\;1 + x = 1:\\ \;\;\;\;x\\ \mathbf{else}:\\ \;\;\;\;\frac{x \cdot \log \left(1 + x\right)}{\left(1 + x\right) - 1}\\ \end{array}\]

Derivation

  1. Split input into 2 regimes
  2. if x < 0.00012152448360312907

    1. Initial program 59.0

      \[\log \left(1 + x\right)\]
    2. Taylor expanded around 0 0.2

      \[\leadsto \color{blue}{\left(x + \frac{1}{3} \cdot {x}^{3}\right) - \frac{1}{2} \cdot {x}^{2}}\]
    3. Simplified0.2

      \[\leadsto \color{blue}{x \cdot \left(x \cdot \left(\frac{-1}{2} + x \cdot \frac{1}{3}\right)\right) + x}\]

    if 0.00012152448360312907 < x

    1. Initial program 0.1

      \[\log \left(1 + x\right)\]
  3. Recombined 2 regimes into one program.
  4. Final simplification0.2

    \[\leadsto \begin{array}{l} \mathbf{if}\;x \le 0.00012152448360312907:\\ \;\;\;\;x + \left(x \cdot \left(\frac{-1}{2} + \frac{1}{3} \cdot x\right)\right) \cdot x\\ \mathbf{else}:\\ \;\;\;\;\log \left(x + 1\right)\\ \end{array}\]

Reproduce

herbie shell --seed 2019107 
(FPCore (x)
  :name "ln(1 + x)"

  :herbie-target
  (if (== (+ 1 x) 1) x (/ (* x (log (+ 1 x))) (- (+ 1 x) 1)))

  (log (+ 1 x)))