Average Error: 38.9 → 0.2
Time: 14.8s
Precision: 64
\[\log \left(1 + x\right)\]
\[\begin{array}{l} \mathbf{if}\;x + 1 \le 1.0001168771733402:\\ \;\;\;\;x + \left(x \cdot \frac{1}{3} + \frac{-1}{2}\right) \cdot \left(x \cdot x\right)\\ \mathbf{else}:\\ \;\;\;\;\log \left(x + 1\right)\\ \end{array}\]
\log \left(1 + x\right)
\begin{array}{l}
\mathbf{if}\;x + 1 \le 1.0001168771733402:\\
\;\;\;\;x + \left(x \cdot \frac{1}{3} + \frac{-1}{2}\right) \cdot \left(x \cdot x\right)\\

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

\end{array}
double f(double x) {
        double r1171048 = 1.0;
        double r1171049 = x;
        double r1171050 = r1171048 + r1171049;
        double r1171051 = log(r1171050);
        return r1171051;
}

double f(double x) {
        double r1171052 = x;
        double r1171053 = 1.0;
        double r1171054 = r1171052 + r1171053;
        double r1171055 = 1.0001168771733402;
        bool r1171056 = r1171054 <= r1171055;
        double r1171057 = 0.3333333333333333;
        double r1171058 = r1171052 * r1171057;
        double r1171059 = -0.5;
        double r1171060 = r1171058 + r1171059;
        double r1171061 = r1171052 * r1171052;
        double r1171062 = r1171060 * r1171061;
        double r1171063 = r1171052 + r1171062;
        double r1171064 = log(r1171054);
        double r1171065 = r1171056 ? r1171063 : r1171064;
        return r1171065;
}

Error

Bits error versus x

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original38.9
Target0.3
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 (+ 1 x) < 1.0001168771733402

    1. Initial program 58.9

      \[\log \left(1 + x\right)\]
    2. Taylor expanded around 0 0.3

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

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

    if 1.0001168771733402 < (+ 1 x)

    1. Initial program 0.1

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

    \[\leadsto \begin{array}{l} \mathbf{if}\;x + 1 \le 1.0001168771733402:\\ \;\;\;\;x + \left(x \cdot \frac{1}{3} + \frac{-1}{2}\right) \cdot \left(x \cdot x\right)\\ \mathbf{else}:\\ \;\;\;\;\log \left(x + 1\right)\\ \end{array}\]

Reproduce

herbie shell --seed 2019151 
(FPCore (x)
  :name "ln(1 + x)"

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

  (log (+ 1 x)))