Average Error: 61.1 → 0.0
Time: 19.2s
Precision: 64
\[-1 \lt x \land x \lt 1\]
\[\frac{\log \left(1 - x\right)}{\log \left(1 + x\right)}\]
↓
\[\frac{1}{\frac{\mathsf{log1p}\left(x\right)}{\mathsf{log1p}\left(-x\right)}}\]
\frac{\log \left(1 - x\right)}{\log \left(1 + x\right)}
↓
\frac{1}{\frac{\mathsf{log1p}\left(x\right)}{\mathsf{log1p}\left(-x\right)}}
double f(double x) {
        double r1554510 = 1.0;
        double r1554511 = x;
        double r1554512 = r1554510 - r1554511;
        double r1554513 = log(r1554512);
        double r1554514 = r1554510 + r1554511;
        double r1554515 = log(r1554514);
        double r1554516 = r1554513 / r1554515;
        return r1554516;
}
↓
double f(double x) {
        double r1554517 = 1.0;
        double r1554518 = x;
        double r1554519 = log1p(r1554518);
        double r1554520 = -r1554518;
        double r1554521 = log1p(r1554520);
        double r1554522 = r1554519 / r1554521;
        double r1554523 = r1554517 / r1554522;
        return r1554523;
}

Error

Bits error versus x

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original61.1
Target0.3
Herbie0.0
\[-\left(\left(\left(1 + x\right) + \frac{x \cdot x}{2}\right) + \frac{5}{12} \cdot {x}^{3}\right)\]

Derivation

  1. Initial program 61.1

    \[\frac{\log \left(1 - x\right)}{\log \left(1 + x\right)}\]

  2. Simplified60.2

    \[\leadsto \color{blue}{\frac{\log \left(1 - x\right)}{\mathsf{log1p}\left(x\right)}}\]
  3. Using strategy rm

  4. Applied log1p-expm1-u60.2

    \[\leadsto \frac{\color{blue}{\mathsf{log1p}\left(\mathsf{expm1}\left(\log \left(1 - x\right)\right)\right)}}{\mathsf{log1p}\left(x\right)}\]

  5. Simplified0.0

    \[\leadsto \frac{\mathsf{log1p}\left(\color{blue}{-x}\right)}{\mathsf{log1p}\left(x\right)}\]
  6. Using strategy rm

  7. Applied clear-num0.0

    \[\leadsto \color{blue}{\frac{1}{\frac{\mathsf{log1p}\left(x\right)}{\mathsf{log1p}\left(-x\right)}}}\]

  8. Final simplification0.0

    \[\leadsto \frac{1}{\frac{\mathsf{log1p}\left(x\right)}{\mathsf{log1p}\left(-x\right)}}\]

Reproduce

herbie shell --seed 2019155 +o rules:numerics
(FPCore (x)
  :name "qlog (example 3.10)"
  :pre (and (< -1 x) (< x 1))

  :herbie-target
  (- (+ (+ (+ 1 x) (/ (* x x) 2)) (* 5/12 (pow x 3))))

  (/ (log (- 1 x)) (log (+ 1 x))))