Average Error: 61.1 → 0.4
Time: 8.3s
Precision: binary64
\[-1 \lt x \land x \lt 1\]
\[\frac{\log \left(1 - x\right)}{\log \left(1 + x\right)}\]
\[\frac{x \cdot \left(1 + x \cdot \frac{\frac{1}{2}}{1 \cdot 1}\right) - \log 1}{\left(-\log 1\right) - x \cdot \left(1 + \frac{x}{1 \cdot 1} \cdot \frac{-1}{2}\right)}\]

Error

Bits error versus x

Target

Original61.1
Target0.3
Herbie0.4
\[-\left(\left(\left(1 + x\right) + \frac{x \cdot x}{2}\right) + 0.416666666666666685 \cdot {x}^{3}\right)\]

Derivation

  1. Initial program 61.1

    \[\frac{\log \left(1 - x\right)}{\log \left(1 + x\right)}\]
  2. Taylor expanded around 0 60.5

    \[\leadsto \frac{\log \left(1 - x\right)}{\color{blue}{\left(1 \cdot x + \log 1\right) - \frac{1}{2} \cdot \frac{{x}^{2}}{{1}^{2}}}}\]
  3. Simplified60.5

    \[\leadsto \frac{\log \left(1 - x\right)}{\color{blue}{1 \cdot x + \left(\log 1 + \left(x \cdot \frac{x}{1 \cdot 1}\right) \cdot \frac{-1}{2}\right)}}\]
  4. Taylor expanded around 0 0.4

    \[\leadsto \frac{\color{blue}{\log 1 - \left(1 \cdot x + \frac{1}{2} \cdot \frac{{x}^{2}}{{1}^{2}}\right)}}{1 \cdot x + \left(\log 1 + \left(x \cdot \frac{x}{1 \cdot 1}\right) \cdot \frac{-1}{2}\right)}\]
  5. Simplified0.4

    \[\leadsto \frac{\color{blue}{\log 1 - x \cdot \left(1 + \frac{x}{1 \cdot 1} \cdot \frac{1}{2}\right)}}{1 \cdot x + \left(\log 1 + \left(x \cdot \frac{x}{1 \cdot 1}\right) \cdot \frac{-1}{2}\right)}\]
  6. Using strategy rm
  7. Applied frac-2neg0.4

    \[\leadsto \color{blue}{\frac{-\left(\log 1 - x \cdot \left(1 + \frac{x}{1 \cdot 1} \cdot \frac{1}{2}\right)\right)}{-\left(1 \cdot x + \left(\log 1 + \left(x \cdot \frac{x}{1 \cdot 1}\right) \cdot \frac{-1}{2}\right)\right)}}\]
  8. Simplified0.4

    \[\leadsto \frac{\color{blue}{x \cdot \left(1 + x \cdot \frac{\frac{1}{2}}{1 \cdot 1}\right) - \log 1}}{-\left(1 \cdot x + \left(\log 1 + \left(x \cdot \frac{x}{1 \cdot 1}\right) \cdot \frac{-1}{2}\right)\right)}\]
  9. Simplified0.4

    \[\leadsto \frac{x \cdot \left(1 + x \cdot \frac{\frac{1}{2}}{1 \cdot 1}\right) - \log 1}{\color{blue}{\left(-\log 1\right) - x \cdot \left(\frac{x}{1 \cdot 1} \cdot \frac{-1}{2} + 1\right)}}\]
  10. Final simplification0.4

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

Reproduce

herbie shell --seed 2020184 
(FPCore (x)
  :name "qlog (example 3.10)"
  :precision binary64
  :pre (and (< -1.0 x) (< x 1.0))

  :herbie-target
  (neg (+ (+ (+ 1.0 x) (/ (* x x) 2.0)) (* 0.4166666666666667 (pow x 3.0))))

  (/ (log (- 1.0 x)) (log (+ 1.0 x))))