Average Error: 13.9 → 2.0
Time: 43.5s
Precision: 64
Internal Precision: 832
\[wj - \frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}}\]
↓
\[(\left(-2\right) \cdot \left(x \cdot wj\right) + \left((wj \cdot wj + x)_*\right))_*\]

Error

Bits error versus wj

Bits error versus x

Target

Original13.9
Target13.3
Herbie2.0
\[wj - \left(\frac{wj}{wj + 1} - \frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\]

Derivation

  1. Initial program 13.9

    \[wj - \frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}}\]

  2. Taylor expanded around 0 2.0

    \[\leadsto \color{blue}{\left({wj}^{2} + x\right) - 2 \cdot \left(x \cdot wj\right)}\]

  3. Simplified2.0

    \[\leadsto \color{blue}{(\left(-2\right) \cdot \left(x \cdot wj\right) + \left((wj \cdot wj + x)_*\right))_*}\]

  4. Final simplification2.0

    \[\leadsto (\left(-2\right) \cdot \left(x \cdot wj\right) + \left((wj \cdot wj + x)_*\right))_*\]

Runtime

Time bar (total: 43.5s)Debug logProfile

herbie shell --seed 2018216 +o rules:numerics
(FPCore (wj x)
  :name "Jmat.Real.lambertw, newton loop step"

  :herbie-target
  (- wj (- (/ wj (+ wj 1)) (/ x (+ (exp wj) (* wj (exp wj))))))

  (- wj (/ (- (* wj (exp wj)) x) (+ (exp wj) (* wj (exp wj))))))