Average Error: 13.5 → 0.3
Time: 26.6s
Precision: 64
Internal Precision: 832
\[wj - \frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}}\]
\[\begin{array}{l} \mathbf{if}\;wj \le 0.0002922266443431827:\\ \;\;\;\;\frac{1}{{\left(\left(wj + 1\right) \cdot \left(wj + 1\right)\right)}^{\frac{1}{3}}} \cdot \frac{\frac{x}{e^{wj}}}{\sqrt[3]{wj + 1}} + \left(\left({wj}^{4} + {wj}^{2}\right) - {wj}^{3}\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{\frac{\frac{x}{\sqrt{e^{wj}}}}{\sqrt{e^{wj}}}}{wj + 1} + \left(wj - \frac{wj}{wj + 1}\right)\\ \end{array}\]

Error

Bits error versus wj

Bits error versus x

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Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original13.5
Target12.9
Herbie0.3
\[wj - \left(\frac{wj}{wj + 1} - \frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\]

Derivation

  1. Split input into 2 regimes
  2. if wj < 0.0002922266443431827

    1. Initial program 13.2

      \[wj - \frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}}\]
    2. Initial simplification6.8

      \[\leadsto \left(wj - \frac{wj}{wj + 1}\right) + \frac{\frac{x}{e^{wj}}}{wj + 1}\]
    3. Taylor expanded around 0 0.3

      \[\leadsto \color{blue}{\left(\left({wj}^{2} + {wj}^{4}\right) - {wj}^{3}\right)} + \frac{\frac{x}{e^{wj}}}{wj + 1}\]
    4. Using strategy rm
    5. Applied add-cube-cbrt0.3

      \[\leadsto \left(\left({wj}^{2} + {wj}^{4}\right) - {wj}^{3}\right) + \frac{\frac{x}{e^{wj}}}{\color{blue}{\left(\sqrt[3]{wj + 1} \cdot \sqrt[3]{wj + 1}\right) \cdot \sqrt[3]{wj + 1}}}\]
    6. Applied *-un-lft-identity0.3

      \[\leadsto \left(\left({wj}^{2} + {wj}^{4}\right) - {wj}^{3}\right) + \frac{\color{blue}{1 \cdot \frac{x}{e^{wj}}}}{\left(\sqrt[3]{wj + 1} \cdot \sqrt[3]{wj + 1}\right) \cdot \sqrt[3]{wj + 1}}\]
    7. Applied times-frac0.3

      \[\leadsto \left(\left({wj}^{2} + {wj}^{4}\right) - {wj}^{3}\right) + \color{blue}{\frac{1}{\sqrt[3]{wj + 1} \cdot \sqrt[3]{wj + 1}} \cdot \frac{\frac{x}{e^{wj}}}{\sqrt[3]{wj + 1}}}\]
    8. Using strategy rm
    9. Applied pow1/30.5

      \[\leadsto \left(\left({wj}^{2} + {wj}^{4}\right) - {wj}^{3}\right) + \frac{1}{\sqrt[3]{wj + 1} \cdot \color{blue}{{\left(wj + 1\right)}^{\frac{1}{3}}}} \cdot \frac{\frac{x}{e^{wj}}}{\sqrt[3]{wj + 1}}\]
    10. Applied pow1/30.5

      \[\leadsto \left(\left({wj}^{2} + {wj}^{4}\right) - {wj}^{3}\right) + \frac{1}{\color{blue}{{\left(wj + 1\right)}^{\frac{1}{3}}} \cdot {\left(wj + 1\right)}^{\frac{1}{3}}} \cdot \frac{\frac{x}{e^{wj}}}{\sqrt[3]{wj + 1}}\]
    11. Applied pow-prod-down0.3

      \[\leadsto \left(\left({wj}^{2} + {wj}^{4}\right) - {wj}^{3}\right) + \frac{1}{\color{blue}{{\left(\left(wj + 1\right) \cdot \left(wj + 1\right)\right)}^{\frac{1}{3}}}} \cdot \frac{\frac{x}{e^{wj}}}{\sqrt[3]{wj + 1}}\]

    if 0.0002922266443431827 < wj

    1. Initial program 28.4

      \[wj - \frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}}\]
    2. Initial simplification0.9

      \[\leadsto \left(wj - \frac{wj}{wj + 1}\right) + \frac{\frac{x}{e^{wj}}}{wj + 1}\]
    3. Using strategy rm
    4. Applied add-sqr-sqrt1.0

      \[\leadsto \left(wj - \frac{wj}{wj + 1}\right) + \frac{\frac{x}{\color{blue}{\sqrt{e^{wj}} \cdot \sqrt{e^{wj}}}}}{wj + 1}\]
    5. Applied associate-/r*1.0

      \[\leadsto \left(wj - \frac{wj}{wj + 1}\right) + \frac{\color{blue}{\frac{\frac{x}{\sqrt{e^{wj}}}}{\sqrt{e^{wj}}}}}{wj + 1}\]
  3. Recombined 2 regimes into one program.
  4. Final simplification0.3

    \[\leadsto \begin{array}{l} \mathbf{if}\;wj \le 0.0002922266443431827:\\ \;\;\;\;\frac{1}{{\left(\left(wj + 1\right) \cdot \left(wj + 1\right)\right)}^{\frac{1}{3}}} \cdot \frac{\frac{x}{e^{wj}}}{\sqrt[3]{wj + 1}} + \left(\left({wj}^{4} + {wj}^{2}\right) - {wj}^{3}\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{\frac{\frac{x}{\sqrt{e^{wj}}}}{\sqrt{e^{wj}}}}{wj + 1} + \left(wj - \frac{wj}{wj + 1}\right)\\ \end{array}\]

Runtime

Time bar (total: 26.6s)Debug logProfile

herbie shell --seed 2018235 
(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))))))