Jmat.Real.lambertw, newton loop step

Percentage Accurate: 77.4% → 98.0%
Time: 8.1s
Alternatives: 11
Speedup: TODO×

Specification

?
\[\begin{array}{l} t_0 := e^{wj}\\ t_1 := wj \cdot t_0\\ wj - \frac{t_1 - x}{t_0 + t_1} \end{array} \]

Your Program's Arguments

Results

Enter valid numbers for all inputs

Local Percentage Accuracy vs ?

The average percentage accuracy by input value. Horizontal axis shows value of an input variable; the variable is choosen in the title. Vertical axis is accuracy; higher is better. Red represent the original program, while blue represents Herbie's suggestion. These can be toggled with buttons below the plot. The line is an average while dots represent individual samples.

Accuracy vs Speed?

Herbie found 11 alternatives:

AlternativeAccuracySpeedup
The accuracy (vertical axis) and speed (horizontal axis) of each alternatives. Up and to the right is better. The red square shows the initial program, and each blue circle shows an alternative.The line shows the best available speed-accuracy tradeoffs.

Target

Original77.4%
Target78.5%
Herbie98.0%
\[wj - \left(\frac{wj}{wj + 1} - \frac{x}{e^{wj} + wj \cdot e^{wj}}\right) \]

Alternative 1?

\[\begin{array}{l} t_0 := x \cdot -4 + x \cdot 1.5\\ t_1 := wj \cdot e^{wj}\\ \mathbf{if}\;wj + \frac{x - t_1}{e^{wj} + t_1} \leq 5 \cdot 10^{-31}:\\ \;\;\;\;{wj}^{3} \cdot \left(\left(\left(-1 - -2 \cdot t_0\right) - x \cdot -3\right) - x \cdot 0.6666666666666666\right) + \left(\left(1 - t_0\right) \cdot {wj}^{2} + \left(x + -2 \cdot \left(wj \cdot x\right)\right)\right)\\ \mathbf{else}:\\ \;\;\;\;wj + \frac{\frac{x}{e^{wj}} - wj}{wj + 1}\\ \end{array} \]
Derivation
  1. Split input into 2 regimes
  2. if (-.f64 wj (/.f64 (-.f64 (*.f64 wj (exp.f64 wj)) x) (+.f64 (exp.f64 wj) (*.f64 wj (exp.f64 wj))))) < 5e-31

    1. Initial program 72.9%

      \[wj - \frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}} \]
    2. Step-by-step derivation
      1. sub-neg72.9%

        \[\leadsto \color{blue}{wj + \left(-\frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}}\right)} \]
      2. div-sub72.9%

        \[\leadsto wj + \left(-\color{blue}{\left(\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} - \frac{x}{e^{wj} + wj \cdot e^{wj}}\right)}\right) \]
      3. sub-neg72.9%

        \[\leadsto wj + \left(-\color{blue}{\left(\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} + \left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\right)}\right) \]
      4. +-commutative72.9%

        \[\leadsto wj + \left(-\color{blue}{\left(\left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right) + \frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)}\right) \]
      5. distribute-neg-in72.9%

        \[\leadsto wj + \color{blue}{\left(\left(-\left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\right) + \left(-\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)\right)} \]
      6. remove-double-neg72.9%

        \[\leadsto wj + \left(\color{blue}{\frac{x}{e^{wj} + wj \cdot e^{wj}}} + \left(-\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)\right) \]
      7. sub-neg72.9%

        \[\leadsto wj + \color{blue}{\left(\frac{x}{e^{wj} + wj \cdot e^{wj}} - \frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)} \]
      8. div-sub72.9%

        \[\leadsto wj + \color{blue}{\frac{x - wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}} \]
      9. distribute-rgt1-in73.4%

        \[\leadsto wj + \frac{x - wj \cdot e^{wj}}{\color{blue}{\left(wj + 1\right) \cdot e^{wj}}} \]
      10. associate-/l/73.4%

        \[\leadsto wj + \color{blue}{\frac{\frac{x - wj \cdot e^{wj}}{e^{wj}}}{wj + 1}} \]
    3. Simplified73.4%

      \[\leadsto \color{blue}{wj + \frac{\frac{x}{e^{wj}} - wj}{wj + 1}} \]
    4. Taylor expanded in wj around 0 99.1%

      \[\leadsto \color{blue}{-1 \cdot \left(\left(0.6666666666666666 \cdot x + \left(-3 \cdot x + \left(1 + -2 \cdot \left(-4 \cdot x + 1.5 \cdot x\right)\right)\right)\right) \cdot {wj}^{3}\right) + \left(\left(1 - \left(-4 \cdot x + 1.5 \cdot x\right)\right) \cdot {wj}^{2} + \left(-2 \cdot \left(wj \cdot x\right) + x\right)\right)} \]

    if 5e-31 < (-.f64 wj (/.f64 (-.f64 (*.f64 wj (exp.f64 wj)) x) (+.f64 (exp.f64 wj) (*.f64 wj (exp.f64 wj)))))

    1. Initial program 93.0%

      \[wj - \frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}} \]
    2. Step-by-step derivation
      1. sub-neg93.0%

        \[\leadsto \color{blue}{wj + \left(-\frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}}\right)} \]
      2. div-sub93.0%

        \[\leadsto wj + \left(-\color{blue}{\left(\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} - \frac{x}{e^{wj} + wj \cdot e^{wj}}\right)}\right) \]
      3. sub-neg93.0%

        \[\leadsto wj + \left(-\color{blue}{\left(\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} + \left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\right)}\right) \]
      4. +-commutative93.0%

        \[\leadsto wj + \left(-\color{blue}{\left(\left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right) + \frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)}\right) \]
      5. distribute-neg-in93.0%

        \[\leadsto wj + \color{blue}{\left(\left(-\left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\right) + \left(-\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)\right)} \]
      6. remove-double-neg93.0%

        \[\leadsto wj + \left(\color{blue}{\frac{x}{e^{wj} + wj \cdot e^{wj}}} + \left(-\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)\right) \]
      7. sub-neg93.0%

        \[\leadsto wj + \color{blue}{\left(\frac{x}{e^{wj} + wj \cdot e^{wj}} - \frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)} \]
      8. div-sub93.0%

        \[\leadsto wj + \color{blue}{\frac{x - wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}} \]
      9. distribute-rgt1-in95.7%

        \[\leadsto wj + \frac{x - wj \cdot e^{wj}}{\color{blue}{\left(wj + 1\right) \cdot e^{wj}}} \]
      10. associate-/l/95.7%

        \[\leadsto wj + \color{blue}{\frac{\frac{x - wj \cdot e^{wj}}{e^{wj}}}{wj + 1}} \]
    3. Simplified99.8%

      \[\leadsto \color{blue}{wj + \frac{\frac{x}{e^{wj}} - wj}{wj + 1}} \]
  3. Recombined 2 regimes into one program.
  4. Final simplification99.3%

    \[\leadsto \begin{array}{l} \mathbf{if}\;wj + \frac{x - wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} \leq 5 \cdot 10^{-31}:\\ \;\;\;\;{wj}^{3} \cdot \left(\left(\left(-1 - -2 \cdot \left(x \cdot -4 + x \cdot 1.5\right)\right) - x \cdot -3\right) - x \cdot 0.6666666666666666\right) + \left(\left(1 - \left(x \cdot -4 + x \cdot 1.5\right)\right) \cdot {wj}^{2} + \left(x + -2 \cdot \left(wj \cdot x\right)\right)\right)\\ \mathbf{else}:\\ \;\;\;\;wj + \frac{\frac{x}{e^{wj}} - wj}{wj + 1}\\ \end{array} \]

Alternative 2?

\[\begin{array}{l} \mathbf{if}\;wj \leq -1.8 \cdot 10^{-7}:\\ \;\;\;\;wj + \frac{\frac{x}{e^{wj}} - wj}{wj + 1}\\ \mathbf{else}:\\ \;\;\;\;\left(1 - \left(x \cdot -4 + x \cdot 1.5\right)\right) \cdot {wj}^{2} + \left(x + -2 \cdot \left(wj \cdot x\right)\right)\\ \end{array} \]
Derivation
  1. Split input into 2 regimes
  2. if wj < -1.79999999999999997e-7

    1. Initial program 47.9%

      \[wj - \frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}} \]
    2. Step-by-step derivation
      1. sub-neg47.9%

        \[\leadsto \color{blue}{wj + \left(-\frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}}\right)} \]
      2. div-sub47.9%

        \[\leadsto wj + \left(-\color{blue}{\left(\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} - \frac{x}{e^{wj} + wj \cdot e^{wj}}\right)}\right) \]
      3. sub-neg47.9%

        \[\leadsto wj + \left(-\color{blue}{\left(\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} + \left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\right)}\right) \]
      4. +-commutative47.9%

        \[\leadsto wj + \left(-\color{blue}{\left(\left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right) + \frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)}\right) \]
      5. distribute-neg-in47.9%

        \[\leadsto wj + \color{blue}{\left(\left(-\left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\right) + \left(-\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)\right)} \]
      6. remove-double-neg47.9%

        \[\leadsto wj + \left(\color{blue}{\frac{x}{e^{wj} + wj \cdot e^{wj}}} + \left(-\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)\right) \]
      7. sub-neg47.9%

        \[\leadsto wj + \color{blue}{\left(\frac{x}{e^{wj} + wj \cdot e^{wj}} - \frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)} \]
      8. div-sub47.9%

        \[\leadsto wj + \color{blue}{\frac{x - wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}} \]
      9. distribute-rgt1-in97.9%

        \[\leadsto wj + \frac{x - wj \cdot e^{wj}}{\color{blue}{\left(wj + 1\right) \cdot e^{wj}}} \]
      10. associate-/l/97.9%

        \[\leadsto wj + \color{blue}{\frac{\frac{x - wj \cdot e^{wj}}{e^{wj}}}{wj + 1}} \]
    3. Simplified97.9%

      \[\leadsto \color{blue}{wj + \frac{\frac{x}{e^{wj}} - wj}{wj + 1}} \]

    if -1.79999999999999997e-7 < wj

    1. Initial program 79.4%

      \[wj - \frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}} \]
    2. Step-by-step derivation
      1. sub-neg79.4%

        \[\leadsto \color{blue}{wj + \left(-\frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}}\right)} \]
      2. div-sub79.4%

        \[\leadsto wj + \left(-\color{blue}{\left(\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} - \frac{x}{e^{wj} + wj \cdot e^{wj}}\right)}\right) \]
      3. sub-neg79.4%

        \[\leadsto wj + \left(-\color{blue}{\left(\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} + \left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\right)}\right) \]
      4. +-commutative79.4%

        \[\leadsto wj + \left(-\color{blue}{\left(\left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right) + \frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)}\right) \]
      5. distribute-neg-in79.4%

        \[\leadsto wj + \color{blue}{\left(\left(-\left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\right) + \left(-\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)\right)} \]
      6. remove-double-neg79.4%

        \[\leadsto wj + \left(\color{blue}{\frac{x}{e^{wj} + wj \cdot e^{wj}}} + \left(-\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)\right) \]
      7. sub-neg79.4%

        \[\leadsto wj + \color{blue}{\left(\frac{x}{e^{wj} + wj \cdot e^{wj}} - \frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)} \]
      8. div-sub79.4%

        \[\leadsto wj + \color{blue}{\frac{x - wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}} \]
      9. distribute-rgt1-in79.4%

        \[\leadsto wj + \frac{x - wj \cdot e^{wj}}{\color{blue}{\left(wj + 1\right) \cdot e^{wj}}} \]
      10. associate-/l/79.3%

        \[\leadsto wj + \color{blue}{\frac{\frac{x - wj \cdot e^{wj}}{e^{wj}}}{wj + 1}} \]
    3. Simplified80.5%

      \[\leadsto \color{blue}{wj + \frac{\frac{x}{e^{wj}} - wj}{wj + 1}} \]
    4. Taylor expanded in wj around 0 98.8%

      \[\leadsto \color{blue}{\left(1 - \left(-4 \cdot x + 1.5 \cdot x\right)\right) \cdot {wj}^{2} + \left(-2 \cdot \left(wj \cdot x\right) + x\right)} \]
  3. Recombined 2 regimes into one program.
  4. Final simplification98.8%

    \[\leadsto \begin{array}{l} \mathbf{if}\;wj \leq -1.8 \cdot 10^{-7}:\\ \;\;\;\;wj + \frac{\frac{x}{e^{wj}} - wj}{wj + 1}\\ \mathbf{else}:\\ \;\;\;\;\left(1 - \left(x \cdot -4 + x \cdot 1.5\right)\right) \cdot {wj}^{2} + \left(x + -2 \cdot \left(wj \cdot x\right)\right)\\ \end{array} \]

Alternative 3?

\[\begin{array}{l} \mathbf{if}\;wj \leq -5.6 \cdot 10^{-9}:\\ \;\;\;\;wj + \frac{\frac{x}{e^{wj}} - wj}{wj + 1}\\ \mathbf{else}:\\ \;\;\;\;wj \cdot wj + \left(x - wj \cdot \left(x + x\right)\right)\\ \end{array} \]
Derivation
  1. Split input into 2 regimes
  2. if wj < -5.59999999999999969e-9

    1. Initial program 60.8%

      \[wj - \frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}} \]
    2. Step-by-step derivation
      1. sub-neg60.8%

        \[\leadsto \color{blue}{wj + \left(-\frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}}\right)} \]
      2. div-sub60.8%

        \[\leadsto wj + \left(-\color{blue}{\left(\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} - \frac{x}{e^{wj} + wj \cdot e^{wj}}\right)}\right) \]
      3. sub-neg60.8%

        \[\leadsto wj + \left(-\color{blue}{\left(\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} + \left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\right)}\right) \]
      4. +-commutative60.8%

        \[\leadsto wj + \left(-\color{blue}{\left(\left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right) + \frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)}\right) \]
      5. distribute-neg-in60.8%

        \[\leadsto wj + \color{blue}{\left(\left(-\left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\right) + \left(-\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)\right)} \]
      6. remove-double-neg60.8%

        \[\leadsto wj + \left(\color{blue}{\frac{x}{e^{wj} + wj \cdot e^{wj}}} + \left(-\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)\right) \]
      7. sub-neg60.8%

        \[\leadsto wj + \color{blue}{\left(\frac{x}{e^{wj} + wj \cdot e^{wj}} - \frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)} \]
      8. div-sub60.8%

        \[\leadsto wj + \color{blue}{\frac{x - wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}} \]
      9. distribute-rgt1-in98.3%

        \[\leadsto wj + \frac{x - wj \cdot e^{wj}}{\color{blue}{\left(wj + 1\right) \cdot e^{wj}}} \]
      10. associate-/l/98.3%

        \[\leadsto wj + \color{blue}{\frac{\frac{x - wj \cdot e^{wj}}{e^{wj}}}{wj + 1}} \]
    3. Simplified98.3%

      \[\leadsto \color{blue}{wj + \frac{\frac{x}{e^{wj}} - wj}{wj + 1}} \]

    if -5.59999999999999969e-9 < wj

    1. Initial program 79.2%

      \[wj - \frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}} \]
    2. Step-by-step derivation
      1. sub-neg79.2%

        \[\leadsto \color{blue}{wj + \left(-\frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}}\right)} \]
      2. div-sub79.2%

        \[\leadsto wj + \left(-\color{blue}{\left(\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} - \frac{x}{e^{wj} + wj \cdot e^{wj}}\right)}\right) \]
      3. sub-neg79.2%

        \[\leadsto wj + \left(-\color{blue}{\left(\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} + \left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\right)}\right) \]
      4. +-commutative79.2%

        \[\leadsto wj + \left(-\color{blue}{\left(\left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right) + \frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)}\right) \]
      5. distribute-neg-in79.2%

        \[\leadsto wj + \color{blue}{\left(\left(-\left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\right) + \left(-\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)\right)} \]
      6. remove-double-neg79.2%

        \[\leadsto wj + \left(\color{blue}{\frac{x}{e^{wj} + wj \cdot e^{wj}}} + \left(-\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)\right) \]
      7. sub-neg79.2%

        \[\leadsto wj + \color{blue}{\left(\frac{x}{e^{wj} + wj \cdot e^{wj}} - \frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)} \]
      8. div-sub79.2%

        \[\leadsto wj + \color{blue}{\frac{x - wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}} \]
      9. distribute-rgt1-in79.2%

        \[\leadsto wj + \frac{x - wj \cdot e^{wj}}{\color{blue}{\left(wj + 1\right) \cdot e^{wj}}} \]
      10. associate-/l/79.2%

        \[\leadsto wj + \color{blue}{\frac{\frac{x - wj \cdot e^{wj}}{e^{wj}}}{wj + 1}} \]
    3. Simplified80.4%

      \[\leadsto \color{blue}{wj + \frac{\frac{x}{e^{wj}} - wj}{wj + 1}} \]
    4. Taylor expanded in wj around 0 79.2%

      \[\leadsto wj + \frac{\color{blue}{\left(-1 \cdot \left(wj \cdot x\right) + x\right)} - wj}{wj + 1} \]
    5. Taylor expanded in wj around 0 98.8%

      \[\leadsto \color{blue}{{wj}^{2} \cdot \left(\left(1 + x\right) - -1 \cdot x\right) + \left(\left(-1 \cdot x - x\right) \cdot wj + x\right)} \]
    6. Taylor expanded in x around 0 98.8%

      \[\leadsto \color{blue}{{wj}^{2}} + \left(\left(-1 \cdot x - x\right) \cdot wj + x\right) \]
    7. Step-by-step derivation
      1. unpow298.8%

        \[\leadsto \color{blue}{wj \cdot wj} + \left(\left(-1 \cdot x - x\right) \cdot wj + x\right) \]
    8. Simplified98.8%

      \[\leadsto \color{blue}{wj \cdot wj} + \left(\left(-1 \cdot x - x\right) \cdot wj + x\right) \]
  3. Recombined 2 regimes into one program.
  4. Final simplification98.8%

    \[\leadsto \begin{array}{l} \mathbf{if}\;wj \leq -5.6 \cdot 10^{-9}:\\ \;\;\;\;wj + \frac{\frac{x}{e^{wj}} - wj}{wj + 1}\\ \mathbf{else}:\\ \;\;\;\;wj \cdot wj + \left(x - wj \cdot \left(x + x\right)\right)\\ \end{array} \]

Alternative 4?

\[wj \cdot wj + x \cdot \left(1 + wj \cdot -2\right) \]
Derivation
  1. Initial program 78.6%

    \[wj - \frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}} \]
  2. Step-by-step derivation
    1. sub-neg78.6%

      \[\leadsto \color{blue}{wj + \left(-\frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}}\right)} \]
    2. div-sub78.6%

      \[\leadsto wj + \left(-\color{blue}{\left(\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} - \frac{x}{e^{wj} + wj \cdot e^{wj}}\right)}\right) \]
    3. sub-neg78.6%

      \[\leadsto wj + \left(-\color{blue}{\left(\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} + \left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\right)}\right) \]
    4. +-commutative78.6%

      \[\leadsto wj + \left(-\color{blue}{\left(\left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right) + \frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)}\right) \]
    5. distribute-neg-in78.6%

      \[\leadsto wj + \color{blue}{\left(\left(-\left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\right) + \left(-\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)\right)} \]
    6. remove-double-neg78.6%

      \[\leadsto wj + \left(\color{blue}{\frac{x}{e^{wj} + wj \cdot e^{wj}}} + \left(-\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)\right) \]
    7. sub-neg78.6%

      \[\leadsto wj + \color{blue}{\left(\frac{x}{e^{wj} + wj \cdot e^{wj}} - \frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)} \]
    8. div-sub78.6%

      \[\leadsto wj + \color{blue}{\frac{x - wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}} \]
    9. distribute-rgt1-in79.8%

      \[\leadsto wj + \frac{x - wj \cdot e^{wj}}{\color{blue}{\left(wj + 1\right) \cdot e^{wj}}} \]
    10. associate-/l/79.8%

      \[\leadsto wj + \color{blue}{\frac{\frac{x - wj \cdot e^{wj}}{e^{wj}}}{wj + 1}} \]
  3. Simplified81.0%

    \[\leadsto \color{blue}{wj + \frac{\frac{x}{e^{wj}} - wj}{wj + 1}} \]
  4. Taylor expanded in wj around 0 78.2%

    \[\leadsto wj + \frac{\color{blue}{\left(-1 \cdot \left(wj \cdot x\right) + x\right)} - wj}{wj + 1} \]
  5. Taylor expanded in wj around 0 97.0%

    \[\leadsto \color{blue}{{wj}^{2} \cdot \left(\left(1 + x\right) - -1 \cdot x\right) + \left(\left(-1 \cdot x - x\right) \cdot wj + x\right)} \]
  6. Taylor expanded in x around 0 96.9%

    \[\leadsto \color{blue}{{wj}^{2}} + \left(\left(-1 \cdot x - x\right) \cdot wj + x\right) \]
  7. Step-by-step derivation
    1. unpow296.9%

      \[\leadsto \color{blue}{wj \cdot wj} + \left(\left(-1 \cdot x - x\right) \cdot wj + x\right) \]
  8. Simplified96.9%

    \[\leadsto \color{blue}{wj \cdot wj} + \left(\left(-1 \cdot x - x\right) \cdot wj + x\right) \]
  9. Taylor expanded in x around 0 96.9%

    \[\leadsto wj \cdot wj + \color{blue}{\left(-2 \cdot wj + 1\right) \cdot x} \]
  10. Final simplification96.9%

    \[\leadsto wj \cdot wj + x \cdot \left(1 + wj \cdot -2\right) \]

Alternative 5?

\[wj \cdot wj + \left(x - wj \cdot \left(x + x\right)\right) \]
Derivation
  1. Initial program 78.6%

    \[wj - \frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}} \]
  2. Step-by-step derivation
    1. sub-neg78.6%

      \[\leadsto \color{blue}{wj + \left(-\frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}}\right)} \]
    2. div-sub78.6%

      \[\leadsto wj + \left(-\color{blue}{\left(\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} - \frac{x}{e^{wj} + wj \cdot e^{wj}}\right)}\right) \]
    3. sub-neg78.6%

      \[\leadsto wj + \left(-\color{blue}{\left(\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} + \left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\right)}\right) \]
    4. +-commutative78.6%

      \[\leadsto wj + \left(-\color{blue}{\left(\left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right) + \frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)}\right) \]
    5. distribute-neg-in78.6%

      \[\leadsto wj + \color{blue}{\left(\left(-\left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\right) + \left(-\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)\right)} \]
    6. remove-double-neg78.6%

      \[\leadsto wj + \left(\color{blue}{\frac{x}{e^{wj} + wj \cdot e^{wj}}} + \left(-\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)\right) \]
    7. sub-neg78.6%

      \[\leadsto wj + \color{blue}{\left(\frac{x}{e^{wj} + wj \cdot e^{wj}} - \frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)} \]
    8. div-sub78.6%

      \[\leadsto wj + \color{blue}{\frac{x - wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}} \]
    9. distribute-rgt1-in79.8%

      \[\leadsto wj + \frac{x - wj \cdot e^{wj}}{\color{blue}{\left(wj + 1\right) \cdot e^{wj}}} \]
    10. associate-/l/79.8%

      \[\leadsto wj + \color{blue}{\frac{\frac{x - wj \cdot e^{wj}}{e^{wj}}}{wj + 1}} \]
  3. Simplified81.0%

    \[\leadsto \color{blue}{wj + \frac{\frac{x}{e^{wj}} - wj}{wj + 1}} \]
  4. Taylor expanded in wj around 0 78.2%

    \[\leadsto wj + \frac{\color{blue}{\left(-1 \cdot \left(wj \cdot x\right) + x\right)} - wj}{wj + 1} \]
  5. Taylor expanded in wj around 0 97.0%

    \[\leadsto \color{blue}{{wj}^{2} \cdot \left(\left(1 + x\right) - -1 \cdot x\right) + \left(\left(-1 \cdot x - x\right) \cdot wj + x\right)} \]
  6. Taylor expanded in x around 0 96.9%

    \[\leadsto \color{blue}{{wj}^{2}} + \left(\left(-1 \cdot x - x\right) \cdot wj + x\right) \]
  7. Step-by-step derivation
    1. unpow296.9%

      \[\leadsto \color{blue}{wj \cdot wj} + \left(\left(-1 \cdot x - x\right) \cdot wj + x\right) \]
  8. Simplified96.9%

    \[\leadsto \color{blue}{wj \cdot wj} + \left(\left(-1 \cdot x - x\right) \cdot wj + x\right) \]
  9. Final simplification96.9%

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

Alternative 6?

\[\frac{x \cdot \left(1 - wj\right)}{wj + 1} \]
Derivation
  1. Initial program 78.6%

    \[wj - \frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}} \]
  2. Step-by-step derivation
    1. sub-neg78.6%

      \[\leadsto \color{blue}{wj + \left(-\frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}}\right)} \]
    2. div-sub78.6%

      \[\leadsto wj + \left(-\color{blue}{\left(\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} - \frac{x}{e^{wj} + wj \cdot e^{wj}}\right)}\right) \]
    3. sub-neg78.6%

      \[\leadsto wj + \left(-\color{blue}{\left(\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} + \left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\right)}\right) \]
    4. +-commutative78.6%

      \[\leadsto wj + \left(-\color{blue}{\left(\left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right) + \frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)}\right) \]
    5. distribute-neg-in78.6%

      \[\leadsto wj + \color{blue}{\left(\left(-\left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\right) + \left(-\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)\right)} \]
    6. remove-double-neg78.6%

      \[\leadsto wj + \left(\color{blue}{\frac{x}{e^{wj} + wj \cdot e^{wj}}} + \left(-\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)\right) \]
    7. sub-neg78.6%

      \[\leadsto wj + \color{blue}{\left(\frac{x}{e^{wj} + wj \cdot e^{wj}} - \frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)} \]
    8. div-sub78.6%

      \[\leadsto wj + \color{blue}{\frac{x - wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}} \]
    9. distribute-rgt1-in79.8%

      \[\leadsto wj + \frac{x - wj \cdot e^{wj}}{\color{blue}{\left(wj + 1\right) \cdot e^{wj}}} \]
    10. associate-/l/79.8%

      \[\leadsto wj + \color{blue}{\frac{\frac{x - wj \cdot e^{wj}}{e^{wj}}}{wj + 1}} \]
  3. Simplified81.0%

    \[\leadsto \color{blue}{wj + \frac{\frac{x}{e^{wj}} - wj}{wj + 1}} \]
  4. Taylor expanded in wj around 0 78.2%

    \[\leadsto wj + \frac{\color{blue}{\left(-1 \cdot \left(wj \cdot x\right) + x\right)} - wj}{wj + 1} \]
  5. Taylor expanded in x around inf 87.2%

    \[\leadsto \color{blue}{\left(-1 \cdot \frac{wj}{1 + wj} + \frac{1}{1 + wj}\right) \cdot x} \]
  6. Step-by-step derivation
    1. +-commutative87.2%

      \[\leadsto \color{blue}{\left(\frac{1}{1 + wj} + -1 \cdot \frac{wj}{1 + wj}\right)} \cdot x \]
    2. neg-mul-187.2%

      \[\leadsto \left(\frac{1}{1 + wj} + \color{blue}{\left(-\frac{wj}{1 + wj}\right)}\right) \cdot x \]
    3. unsub-neg87.2%

      \[\leadsto \color{blue}{\left(\frac{1}{1 + wj} - \frac{wj}{1 + wj}\right)} \cdot x \]
    4. div-sub87.2%

      \[\leadsto \color{blue}{\frac{1 - wj}{1 + wj}} \cdot x \]
    5. unsub-neg87.2%

      \[\leadsto \frac{\color{blue}{1 + \left(-wj\right)}}{1 + wj} \cdot x \]
    6. +-commutative87.2%

      \[\leadsto \frac{\color{blue}{\left(-wj\right) + 1}}{1 + wj} \cdot x \]
    7. mul-1-neg87.2%

      \[\leadsto \frac{\color{blue}{-1 \cdot wj} + 1}{1 + wj} \cdot x \]
    8. metadata-eval87.2%

      \[\leadsto \frac{-1 \cdot wj + \color{blue}{-1 \cdot -1}}{1 + wj} \cdot x \]
    9. distribute-lft-in87.2%

      \[\leadsto \frac{\color{blue}{-1 \cdot \left(wj + -1\right)}}{1 + wj} \cdot x \]
    10. metadata-eval87.2%

      \[\leadsto \frac{-1 \cdot \left(wj + \color{blue}{\left(-1\right)}\right)}{1 + wj} \cdot x \]
    11. sub-neg87.2%

      \[\leadsto \frac{-1 \cdot \color{blue}{\left(wj - 1\right)}}{1 + wj} \cdot x \]
    12. associate-/r/87.0%

      \[\leadsto \color{blue}{\frac{-1 \cdot \left(wj - 1\right)}{\frac{1 + wj}{x}}} \]
    13. associate-/l*87.2%

      \[\leadsto \color{blue}{\frac{\left(-1 \cdot \left(wj - 1\right)\right) \cdot x}{1 + wj}} \]
    14. associate-*r*87.2%

      \[\leadsto \frac{\color{blue}{-1 \cdot \left(\left(wj - 1\right) \cdot x\right)}}{1 + wj} \]
  7. Simplified87.2%

    \[\leadsto \color{blue}{\frac{x \cdot \left(1 - wj\right)}{wj + 1}} \]
  8. Final simplification87.2%

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

Alternative 7?

\[\frac{x - wj \cdot x}{wj + 1} \]
Derivation
  1. Initial program 78.6%

    \[wj - \frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}} \]
  2. Step-by-step derivation
    1. sub-neg78.6%

      \[\leadsto \color{blue}{wj + \left(-\frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}}\right)} \]
    2. div-sub78.6%

      \[\leadsto wj + \left(-\color{blue}{\left(\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} - \frac{x}{e^{wj} + wj \cdot e^{wj}}\right)}\right) \]
    3. sub-neg78.6%

      \[\leadsto wj + \left(-\color{blue}{\left(\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} + \left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\right)}\right) \]
    4. +-commutative78.6%

      \[\leadsto wj + \left(-\color{blue}{\left(\left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right) + \frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)}\right) \]
    5. distribute-neg-in78.6%

      \[\leadsto wj + \color{blue}{\left(\left(-\left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\right) + \left(-\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)\right)} \]
    6. remove-double-neg78.6%

      \[\leadsto wj + \left(\color{blue}{\frac{x}{e^{wj} + wj \cdot e^{wj}}} + \left(-\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)\right) \]
    7. sub-neg78.6%

      \[\leadsto wj + \color{blue}{\left(\frac{x}{e^{wj} + wj \cdot e^{wj}} - \frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)} \]
    8. div-sub78.6%

      \[\leadsto wj + \color{blue}{\frac{x - wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}} \]
    9. distribute-rgt1-in79.8%

      \[\leadsto wj + \frac{x - wj \cdot e^{wj}}{\color{blue}{\left(wj + 1\right) \cdot e^{wj}}} \]
    10. associate-/l/79.8%

      \[\leadsto wj + \color{blue}{\frac{\frac{x - wj \cdot e^{wj}}{e^{wj}}}{wj + 1}} \]
  3. Simplified81.0%

    \[\leadsto \color{blue}{wj + \frac{\frac{x}{e^{wj}} - wj}{wj + 1}} \]
  4. Taylor expanded in wj around 0 78.2%

    \[\leadsto wj + \frac{\color{blue}{\left(-1 \cdot \left(wj \cdot x\right) + x\right)} - wj}{wj + 1} \]
  5. Taylor expanded in x around inf 87.2%

    \[\leadsto \color{blue}{\left(-1 \cdot \frac{wj}{1 + wj} + \frac{1}{1 + wj}\right) \cdot x} \]
  6. Step-by-step derivation
    1. +-commutative87.2%

      \[\leadsto \color{blue}{\left(\frac{1}{1 + wj} + -1 \cdot \frac{wj}{1 + wj}\right)} \cdot x \]
    2. neg-mul-187.2%

      \[\leadsto \left(\frac{1}{1 + wj} + \color{blue}{\left(-\frac{wj}{1 + wj}\right)}\right) \cdot x \]
    3. unsub-neg87.2%

      \[\leadsto \color{blue}{\left(\frac{1}{1 + wj} - \frac{wj}{1 + wj}\right)} \cdot x \]
    4. div-sub87.2%

      \[\leadsto \color{blue}{\frac{1 - wj}{1 + wj}} \cdot x \]
    5. unsub-neg87.2%

      \[\leadsto \frac{\color{blue}{1 + \left(-wj\right)}}{1 + wj} \cdot x \]
    6. +-commutative87.2%

      \[\leadsto \frac{\color{blue}{\left(-wj\right) + 1}}{1 + wj} \cdot x \]
    7. mul-1-neg87.2%

      \[\leadsto \frac{\color{blue}{-1 \cdot wj} + 1}{1 + wj} \cdot x \]
    8. metadata-eval87.2%

      \[\leadsto \frac{-1 \cdot wj + \color{blue}{-1 \cdot -1}}{1 + wj} \cdot x \]
    9. distribute-lft-in87.2%

      \[\leadsto \frac{\color{blue}{-1 \cdot \left(wj + -1\right)}}{1 + wj} \cdot x \]
    10. metadata-eval87.2%

      \[\leadsto \frac{-1 \cdot \left(wj + \color{blue}{\left(-1\right)}\right)}{1 + wj} \cdot x \]
    11. sub-neg87.2%

      \[\leadsto \frac{-1 \cdot \color{blue}{\left(wj - 1\right)}}{1 + wj} \cdot x \]
    12. associate-/r/87.0%

      \[\leadsto \color{blue}{\frac{-1 \cdot \left(wj - 1\right)}{\frac{1 + wj}{x}}} \]
    13. associate-/l*87.2%

      \[\leadsto \color{blue}{\frac{\left(-1 \cdot \left(wj - 1\right)\right) \cdot x}{1 + wj}} \]
    14. associate-*r*87.2%

      \[\leadsto \frac{\color{blue}{-1 \cdot \left(\left(wj - 1\right) \cdot x\right)}}{1 + wj} \]
  7. Simplified87.2%

    \[\leadsto \color{blue}{\frac{x \cdot \left(1 - wj\right)}{wj + 1}} \]
  8. Taylor expanded in x around 0 87.2%

    \[\leadsto \frac{\color{blue}{\left(1 - wj\right) \cdot x}}{wj + 1} \]
  9. Step-by-step derivation
    1. sub-neg87.2%

      \[\leadsto \frac{\color{blue}{\left(1 + \left(-wj\right)\right)} \cdot x}{wj + 1} \]
    2. +-commutative87.2%

      \[\leadsto \frac{\color{blue}{\left(\left(-wj\right) + 1\right)} \cdot x}{wj + 1} \]
    3. distribute-rgt1-in87.2%

      \[\leadsto \frac{\color{blue}{x + \left(-wj\right) \cdot x}}{wj + 1} \]
    4. distribute-lft-neg-in87.2%

      \[\leadsto \frac{x + \color{blue}{\left(-wj \cdot x\right)}}{wj + 1} \]
    5. unsub-neg87.2%

      \[\leadsto \frac{\color{blue}{x - wj \cdot x}}{wj + 1} \]
  10. Simplified87.2%

    \[\leadsto \frac{\color{blue}{x - wj \cdot x}}{wj + 1} \]
  11. Final simplification87.2%

    \[\leadsto \frac{x - wj \cdot x}{wj + 1} \]

Alternative 8?

\[x + -2 \cdot \left(wj \cdot x\right) \]
Derivation
  1. Initial program 78.6%

    \[wj - \frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}} \]
  2. Step-by-step derivation
    1. sub-neg78.6%

      \[\leadsto \color{blue}{wj + \left(-\frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}}\right)} \]
    2. div-sub78.6%

      \[\leadsto wj + \left(-\color{blue}{\left(\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} - \frac{x}{e^{wj} + wj \cdot e^{wj}}\right)}\right) \]
    3. sub-neg78.6%

      \[\leadsto wj + \left(-\color{blue}{\left(\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} + \left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\right)}\right) \]
    4. +-commutative78.6%

      \[\leadsto wj + \left(-\color{blue}{\left(\left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right) + \frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)}\right) \]
    5. distribute-neg-in78.6%

      \[\leadsto wj + \color{blue}{\left(\left(-\left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\right) + \left(-\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)\right)} \]
    6. remove-double-neg78.6%

      \[\leadsto wj + \left(\color{blue}{\frac{x}{e^{wj} + wj \cdot e^{wj}}} + \left(-\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)\right) \]
    7. sub-neg78.6%

      \[\leadsto wj + \color{blue}{\left(\frac{x}{e^{wj} + wj \cdot e^{wj}} - \frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)} \]
    8. div-sub78.6%

      \[\leadsto wj + \color{blue}{\frac{x - wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}} \]
    9. distribute-rgt1-in79.8%

      \[\leadsto wj + \frac{x - wj \cdot e^{wj}}{\color{blue}{\left(wj + 1\right) \cdot e^{wj}}} \]
    10. associate-/l/79.8%

      \[\leadsto wj + \color{blue}{\frac{\frac{x - wj \cdot e^{wj}}{e^{wj}}}{wj + 1}} \]
  3. Simplified81.0%

    \[\leadsto \color{blue}{wj + \frac{\frac{x}{e^{wj}} - wj}{wj + 1}} \]
  4. Taylor expanded in wj around 0 87.2%

    \[\leadsto \color{blue}{-2 \cdot \left(wj \cdot x\right) + x} \]
  5. Final simplification87.2%

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

Alternative 9?

\[\frac{x}{1 + wj \cdot 2} \]
Derivation
  1. Initial program 78.6%

    \[wj - \frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}} \]
  2. Step-by-step derivation
    1. sub-neg78.6%

      \[\leadsto \color{blue}{wj + \left(-\frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}}\right)} \]
    2. div-sub78.6%

      \[\leadsto wj + \left(-\color{blue}{\left(\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} - \frac{x}{e^{wj} + wj \cdot e^{wj}}\right)}\right) \]
    3. sub-neg78.6%

      \[\leadsto wj + \left(-\color{blue}{\left(\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} + \left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\right)}\right) \]
    4. +-commutative78.6%

      \[\leadsto wj + \left(-\color{blue}{\left(\left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right) + \frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)}\right) \]
    5. distribute-neg-in78.6%

      \[\leadsto wj + \color{blue}{\left(\left(-\left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\right) + \left(-\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)\right)} \]
    6. remove-double-neg78.6%

      \[\leadsto wj + \left(\color{blue}{\frac{x}{e^{wj} + wj \cdot e^{wj}}} + \left(-\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)\right) \]
    7. sub-neg78.6%

      \[\leadsto wj + \color{blue}{\left(\frac{x}{e^{wj} + wj \cdot e^{wj}} - \frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)} \]
    8. div-sub78.6%

      \[\leadsto wj + \color{blue}{\frac{x - wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}} \]
    9. distribute-rgt1-in79.8%

      \[\leadsto wj + \frac{x - wj \cdot e^{wj}}{\color{blue}{\left(wj + 1\right) \cdot e^{wj}}} \]
    10. associate-/l/79.8%

      \[\leadsto wj + \color{blue}{\frac{\frac{x - wj \cdot e^{wj}}{e^{wj}}}{wj + 1}} \]
  3. Simplified81.0%

    \[\leadsto \color{blue}{wj + \frac{\frac{x}{e^{wj}} - wj}{wj + 1}} \]
  4. Taylor expanded in x around inf 88.8%

    \[\leadsto \color{blue}{\frac{x}{\left(1 + wj\right) \cdot e^{wj}}} \]
  5. Taylor expanded in wj around 0 87.2%

    \[\leadsto \frac{x}{\color{blue}{1 + 2 \cdot wj}} \]
  6. Step-by-step derivation
    1. *-commutative87.2%

      \[\leadsto \frac{x}{1 + \color{blue}{wj \cdot 2}} \]
  7. Simplified87.2%

    \[\leadsto \frac{x}{\color{blue}{1 + wj \cdot 2}} \]
  8. Final simplification87.2%

    \[\leadsto \frac{x}{1 + wj \cdot 2} \]

Alternative 10?

\[wj \]
Derivation
  1. Initial program 78.6%

    \[wj - \frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}} \]
  2. Step-by-step derivation
    1. sub-neg78.6%

      \[\leadsto \color{blue}{wj + \left(-\frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}}\right)} \]
    2. div-sub78.6%

      \[\leadsto wj + \left(-\color{blue}{\left(\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} - \frac{x}{e^{wj} + wj \cdot e^{wj}}\right)}\right) \]
    3. sub-neg78.6%

      \[\leadsto wj + \left(-\color{blue}{\left(\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} + \left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\right)}\right) \]
    4. +-commutative78.6%

      \[\leadsto wj + \left(-\color{blue}{\left(\left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right) + \frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)}\right) \]
    5. distribute-neg-in78.6%

      \[\leadsto wj + \color{blue}{\left(\left(-\left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\right) + \left(-\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)\right)} \]
    6. remove-double-neg78.6%

      \[\leadsto wj + \left(\color{blue}{\frac{x}{e^{wj} + wj \cdot e^{wj}}} + \left(-\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)\right) \]
    7. sub-neg78.6%

      \[\leadsto wj + \color{blue}{\left(\frac{x}{e^{wj} + wj \cdot e^{wj}} - \frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)} \]
    8. div-sub78.6%

      \[\leadsto wj + \color{blue}{\frac{x - wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}} \]
    9. distribute-rgt1-in79.8%

      \[\leadsto wj + \frac{x - wj \cdot e^{wj}}{\color{blue}{\left(wj + 1\right) \cdot e^{wj}}} \]
    10. associate-/l/79.8%

      \[\leadsto wj + \color{blue}{\frac{\frac{x - wj \cdot e^{wj}}{e^{wj}}}{wj + 1}} \]
  3. Simplified81.0%

    \[\leadsto \color{blue}{wj + \frac{\frac{x}{e^{wj}} - wj}{wj + 1}} \]
  4. Taylor expanded in wj around inf 4.3%

    \[\leadsto \color{blue}{wj} \]
  5. Final simplification4.3%

    \[\leadsto wj \]

Alternative 11?

\[x \]
Derivation
  1. Initial program 78.6%

    \[wj - \frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}} \]
  2. Step-by-step derivation
    1. sub-neg78.6%

      \[\leadsto \color{blue}{wj + \left(-\frac{wj \cdot e^{wj} - x}{e^{wj} + wj \cdot e^{wj}}\right)} \]
    2. div-sub78.6%

      \[\leadsto wj + \left(-\color{blue}{\left(\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} - \frac{x}{e^{wj} + wj \cdot e^{wj}}\right)}\right) \]
    3. sub-neg78.6%

      \[\leadsto wj + \left(-\color{blue}{\left(\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}} + \left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\right)}\right) \]
    4. +-commutative78.6%

      \[\leadsto wj + \left(-\color{blue}{\left(\left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right) + \frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)}\right) \]
    5. distribute-neg-in78.6%

      \[\leadsto wj + \color{blue}{\left(\left(-\left(-\frac{x}{e^{wj} + wj \cdot e^{wj}}\right)\right) + \left(-\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)\right)} \]
    6. remove-double-neg78.6%

      \[\leadsto wj + \left(\color{blue}{\frac{x}{e^{wj} + wj \cdot e^{wj}}} + \left(-\frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)\right) \]
    7. sub-neg78.6%

      \[\leadsto wj + \color{blue}{\left(\frac{x}{e^{wj} + wj \cdot e^{wj}} - \frac{wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}\right)} \]
    8. div-sub78.6%

      \[\leadsto wj + \color{blue}{\frac{x - wj \cdot e^{wj}}{e^{wj} + wj \cdot e^{wj}}} \]
    9. distribute-rgt1-in79.8%

      \[\leadsto wj + \frac{x - wj \cdot e^{wj}}{\color{blue}{\left(wj + 1\right) \cdot e^{wj}}} \]
    10. associate-/l/79.8%

      \[\leadsto wj + \color{blue}{\frac{\frac{x - wj \cdot e^{wj}}{e^{wj}}}{wj + 1}} \]
  3. Simplified81.0%

    \[\leadsto \color{blue}{wj + \frac{\frac{x}{e^{wj}} - wj}{wj + 1}} \]
  4. Taylor expanded in wj around 0 86.6%

    \[\leadsto \color{blue}{x} \]
  5. Final simplification86.6%

    \[\leadsto x \]

Reproduce

?
herbie shell --seed 2023166 
(FPCore (wj x)
  :name "Jmat.Real.lambertw, newton loop step"
  :precision binary64

  :herbie-target
  (- wj (- (/ wj (+ wj 1.0)) (/ x (+ (exp wj) (* wj (exp wj))))))

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