Average Error: 29.1 → 1.0
Time: 1.1m
Precision: 64
Internal Precision: 1344
\[\frac{\left(1 + \frac{1}{\varepsilon}\right) \cdot e^{-\left(1 - \varepsilon\right) \cdot x} - \left(\frac{1}{\varepsilon} - 1\right) \cdot e^{-\left(1 + \varepsilon\right) \cdot x}}{2}\]
\[\begin{array}{l} \mathbf{if}\;x \le 382.71997061196936:\\ \;\;\;\;\frac{e^{\log \left(\sqrt{\left(2 + \left(\frac{2}{3} \cdot \left(x \cdot x\right)\right) \cdot x\right) - {x}^{2}}\right) + \log \left(\sqrt{\left(2 + \left(\frac{2}{3} \cdot \left(x \cdot x\right)\right) \cdot x\right) - {x}^{2}}\right)}}{2}\\ \mathbf{else}:\\ \;\;\;\;\frac{\left(\frac{1}{\varepsilon} + 1\right) \cdot \left(\sqrt{e^{\left(1 - \varepsilon\right) \cdot \left(-x\right)}} \cdot \sqrt{e^{\left(1 - \varepsilon\right) \cdot \left(-x\right)}}\right) - e^{\left(\varepsilon + 1\right) \cdot \left(-x\right)} \cdot \left(\frac{1}{\varepsilon} - 1\right)}{2}\\ \end{array}\]

Error

Bits error versus x

Bits error versus eps

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Your Program's Arguments

Results

Enter valid numbers for all inputs

Derivation

  1. Split input into 2 regimes
  2. if x < 382.71997061196936

    1. Initial program 38.8

      \[\frac{\left(1 + \frac{1}{\varepsilon}\right) \cdot e^{-\left(1 - \varepsilon\right) \cdot x} - \left(\frac{1}{\varepsilon} - 1\right) \cdot e^{-\left(1 + \varepsilon\right) \cdot x}}{2}\]
    2. Taylor expanded around 0 1.3

      \[\leadsto \frac{\color{blue}{\left(\frac{2}{3} \cdot {x}^{3} + 2\right) - {x}^{2}}}{2}\]
    3. Using strategy rm
    4. Applied unpow31.3

      \[\leadsto \frac{\left(\frac{2}{3} \cdot \color{blue}{\left(\left(x \cdot x\right) \cdot x\right)} + 2\right) - {x}^{2}}{2}\]
    5. Applied associate-*r*1.3

      \[\leadsto \frac{\left(\color{blue}{\left(\frac{2}{3} \cdot \left(x \cdot x\right)\right) \cdot x} + 2\right) - {x}^{2}}{2}\]
    6. Using strategy rm
    7. Applied add-exp-log1.3

      \[\leadsto \frac{\color{blue}{e^{\log \left(\left(\left(\frac{2}{3} \cdot \left(x \cdot x\right)\right) \cdot x + 2\right) - {x}^{2}\right)}}}{2}\]
    8. Using strategy rm
    9. Applied add-sqr-sqrt2.3

      \[\leadsto \frac{e^{\log \color{blue}{\left(\sqrt{\left(\left(\frac{2}{3} \cdot \left(x \cdot x\right)\right) \cdot x + 2\right) - {x}^{2}} \cdot \sqrt{\left(\left(\frac{2}{3} \cdot \left(x \cdot x\right)\right) \cdot x + 2\right) - {x}^{2}}\right)}}}{2}\]
    10. Applied log-prod1.3

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

    if 382.71997061196936 < x

    1. Initial program 0.1

      \[\frac{\left(1 + \frac{1}{\varepsilon}\right) \cdot e^{-\left(1 - \varepsilon\right) \cdot x} - \left(\frac{1}{\varepsilon} - 1\right) \cdot e^{-\left(1 + \varepsilon\right) \cdot x}}{2}\]
    2. Using strategy rm
    3. Applied add-sqr-sqrt0.1

      \[\leadsto \frac{\left(1 + \frac{1}{\varepsilon}\right) \cdot \color{blue}{\left(\sqrt{e^{-\left(1 - \varepsilon\right) \cdot x}} \cdot \sqrt{e^{-\left(1 - \varepsilon\right) \cdot x}}\right)} - \left(\frac{1}{\varepsilon} - 1\right) \cdot e^{-\left(1 + \varepsilon\right) \cdot x}}{2}\]
  3. Recombined 2 regimes into one program.
  4. Final simplification1.0

    \[\leadsto \begin{array}{l} \mathbf{if}\;x \le 382.71997061196936:\\ \;\;\;\;\frac{e^{\log \left(\sqrt{\left(2 + \left(\frac{2}{3} \cdot \left(x \cdot x\right)\right) \cdot x\right) - {x}^{2}}\right) + \log \left(\sqrt{\left(2 + \left(\frac{2}{3} \cdot \left(x \cdot x\right)\right) \cdot x\right) - {x}^{2}}\right)}}{2}\\ \mathbf{else}:\\ \;\;\;\;\frac{\left(\frac{1}{\varepsilon} + 1\right) \cdot \left(\sqrt{e^{\left(1 - \varepsilon\right) \cdot \left(-x\right)}} \cdot \sqrt{e^{\left(1 - \varepsilon\right) \cdot \left(-x\right)}}\right) - e^{\left(\varepsilon + 1\right) \cdot \left(-x\right)} \cdot \left(\frac{1}{\varepsilon} - 1\right)}{2}\\ \end{array}\]

Runtime

Time bar (total: 1.1m)Debug logProfile

BaselineHerbieOracleSpan%
Regimes16.61.00.516.296.5%
herbie shell --seed 2018290 
(FPCore (x eps)
  :name "NMSE Section 6.1 mentioned, A"
  (/ (- (* (+ 1 (/ 1 eps)) (exp (- (* (- 1 eps) x)))) (* (- (/ 1 eps) 1) (exp (- (* (+ 1 eps) x))))) 2))