Average Error: 29.4 → 0.4
Time: 11.9s
Precision: 64
Internal Precision: 1344
\[e^{a \cdot x} - 1\]
↓
\[\begin{array}{l} \mathbf{if}\;a \cdot x \le -0.009772101638575557:\\ \;\;\;\;\frac{\frac{e^{\left(x + x\right) \cdot a} \cdot e^{\left(x + x\right) \cdot a} - 1}{1 + e^{\left(x + x\right) \cdot a}}}{1 + e^{a \cdot x}}\\ \mathbf{else}:\\ \;\;\;\;\left(\frac{1}{2} + a \cdot \left(\frac{1}{6} \cdot x\right)\right) \cdot \left(\left(a \cdot x\right) \cdot \left(a \cdot x\right)\right) + a \cdot x\\ \end{array}\]

Error

Bits error versus a

Bits error versus x

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Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original29.4
Target0.2
Herbie0.4
\[\begin{array}{l} \mathbf{if}\;\left|a \cdot x\right| \lt \frac{1}{10}:\\ \;\;\;\;\left(a \cdot x\right) \cdot \left(1 + \left(\frac{a \cdot x}{2} + \frac{{\left(a \cdot x\right)}^{2}}{6}\right)\right)\\ \mathbf{else}:\\ \;\;\;\;e^{a \cdot x} - 1\\ \end{array}\]

Derivation

  1. Split input into 2 regimes

  2. if (* a x) < -0.009772101638575557

    1. Initial program 0.0

      \[e^{a \cdot x} - 1\]

    2. Initial simplification0.0

      \[\leadsto e^{a \cdot x} - 1\]
    3. Using strategy rm

    4. Applied flip--0.0

      \[\leadsto \color{blue}{\frac{e^{a \cdot x} \cdot e^{a \cdot x} - 1 \cdot 1}{e^{a \cdot x} + 1}}\]
    5. Using strategy rm

    6. Applied prod-exp0.0

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

    7. Simplified0.0

      \[\leadsto \frac{e^{\color{blue}{\left(x + x\right) \cdot a}} - 1 \cdot 1}{e^{a \cdot x} + 1}\]
    8. Using strategy rm

    9. Applied flip--0.0

      \[\leadsto \frac{\color{blue}{\frac{e^{\left(x + x\right) \cdot a} \cdot e^{\left(x + x\right) \cdot a} - \left(1 \cdot 1\right) \cdot \left(1 \cdot 1\right)}{e^{\left(x + x\right) \cdot a} + 1 \cdot 1}}}{e^{a \cdot x} + 1}\]

    if -0.009772101638575557 < (* a x)

    1. Initial program 44.2

      \[e^{a \cdot x} - 1\]

    2. Initial simplification44.2

      \[\leadsto e^{a \cdot x} - 1\]

    3. Taylor expanded around 0 13.9

      \[\leadsto \color{blue}{\frac{1}{2} \cdot \left({a}^{2} \cdot {x}^{2}\right) + \left(a \cdot x + \frac{1}{6} \cdot \left({a}^{3} \cdot {x}^{3}\right)\right)}\]

    4. Simplified0.6

      \[\leadsto \color{blue}{\left(\left(a \cdot x\right) \cdot \left(a \cdot x\right)\right) \cdot \left(a \cdot \left(x \cdot \frac{1}{6}\right) + \frac{1}{2}\right) + a \cdot x}\]
  3. Recombined 2 regimes into one program.

  4. Final simplification0.4

    \[\leadsto \begin{array}{l} \mathbf{if}\;a \cdot x \le -0.009772101638575557:\\ \;\;\;\;\frac{\frac{e^{\left(x + x\right) \cdot a} \cdot e^{\left(x + x\right) \cdot a} - 1}{1 + e^{\left(x + x\right) \cdot a}}}{1 + e^{a \cdot x}}\\ \mathbf{else}:\\ \;\;\;\;\left(\frac{1}{2} + a \cdot \left(\frac{1}{6} \cdot x\right)\right) \cdot \left(\left(a \cdot x\right) \cdot \left(a \cdot x\right)\right) + a \cdot x\\ \end{array}\]

Runtime

Time bar (total: 11.9s)Debug logProfile

BaselineHerbieOracleSpan%
Regimes21.00.40.120.998.5%
herbie shell --seed 2018296 
(FPCore (a x)
  :name "expax (section 3.5)"

  :herbie-target
  (if (< (fabs (* a x)) 1/10) (* (* a x) (+ 1 (+ (/ (* a x) 2) (/ (pow (* a x) 2) 6)))) (- (exp (* a x)) 1))

  (- (exp (* a x)) 1))