Average Error: 33.7 → 0.4
Time: 49.8s
Precision: 64
Ground Truth: 128
\[e^{a \cdot x} - 1\]
⬇
\[\begin{array}{l}
\mathbf{if}\;a \cdot x \le -2.62029496121211 \cdot 10^{-15}:\\
\;\;\;\;{\left(\sqrt[3]{e^{a \cdot x} - 1}\right)}^3\\
\mathbf{else}:\\
\;\;\;\;x \cdot a + {\left(x \cdot a\right)}^2 \cdot \frac{1}{2}\\
\end{array}\]
Target
| Original | 33.7 |
| Comparison | 8.1 |
| Herbie | 0.4 |
\[ \begin{array}{l}
\mathbf{if}\;\left|a \cdot x\right| \lt \frac{1}{10}:\\
\;\;\;\;\left(a \cdot x\right) \cdot \left(1 + \left(\frac{a \cdot x}{2} + \frac{{\left(a \cdot x\right)}^2}{6}\right)\right)\\
\mathbf{else}:\\
\;\;\;\;e^{a \cdot x} - 1\\
\end{array} \]
Derivation
- Split input into 2 regimes.
-
if (* a x) < -2.62029496121211e-15
Initial program 1.0
\[e^{a \cdot x} - 1\]
- Using strategy
rm
Applied add-cube-cbrt 1.0
\[\leadsto \color{blue}{{\left(\sqrt[3]{e^{a \cdot x} - 1}\right)}^3}\]
if -2.62029496121211e-15 < (* a x)
Initial program 48.2
\[e^{a \cdot x} - 1\]
Applied taylor 22.5
\[\leadsto x \cdot a + \left(\frac{1}{6} \cdot \left({x}^{3} \cdot {a}^{3}\right) + \frac{1}{2} \cdot \left({a}^2 \cdot {x}^2\right)\right)\]
Taylor expanded around 0 22.5
\[\leadsto \color{blue}{x \cdot a + \left(\frac{1}{6} \cdot \left({x}^{3} \cdot {a}^{3}\right) + \frac{1}{2} \cdot \left({a}^2 \cdot {x}^2\right)\right)}\]
Applied simplify 22.5
\[\leadsto \color{blue}{\left(\left({x}^3 \cdot {a}^3\right) \cdot \frac{1}{6} + a \cdot x\right) + \frac{1}{2} \cdot {\left(a \cdot x\right)}^2}\]
Applied taylor 0.1
\[\leadsto \left(0 \cdot \frac{1}{6} + a \cdot x\right) + \frac{1}{2} \cdot {\left(a \cdot x\right)}^2\]
Taylor expanded around inf 0.1
\[\leadsto \left(\color{blue}{0} \cdot \frac{1}{6} + a \cdot x\right) + \frac{1}{2} \cdot {\left(a \cdot x\right)}^2\]
Applied simplify 0.1
\[\leadsto \color{blue}{x \cdot a + {\left(x \cdot a\right)}^2 \cdot \frac{1}{2}}\]
- Recombined 2 regimes into one program.
- Removed slow pow expressions
Runtime
Please include this information when filing a bug report:
herbie --seed '#(522858590 1256824439 3603190050 1131246291 690254383 1599979850)'
(FPCore (a x)
:name "NMSE section 3.5"
:target
(if (< (fabs (* a x)) 1/10) (* (* a x) (+ 1 (+ (/ (* a x) 2) (/ (sqr (* a x)) 6)))) (- (exp (* a x)) 1))
(- (exp (* a x)) 1))