\frac{2}{1 + e^{-2 \cdot x}} - 1\begin{array}{l}
\mathbf{if}\;x \le -0.0076877843038582255:\\
\;\;\;\;\frac{2}{e^{-2 \cdot x} + 1} - 1\\
\mathbf{elif}\;x \le 0.004220693910151683:\\
\;\;\;\;\mathsf{fma}\left(\left(x \cdot x\right) \cdot x, \frac{-1}{3}, \mathsf{fma}\left({x}^{5}, \frac{2}{15}, x\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{2}{e^{-2 \cdot x} + 1} - 1\\
\end{array}double f(double x, double __attribute__((unused)) y) {
double r886001 = 2.0;
double r886002 = 1.0;
double r886003 = -2.0;
double r886004 = x;
double r886005 = r886003 * r886004;
double r886006 = exp(r886005);
double r886007 = r886002 + r886006;
double r886008 = r886001 / r886007;
double r886009 = r886008 - r886002;
return r886009;
}
double f(double x, double __attribute__((unused)) y) {
double r886010 = x;
double r886011 = -0.0076877843038582255;
bool r886012 = r886010 <= r886011;
double r886013 = 2.0;
double r886014 = -2.0;
double r886015 = r886014 * r886010;
double r886016 = exp(r886015);
double r886017 = 1.0;
double r886018 = r886016 + r886017;
double r886019 = r886013 / r886018;
double r886020 = r886019 - r886017;
double r886021 = 0.004220693910151683;
bool r886022 = r886010 <= r886021;
double r886023 = r886010 * r886010;
double r886024 = r886023 * r886010;
double r886025 = -0.3333333333333333;
double r886026 = 5.0;
double r886027 = pow(r886010, r886026);
double r886028 = 0.13333333333333333;
double r886029 = fma(r886027, r886028, r886010);
double r886030 = fma(r886024, r886025, r886029);
double r886031 = r886022 ? r886030 : r886020;
double r886032 = r886012 ? r886020 : r886031;
return r886032;
}



Bits error versus x



Bits error versus y
if x < -0.0076877843038582255 or 0.004220693910151683 < x Initial program 0.0
Taylor expanded around inf 0.0
Simplified0.0
if -0.0076877843038582255 < x < 0.004220693910151683Initial program 59.0
Taylor expanded around inf 59.0
Simplified59.0
Taylor expanded around 0 0.0
Simplified0.0
Final simplification0.0
herbie shell --seed 2019151 +o rules:numerics
(FPCore (x y)
:name "Logistic function from Lakshay Garg"
(- (/ 2 (+ 1 (exp (* -2 x)))) 1))