Average Error: 29.3 → 0.0
Time: 2.5s
Precision: binary64
\[\]
\[\]
double code(double x, double y) {
	return ((double) (((double) (2.0 / ((double) (1.0 + ((double) exp(((double) (-2.0 * x)))))))) - 1.0));
}
double code(double x, double y) {
	double VAR;
	if (((x <= -0.0011190180527461896) || !(x <= 0.0010695037569993676))) {
		VAR = ((double) (((double) (((double) (2.0 / ((double) sqrt(((double) (1.0 + ((double) pow(((double) exp(-2.0)), x)))))))) / ((double) sqrt(((double) (1.0 + ((double) exp(((double) (x * -2.0)))))))))) - 1.0));
	} else {
		VAR = ((double) (((double) (x * 1.0)) - ((double) (((double) pow(x, 3.0)) * ((double) (((double) (x * 5.551115123125783e-17)) + 0.33333333333333337))))));
	}
	return VAR;
}

Error

Bits error versus x

Bits error versus y

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Derivation

  1. Split input into 2 regimes
  2. if x < -0.0011190180527461896 or 0.0010695037569993676 < x

    1. Initial program 0.0

      \[\]
    2. Using strategy rm
    3. Applied add-sqr-sqrt0.0

      \[\leadsto \]
    4. Applied associate-/r*0.0

      \[\leadsto \]
    5. Simplified0.0

      \[\leadsto \]

    if -0.0011190180527461896 < x < 0.0010695037569993676

    1. Initial program 59.1

      \[\]
    2. Taylor expanded around 0 0.0

      \[\leadsto \]
    3. Simplified0.0

      \[\leadsto \]
  3. Recombined 2 regimes into one program.
  4. Final simplification0.0

    \[\leadsto \]

Reproduce

herbie shell --seed 2020181 
(FPCore (x y)
  :name "Logistic function from Lakshay Garg"
  :precision binary64
  (- (/ 2.0 (+ 1.0 (exp (* -2.0 x)))) 1.0))