Average Error: 28.8 → 0.0
Time: 3.6s
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 <= -0.0007193271414721635)) {
		VAR = ((double) (((double) cbrt(((double) (((double) (2.0 / ((double) (1.0 + ((double) pow(((double) exp(-2.0)), x)))))) - 1.0)))) * ((double) (((double) pow(((double) cbrt(((double) cbrt(((double) (((double) (2.0 / ((double) (1.0 + ((double) pow(((double) exp(-2.0)), x)))))) - 1.0)))))), 4.0)) * ((double) pow(((double) cbrt(((double) cbrt(((double) (((double) (2.0 / ((double) (1.0 + ((double) pow(((double) exp(-2.0)), x)))))) - 1.0)))))), 2.0))))));
	} else {
		double VAR_1;
		if ((x <= 0.0007021226027018857)) {
			VAR_1 = ((double) (((double) (x * 1.0)) - ((double) (((double) (5.551115123125783e-17 * ((double) pow(x, 4.0)))) + ((double) (0.33333333333333337 * ((double) pow(x, 3.0))))))));
		} else {
			VAR_1 = ((double) (((double) (((double) (2.0 * ((double) (2.0 / ((double) (((double) (1.0 + ((double) pow(((double) exp(-2.0)), x)))) * ((double) (1.0 + ((double) pow(((double) exp(-2.0)), x)))))))))) - ((double) (1.0 * 1.0)))) / ((double) (1.0 + ((double) (2.0 / ((double) (1.0 + ((double) pow(((double) exp(-2.0)), x))))))))));
		}
		VAR = VAR_1;
	}
	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 3 regimes
  2. if x < -7.1932714147216349e-4

    1. Initial program 0.0

      \[\]
    2. Using strategy rm
    3. Applied add-cube-cbrt0.0

      \[\leadsto \]
    4. Simplified0.0

      \[\leadsto \]
    5. Simplified0.0

      \[\leadsto \]
    6. Using strategy rm
    7. Applied add-cube-cbrt0.0

      \[\leadsto \]
    8. Applied add-cube-cbrt0.0

      \[\leadsto \]
    9. Applied swap-sqr0.0

      \[\leadsto \]
    10. Simplified0.0

      \[\leadsto \]
    11. Simplified0.0

      \[\leadsto \]

    if -7.1932714147216349e-4 < x < 7.021226027018857e-4

    1. Initial program 59.2

      \[\]
    2. Taylor expanded around 0 0.0

      \[\leadsto \]

    if 7.021226027018857e-4 < x

    1. Initial program 0.1

      \[\]
    2. Using strategy rm
    3. Applied flip--0.1

      \[\leadsto \]
    4. Simplified0.1

      \[\leadsto \]
    5. Simplified0.1

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

    \[\leadsto \]

Reproduce

herbie shell --seed 2020192 
(FPCore (x y)
  :name "Logistic function from Lakshay Garg"
  :precision binary64
  (- (/ 2.0 (+ 1.0 (exp (* -2.0 x)))) 1.0))