Average Error: 29.6 → 0.0
Time: 5.2s
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 <= -0.000745180152594863)) {
		VAR = ((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) (((double) pow(((double) cbrt(((double) sqrt(((double) (1.0 + ((double) (2.0 / ((double) (1.0 + ((double) pow(((double) exp(-2.0)), x)))))))))))), 4.0)) * ((double) (((double) (((double) cbrt(((double) sqrt(((double) (1.0 + ((double) (2.0 / ((double) (1.0 + ((double) pow(((double) exp(-2.0)), x)))))))))))) * ((double) cbrt(((double) sqrt(((double) (((double) (1.0 * 1.0)) - ((double) (2.0 * ((double) (2.0 / ((double) pow(((double) (1.0 + ((double) pow(((double) exp(-2.0)), x)))), 2.0)))))))))))))) / ((double) cbrt(((double) sqrt(((double) (1.0 - ((double) (2.0 / ((double) (1.0 + ((double) pow(((double) exp(-2.0)), x))))))))))))))))));
	} else {
		double VAR_1;
		if ((x <= 0.0007377208164153443)) {
			VAR_1 = ((double) (((double) (x * 1.0)) - ((double) (((double) pow(x, 3.0)) * ((double) (((double) (x * 5.551115123125783e-17)) + 0.33333333333333337))))));
		} 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 < -7.4518015259486298e-4

    1. Initial program 0.0

      \[\]
    2. Using strategy rm
    3. Applied flip--0.0

      \[\leadsto \]
    4. Simplified0.0

      \[\leadsto \]
    5. Simplified0.0

      \[\leadsto \]
    6. Using strategy rm
    7. Applied add-sqr-sqrt0.0

      \[\leadsto \]
    8. Using strategy rm
    9. Applied add-cube-cbrt0.0

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

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

      \[\leadsto \]
    12. Simplified0.0

      \[\leadsto \]
    13. Using strategy rm
    14. Applied flip-+0.0

      \[\leadsto \]
    15. Applied sqrt-div0.0

      \[\leadsto \]
    16. Applied cbrt-div0.0

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

      \[\leadsto \]
    18. Simplified0.0

      \[\leadsto \]

    if -7.4518015259486298e-4 < x < 7.3772081641534427e-4

    1. Initial program 59.0

      \[\]
    2. Taylor expanded around 0 0.0

      \[\leadsto \]
    3. Simplified0.0

      \[\leadsto \]

    if 7.3772081641534427e-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 2020191 
(FPCore (x y)
  :name "Logistic function from Lakshay Garg"
  :precision binary64
  (- (/ 2.0 (+ 1.0 (exp (* -2.0 x)))) 1.0))