Average Error: 25.0 → 8.3
Time: 13.0s
Precision: binary64
\[\]
\[\]
double code(double x, double y, double z, double t) {
	return ((double) (x - ((double) (((double) log(((double) (((double) (1.0 - y)) + ((double) (y * ((double) exp(z)))))))) / t))));
}
double code(double x, double y, double z, double t) {
	double VAR;
	if ((z <= -1.1970149978622335e-08)) {
		VAR = ((double) (x + ((double) (((double) log(((double) (1.0 + ((double) (((double) (y * ((double) exp(z)))) - y)))))) * ((double) (-1.0 / t))))));
	} else {
		double VAR_1;
		if ((z <= 4.0973833117696044e-84)) {
			VAR_1 = ((double) (x - ((double) (((double) (1.0 * ((double) (y * ((double) (z / t)))))) + ((double) (((double) log(1.0)) / t))))));
		} else {
			VAR_1 = ((double) (x - ((double) (((double) log(((double) (1.0 + ((double) (y * ((double) (((double) (0.16666666666666666 * ((double) pow(z, 3.0)))) + ((double) (z + ((double) (z * ((double) (z * 0.5)))))))))))))) / t))));
		}
		VAR = VAR_1;
	}
	return VAR;
}

Error

Bits error versus x

Bits error versus y

Bits error versus z

Bits error versus t

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original25.0
Target16.6
Herbie8.3
\[\]

Derivation

  1. Split input into 3 regimes
  2. if z < -1.19701499786223348e-8

    1. Initial program 12.3

      \[\]
    2. Simplified12.3

      \[\leadsto \]
    3. Using strategy rm
    4. Applied div-inv12.4

      \[\leadsto \]

    if -1.19701499786223348e-8 < z < 4.09738331176960443e-84

    1. Initial program 30.5

      \[\]
    2. Simplified15.2

      \[\leadsto \]
    3. Taylor expanded around 0 6.4

      \[\leadsto \]
    4. Simplified5.3

      \[\leadsto \]

    if 4.09738331176960443e-84 < z

    1. Initial program 31.5

      \[\]
    2. Simplified23.0

      \[\leadsto \]
    3. Taylor expanded around 0 14.1

      \[\leadsto \]
    4. Simplified14.1

      \[\leadsto \]
  3. Recombined 3 regimes into one program.
  4. Final simplification8.3

    \[\leadsto \]

Reproduce

herbie shell --seed 2020191 
(FPCore (x y z t)
  :name "System.Random.MWC.Distributions:truncatedExp from mwc-random-0.13.3.2"
  :precision binary64

  :herbie-target
  (if (< z -2.8874623088207947e+119) (- (- x (/ (/ (neg 0.5) (* y t)) (* z z))) (* (/ (neg 0.5) (* y t)) (/ (/ 2.0 z) (* z z)))) (- x (/ (log (+ 1.0 (* z y))) t)))

  (- x (/ (log (+ (- 1.0 y) (* y (exp z)))) t)))