Average Error: 25.4 → 8.6
Time: 9.2s
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 <= -1.2220751617360544e-37)) {
		VAR = ((double) (x - ((double) (((double) log(((double) (1.0 + ((double) (((double) (y * ((double) exp(z)))) - y)))))) * ((double) (1.0 / t))))));
	} else {
		VAR = ((double) (x - ((double) (((double) (((double) log(1.0)) + ((double) (y * ((double) (z * ((double) (1.0 + ((double) (z * 0.5)))))))))) / t))));
	}
	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

Original25.4
Target16.3
Herbie8.6
\[\]

Derivation

  1. Split input into 2 regimes
  2. if z < -1.22207516173605444e-37

    1. Initial program 13.2

      \[\]
    2. Simplified12.5

      \[\leadsto \]
    3. Using strategy rm
    4. Applied div-inv12.5

      \[\leadsto \]

    if -1.22207516173605444e-37 < z

    1. Initial program 31.5

      \[\]
    2. Simplified15.8

      \[\leadsto \]
    3. Taylor expanded around 0 6.7

      \[\leadsto \]
    4. Simplified6.7

      \[\leadsto \]
  3. Recombined 2 regimes into one program.
  4. Final simplification8.6

    \[\leadsto \]

Reproduce

herbie shell --seed 2020180 
(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)))