Average Error: 9.4 → 0.4
Time: 5.6s
Precision: binary64
\[\]
\[\]
double code(double x, double y, double z, double t) {
	return ((double) (((double) (((double) (x * ((double) log(y)))) + ((double) (z * ((double) log(((double) (1.0 - y)))))))) - t));
}
double code(double x, double y, double z, double t) {
	return ((double) (((double) (((double) (x * ((double) log(((double) (((double) pow(((double) cbrt(y)), 1.6666666666666667)) * ((double) cbrt(((double) cbrt(y)))))))))) + ((double) (((double) (x * ((double) log(((double) pow(y, 0.3333333333333333)))))) + ((double) (z * ((double) (((double) log(1.0)) - ((double) (y * ((double) (1.0 + ((double) (y * ((double) (0.5 / ((double) (1.0 * 1.0)))))))))))))))))) - t));
}

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

Original9.4
Target0.3
Herbie0.4
\[\]

Derivation

  1. Initial program 9.4

    \[\]
  2. Taylor expanded around 0 0.4

    \[\leadsto \]
  3. Simplified0.4

    \[\leadsto \]
  4. Using strategy rm
  5. Applied add-cube-cbrt0.4

    \[\leadsto \]
  6. Applied log-prod0.4

    \[\leadsto \]
  7. Applied distribute-lft-in0.4

    \[\leadsto \]
  8. Applied associate-+l+0.4

    \[\leadsto \]
  9. Simplified0.4

    \[\leadsto \]
  10. Using strategy rm
  11. Applied pow1/30.4

    \[\leadsto \]
  12. Using strategy rm
  13. Applied add-cube-cbrt0.4

    \[\leadsto \]
  14. Applied associate-*r*0.4

    \[\leadsto \]
  15. Simplified0.4

    \[\leadsto \]
  16. Final simplification0.4

    \[\leadsto \]

Reproduce

herbie shell --seed 2020179 
(FPCore (x y z t)
  :name "Numeric.SpecFunctions:invIncompleteBetaWorker from math-functions-0.1.5.2, B"
  :precision binary64

  :herbie-target
  (- (* (neg z) (+ (+ (* 0.5 (* y y)) y) (* (/ 0.3333333333333333 (* 1.0 (* 1.0 1.0))) (* y (* y y))))) (- t (* x (log y))))

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