Average Error: 6.3 → 2.2
Time: 21.3s
Precision: 64
\[x + \frac{\left(y - x\right) \cdot z}{t}\]
\[x + \frac{y - x}{\frac{t}{z}}\]
x + \frac{\left(y - x\right) \cdot z}{t}
x + \frac{y - x}{\frac{t}{z}}
double f(double x, double y, double z, double t) {
        double r354344 = x;
        double r354345 = y;
        double r354346 = r354345 - r354344;
        double r354347 = z;
        double r354348 = r354346 * r354347;
        double r354349 = t;
        double r354350 = r354348 / r354349;
        double r354351 = r354344 + r354350;
        return r354351;
}

double f(double x, double y, double z, double t) {
        double r354352 = x;
        double r354353 = y;
        double r354354 = r354353 - r354352;
        double r354355 = t;
        double r354356 = z;
        double r354357 = r354355 / r354356;
        double r354358 = r354354 / r354357;
        double r354359 = r354352 + r354358;
        return r354359;
}

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

Original6.3
Target2.2
Herbie2.2
\[\begin{array}{l} \mathbf{if}\;x \lt -9.025511195533004570453352523209034680317 \cdot 10^{-135}:\\ \;\;\;\;x - \frac{z}{t} \cdot \left(x - y\right)\\ \mathbf{elif}\;x \lt 4.275032163700714748507147332551979944314 \cdot 10^{-250}:\\ \;\;\;\;x + \frac{y - x}{t} \cdot z\\ \mathbf{else}:\\ \;\;\;\;x + \frac{y - x}{\frac{t}{z}}\\ \end{array}\]

Derivation

  1. Initial program 6.3

    \[x + \frac{\left(y - x\right) \cdot z}{t}\]
  2. Using strategy rm
  3. Applied associate-/l*2.2

    \[\leadsto x + \color{blue}{\frac{y - x}{\frac{t}{z}}}\]
  4. Final simplification2.2

    \[\leadsto x + \frac{y - x}{\frac{t}{z}}\]

Reproduce

herbie shell --seed 2019323 
(FPCore (x y z t)
  :name "Numeric.Histogram:binBounds from Chart-1.5.3"
  :precision binary64

  :herbie-target
  (if (< x -9.025511195533005e-135) (- x (* (/ z t) (- x y))) (if (< x 4.275032163700715e-250) (+ x (* (/ (- y x) t) z)) (+ x (/ (- y x) (/ t z)))))

  (+ x (/ (* (- y x) z) t)))