Average Error: 2.0 → 2.0
Time: 2.7s
Precision: 64
\[x + \left(y - x\right) \cdot \frac{z}{t}\]
\[\mathsf{fma}\left(y - x, \frac{z}{t}, x\right)\]
x + \left(y - x\right) \cdot \frac{z}{t}
\mathsf{fma}\left(y - x, \frac{z}{t}, x\right)
double f(double x, double y, double z, double t) {
        double r534792 = x;
        double r534793 = y;
        double r534794 = r534793 - r534792;
        double r534795 = z;
        double r534796 = t;
        double r534797 = r534795 / r534796;
        double r534798 = r534794 * r534797;
        double r534799 = r534792 + r534798;
        return r534799;
}

double f(double x, double y, double z, double t) {
        double r534800 = y;
        double r534801 = x;
        double r534802 = r534800 - r534801;
        double r534803 = z;
        double r534804 = t;
        double r534805 = r534803 / r534804;
        double r534806 = fma(r534802, r534805, r534801);
        return r534806;
}

Error

Bits error versus x

Bits error versus y

Bits error versus z

Bits error versus t

Target

Original2.0
Target2.0
Herbie2.0
\[\begin{array}{l} \mathbf{if}\;\left(y - x\right) \cdot \frac{z}{t} \lt -1013646692435.887:\\ \;\;\;\;x + \frac{y - x}{\frac{t}{z}}\\ \mathbf{elif}\;\left(y - x\right) \cdot \frac{z}{t} \lt -0.0:\\ \;\;\;\;x + \frac{\left(y - x\right) \cdot z}{t}\\ \mathbf{else}:\\ \;\;\;\;x + \frac{y - x}{\frac{t}{z}}\\ \end{array}\]

Derivation

  1. Initial program 2.0

    \[x + \left(y - x\right) \cdot \frac{z}{t}\]
  2. Simplified2.0

    \[\leadsto \color{blue}{\mathsf{fma}\left(y - x, \frac{z}{t}, x\right)}\]
  3. Final simplification2.0

    \[\leadsto \mathsf{fma}\left(y - x, \frac{z}{t}, x\right)\]

Reproduce

herbie shell --seed 2020064 +o rules:numerics
(FPCore (x y z t)
  :name "Graphics.Rendering.Plot.Render.Plot.Axis:tickPosition from plot-0.2.3.4"
  :precision binary64

  :herbie-target
  (if (< (* (- y x) (/ z t)) -1013646692435.887) (+ x (/ (- y x) (/ t z))) (if (< (* (- y x) (/ z t)) -0.0) (+ x (/ (* (- y x) z) t)) (+ x (/ (- y x) (/ t z)))))

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