Average Error: 1.9 → 1.9
Time: 28.3s
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 r604198 = x;
        double r604199 = y;
        double r604200 = r604199 - r604198;
        double r604201 = z;
        double r604202 = t;
        double r604203 = r604201 / r604202;
        double r604204 = r604200 * r604203;
        double r604205 = r604198 + r604204;
        return r604205;
}

double f(double x, double y, double z, double t) {
        double r604206 = y;
        double r604207 = x;
        double r604208 = r604206 - r604207;
        double r604209 = z;
        double r604210 = t;
        double r604211 = r604209 / r604210;
        double r604212 = fma(r604208, r604211, r604207);
        return r604212;
}

Error

Bits error versus x

Bits error versus y

Bits error versus z

Bits error versus t

Target

Original1.9
Target1.9
Herbie1.9
\[\begin{array}{l} \mathbf{if}\;\left(y - x\right) \cdot \frac{z}{t} \lt -1013646692435.887:\\ \;\;\;\;x + \frac{y - x}{\frac{t}{z}}\\ \mathbf{elif}\;\left(y - x\right) \cdot \frac{z}{t} \lt -0.0:\\ \;\;\;\;x + \frac{\left(y - x\right) \cdot z}{t}\\ \mathbf{else}:\\ \;\;\;\;x + \frac{y - x}{\frac{t}{z}}\\ \end{array}\]

Derivation

  1. Initial program 1.9

    \[x + \left(y - x\right) \cdot \frac{z}{t}\]
  2. Simplified1.9

    \[\leadsto \color{blue}{\mathsf{fma}\left(y - x, \frac{z}{t}, x\right)}\]
  3. Final simplification1.9

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

Reproduce

herbie shell --seed 2020046 +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))))