Average Error: 2.2 → 2.2
Time: 13.9s
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 r719033 = x;
        double r719034 = y;
        double r719035 = r719034 - r719033;
        double r719036 = z;
        double r719037 = t;
        double r719038 = r719036 / r719037;
        double r719039 = r719035 * r719038;
        double r719040 = r719033 + r719039;
        return r719040;
}

double f(double x, double y, double z, double t) {
        double r719041 = y;
        double r719042 = x;
        double r719043 = r719041 - r719042;
        double r719044 = z;
        double r719045 = t;
        double r719046 = r719044 / r719045;
        double r719047 = fma(r719043, r719046, r719042);
        return r719047;
}

Error

Bits error versus x

Bits error versus y

Bits error versus z

Bits error versus t

Target

Original2.2
Target2.3
Herbie2.2
\[\begin{array}{l} \mathbf{if}\;\left(y - x\right) \cdot \frac{z}{t} \lt -1013646692435.887:\\ \;\;\;\;x + \frac{y - x}{\frac{t}{z}}\\ \mathbf{elif}\;\left(y - x\right) \cdot \frac{z}{t} \lt -0.0:\\ \;\;\;\;x + \frac{\left(y - x\right) \cdot z}{t}\\ \mathbf{else}:\\ \;\;\;\;x + \frac{y - x}{\frac{t}{z}}\\ \end{array}\]

Derivation

  1. Initial program 2.2

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

    \[\leadsto \color{blue}{\mathsf{fma}\left(y - x, \frac{z}{t}, x\right)}\]
  3. Using strategy rm
  4. Applied *-un-lft-identity2.2

    \[\leadsto \color{blue}{1 \cdot \mathsf{fma}\left(y - x, \frac{z}{t}, x\right)}\]
  5. Final simplification2.2

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

Reproduce

herbie shell --seed 2020045 +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))))