Average Error: 2.1 → 2.5
Time: 23.2s
Precision: 64
\[x + \left(y - x\right) \cdot \frac{z}{t}\]
\[\begin{array}{l} \mathbf{if}\;z \le -2.3206655123942797 \cdot 10^{+53}:\\ \;\;\;\;\mathsf{fma}\left(\frac{y - x}{t}, z, x\right)\\ \mathbf{elif}\;z \le 5.542680570447865 \cdot 10^{+157}:\\ \;\;\;\;\frac{\left(y - x\right) \cdot z}{t} + x\\ \mathbf{else}:\\ \;\;\;\;x + \frac{z}{t} \cdot \left(y - x\right)\\ \end{array}\]
x + \left(y - x\right) \cdot \frac{z}{t}
\begin{array}{l}
\mathbf{if}\;z \le -2.3206655123942797 \cdot 10^{+53}:\\
\;\;\;\;\mathsf{fma}\left(\frac{y - x}{t}, z, x\right)\\

\mathbf{elif}\;z \le 5.542680570447865 \cdot 10^{+157}:\\
\;\;\;\;\frac{\left(y - x\right) \cdot z}{t} + x\\

\mathbf{else}:\\
\;\;\;\;x + \frac{z}{t} \cdot \left(y - x\right)\\

\end{array}
double f(double x, double y, double z, double t) {
        double r27581159 = x;
        double r27581160 = y;
        double r27581161 = r27581160 - r27581159;
        double r27581162 = z;
        double r27581163 = t;
        double r27581164 = r27581162 / r27581163;
        double r27581165 = r27581161 * r27581164;
        double r27581166 = r27581159 + r27581165;
        return r27581166;
}

double f(double x, double y, double z, double t) {
        double r27581167 = z;
        double r27581168 = -2.3206655123942797e+53;
        bool r27581169 = r27581167 <= r27581168;
        double r27581170 = y;
        double r27581171 = x;
        double r27581172 = r27581170 - r27581171;
        double r27581173 = t;
        double r27581174 = r27581172 / r27581173;
        double r27581175 = fma(r27581174, r27581167, r27581171);
        double r27581176 = 5.542680570447865e+157;
        bool r27581177 = r27581167 <= r27581176;
        double r27581178 = r27581172 * r27581167;
        double r27581179 = r27581178 / r27581173;
        double r27581180 = r27581179 + r27581171;
        double r27581181 = r27581167 / r27581173;
        double r27581182 = r27581181 * r27581172;
        double r27581183 = r27581171 + r27581182;
        double r27581184 = r27581177 ? r27581180 : r27581183;
        double r27581185 = r27581169 ? r27581175 : r27581184;
        return r27581185;
}

Error

Bits error versus x

Bits error versus y

Bits error versus z

Bits error versus t

Target

Original2.1
Target2.3
Herbie2.5
\[\begin{array}{l} \mathbf{if}\;\left(y - x\right) \cdot \frac{z}{t} \lt -1013646692435.8867:\\ \;\;\;\;x + \frac{y - x}{\frac{t}{z}}\\ \mathbf{elif}\;\left(y - x\right) \cdot \frac{z}{t} \lt -0.0:\\ \;\;\;\;x + \frac{\left(y - x\right) \cdot z}{t}\\ \mathbf{else}:\\ \;\;\;\;x + \frac{y - x}{\frac{t}{z}}\\ \end{array}\]

Derivation

  1. Split input into 3 regimes
  2. if z < -2.3206655123942797e+53

    1. Initial program 5.6

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

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

    if -2.3206655123942797e+53 < z < 5.542680570447865e+157

    1. Initial program 1.2

      \[x + \left(y - x\right) \cdot \frac{z}{t}\]
    2. Using strategy rm
    3. Applied associate-*r/2.3

      \[\leadsto x + \color{blue}{\frac{\left(y - x\right) \cdot z}{t}}\]

    if 5.542680570447865e+157 < z

    1. Initial program 5.2

      \[x + \left(y - x\right) \cdot \frac{z}{t}\]
  3. Recombined 3 regimes into one program.
  4. Final simplification2.5

    \[\leadsto \begin{array}{l} \mathbf{if}\;z \le -2.3206655123942797 \cdot 10^{+53}:\\ \;\;\;\;\mathsf{fma}\left(\frac{y - x}{t}, z, x\right)\\ \mathbf{elif}\;z \le 5.542680570447865 \cdot 10^{+157}:\\ \;\;\;\;\frac{\left(y - x\right) \cdot z}{t} + x\\ \mathbf{else}:\\ \;\;\;\;x + \frac{z}{t} \cdot \left(y - x\right)\\ \end{array}\]

Reproduce

herbie shell --seed 2019158 +o rules:numerics
(FPCore (x y z t)
  :name "Graphics.Rendering.Plot.Render.Plot.Axis:tickPosition from plot-0.2.3.4"

  :herbie-target
  (if (< (* (- y x) (/ z t)) -1013646692435.8867) (+ 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))))