Average Error: 6.8 → 2.6
Time: 9.7s
Precision: 64
\[\left(x \cdot y - z \cdot y\right) \cdot t\]
↓
\[\begin{array}{l} \mathbf{if}\;t \le -6.6154169219747513 \cdot 10^{-26} \lor \neg \left(t \le 752007501190631\right):\\ \;\;\;\;\mathsf{fma}\left(x, y, -y \cdot z\right) \cdot t\\ \mathbf{else}:\\ \;\;\;\;y \cdot \left(\left(x - z\right) \cdot t\right)\\ \end{array}\]
\left(x \cdot y - z \cdot y\right) \cdot t
↓
\begin{array}{l}
\mathbf{if}\;t \le -6.6154169219747513 \cdot 10^{-26} \lor \neg \left(t \le 752007501190631\right):\\
\;\;\;\;\mathsf{fma}\left(x, y, -y \cdot z\right) \cdot t\\

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

\end{array}
double f(double x, double y, double z, double t) {
        double r528053 = x;
        double r528054 = y;
        double r528055 = r528053 * r528054;
        double r528056 = z;
        double r528057 = r528056 * r528054;
        double r528058 = r528055 - r528057;
        double r528059 = t;
        double r528060 = r528058 * r528059;
        return r528060;
}
↓
double f(double x, double y, double z, double t) {
        double r528061 = t;
        double r528062 = -6.615416921974751e-26;
        bool r528063 = r528061 <= r528062;
        double r528064 = 752007501190631.0;
        bool r528065 = r528061 <= r528064;
        double r528066 = !r528065;
        bool r528067 = r528063 || r528066;
        double r528068 = x;
        double r528069 = y;
        double r528070 = z;
        double r528071 = r528069 * r528070;
        double r528072 = -r528071;
        double r528073 = fma(r528068, r528069, r528072);
        double r528074 = r528073 * r528061;
        double r528075 = r528068 - r528070;
        double r528076 = r528075 * r528061;
        double r528077 = r528069 * r528076;
        double r528078 = r528067 ? r528074 : r528077;
        return r528078;
}

Error

Bits error versus x

Bits error versus y

Bits error versus z

Bits error versus t

Target

Original6.8
Target3.0
Herbie2.6
\[\begin{array}{l} \mathbf{if}\;t \lt -9.2318795828867769 \cdot 10^{-80}:\\ \;\;\;\;\left(y \cdot t\right) \cdot \left(x - z\right)\\ \mathbf{elif}\;t \lt 2.5430670515648771 \cdot 10^{83}:\\ \;\;\;\;y \cdot \left(t \cdot \left(x - z\right)\right)\\ \mathbf{else}:\\ \;\;\;\;\left(y \cdot \left(x - z\right)\right) \cdot t\\ \end{array}\]

Derivation

  1. Split input into 2 regimes

  2. if t < -6.615416921974751e-26 or 752007501190631.0 < t

    1. Initial program 3.3

      \[\left(x \cdot y - z \cdot y\right) \cdot t\]
    2. Using strategy rm

    3. Applied fma-neg3.3

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

    4. Simplified3.3

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

    if -6.615416921974751e-26 < t < 752007501190631.0

    1. Initial program 9.1

      \[\left(x \cdot y - z \cdot y\right) \cdot t\]
    2. Using strategy rm

    3. Applied distribute-rgt-out--9.1

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

    4. Applied associate-*l*2.1

      \[\leadsto \color{blue}{y \cdot \left(\left(x - z\right) \cdot t\right)}\]
  3. Recombined 2 regimes into one program.

  4. Final simplification2.6

    \[\leadsto \begin{array}{l} \mathbf{if}\;t \le -6.6154169219747513 \cdot 10^{-26} \lor \neg \left(t \le 752007501190631\right):\\ \;\;\;\;\mathsf{fma}\left(x, y, -y \cdot z\right) \cdot t\\ \mathbf{else}:\\ \;\;\;\;y \cdot \left(\left(x - z\right) \cdot t\right)\\ \end{array}\]

Reproduce

herbie shell --seed 2020045 +o rules:numerics
(FPCore (x y z t)
  :name "Linear.Projection:inverseInfinitePerspective from linear-1.19.1.3"
  :precision binary64

  :herbie-target
  (if (< t -9.231879582886777e-80) (* (* y t) (- x z)) (if (< t 2.543067051564877e+83) (* y (* t (- x z))) (* (* y (- x z)) t)))

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