Average Error: 6.9 → 1.3
Time: 2.4s
Precision: 64
\[\left(x \cdot y - z \cdot y\right) \cdot t\]
\[\begin{array}{l} \mathbf{if}\;x \cdot y - z \cdot y = -\infty:\\ \;\;\;\;y \cdot \left(\left(x - z\right) \cdot t\right)\\ \mathbf{elif}\;x \cdot y - z \cdot y \le 1.48975433212958462 \cdot 10^{218}:\\ \;\;\;\;\mathsf{fma}\left(x, y, -z \cdot y\right) \cdot t\\ \mathbf{else}:\\ \;\;\;\;1 \cdot \left(\left(t \cdot y\right) \cdot x + \left(t \cdot y\right) \cdot \left(-z\right)\right)\\ \end{array}\]
\left(x \cdot y - z \cdot y\right) \cdot t
\begin{array}{l}
\mathbf{if}\;x \cdot y - z \cdot y = -\infty:\\
\;\;\;\;y \cdot \left(\left(x - z\right) \cdot t\right)\\

\mathbf{elif}\;x \cdot y - z \cdot y \le 1.48975433212958462 \cdot 10^{218}:\\
\;\;\;\;\mathsf{fma}\left(x, y, -z \cdot y\right) \cdot t\\

\mathbf{else}:\\
\;\;\;\;1 \cdot \left(\left(t \cdot y\right) \cdot x + \left(t \cdot y\right) \cdot \left(-z\right)\right)\\

\end{array}
double code(double x, double y, double z, double t) {
	return (((x * y) - (z * y)) * t);
}
double code(double x, double y, double z, double t) {
	double temp;
	if ((((x * y) - (z * y)) <= -inf.0)) {
		temp = (y * ((x - z) * t));
	} else {
		double temp_1;
		if ((((x * y) - (z * y)) <= 1.4897543321295846e+218)) {
			temp_1 = (fma(x, y, -(z * y)) * t);
		} else {
			temp_1 = (1.0 * (((t * y) * x) + ((t * y) * -z)));
		}
		temp = temp_1;
	}
	return temp;
}

Error

Bits error versus x

Bits error versus y

Bits error versus z

Bits error versus t

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original6.9
Target3.1
Herbie1.3
\[\begin{array}{l} \mathbf{if}\;t \lt -9.2318795828867769 \cdot 10^{-80}:\\ \;\;\;\;\left(y \cdot t\right) \cdot \left(x - z\right)\\ \mathbf{elif}\;t \lt 2.5430670515648771 \cdot 10^{83}:\\ \;\;\;\;y \cdot \left(t \cdot \left(x - z\right)\right)\\ \mathbf{else}:\\ \;\;\;\;\left(y \cdot \left(x - z\right)\right) \cdot t\\ \end{array}\]

Derivation

  1. Split input into 3 regimes
  2. if (- (* x y) (* z y)) < -inf.0

    1. Initial program 64.0

      \[\left(x \cdot y - z \cdot y\right) \cdot t\]
    2. Using strategy rm
    3. Applied distribute-rgt-out--64.0

      \[\leadsto \color{blue}{\left(y \cdot \left(x - z\right)\right)} \cdot t\]
    4. Applied associate-*l*0.2

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

    if -inf.0 < (- (* x y) (* z y)) < 1.4897543321295846e+218

    1. Initial program 1.4

      \[\left(x \cdot y - z \cdot y\right) \cdot t\]
    2. Using strategy rm
    3. Applied fma-neg1.4

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

    if 1.4897543321295846e+218 < (- (* x y) (* z y))

    1. Initial program 32.8

      \[\left(x \cdot y - z \cdot y\right) \cdot t\]
    2. Using strategy rm
    3. Applied *-un-lft-identity32.8

      \[\leadsto \color{blue}{\left(1 \cdot \left(x \cdot y - z \cdot y\right)\right)} \cdot t\]
    4. Applied associate-*l*32.8

      \[\leadsto \color{blue}{1 \cdot \left(\left(x \cdot y - z \cdot y\right) \cdot t\right)}\]
    5. Simplified0.8

      \[\leadsto 1 \cdot \color{blue}{\left(\left(t \cdot y\right) \cdot \left(x - z\right)\right)}\]
    6. Using strategy rm
    7. Applied sub-neg0.8

      \[\leadsto 1 \cdot \left(\left(t \cdot y\right) \cdot \color{blue}{\left(x + \left(-z\right)\right)}\right)\]
    8. Applied distribute-lft-in0.8

      \[\leadsto 1 \cdot \color{blue}{\left(\left(t \cdot y\right) \cdot x + \left(t \cdot y\right) \cdot \left(-z\right)\right)}\]
  3. Recombined 3 regimes into one program.
  4. Final simplification1.3

    \[\leadsto \begin{array}{l} \mathbf{if}\;x \cdot y - z \cdot y = -\infty:\\ \;\;\;\;y \cdot \left(\left(x - z\right) \cdot t\right)\\ \mathbf{elif}\;x \cdot y - z \cdot y \le 1.48975433212958462 \cdot 10^{218}:\\ \;\;\;\;\mathsf{fma}\left(x, y, -z \cdot y\right) \cdot t\\ \mathbf{else}:\\ \;\;\;\;1 \cdot \left(\left(t \cdot y\right) \cdot x + \left(t \cdot y\right) \cdot \left(-z\right)\right)\\ \end{array}\]

Reproduce

herbie shell --seed 2020058 +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))