Average Error: 6.9 → 0.6
Time: 2.8s
Precision: 64
\[\left(x \cdot y - z \cdot y\right) \cdot t\]
\[\begin{array}{l} \mathbf{if}\;x \cdot y - z \cdot y = -\infty \lor \neg \left(x \cdot y - z \cdot y \le -1.22339818893361066 \cdot 10^{-245} \lor \neg \left(x \cdot y - z \cdot y \le 9.38092306052079621 \cdot 10^{-237} \lor \neg \left(x \cdot y - z \cdot y \le 2.32936053843261313 \cdot 10^{168}\right)\right)\right):\\ \;\;\;\;y \cdot \left(\left(x - z\right) \cdot t\right)\\ \mathbf{else}:\\ \;\;\;\;\left(x \cdot y - z \cdot y\right) \cdot t\\ \end{array}\]
\left(x \cdot y - z \cdot y\right) \cdot t
\begin{array}{l}
\mathbf{if}\;x \cdot y - z \cdot y = -\infty \lor \neg \left(x \cdot y - z \cdot y \le -1.22339818893361066 \cdot 10^{-245} \lor \neg \left(x \cdot y - z \cdot y \le 9.38092306052079621 \cdot 10^{-237} \lor \neg \left(x \cdot y - z \cdot y \le 2.32936053843261313 \cdot 10^{168}\right)\right)\right):\\
\;\;\;\;y \cdot \left(\left(x - z\right) \cdot t\right)\\

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

\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 VAR;
	if (((((x * y) - (z * y)) <= -inf.0) || !((((x * y) - (z * y)) <= -1.2233981889336107e-245) || !((((x * y) - (z * y)) <= 9.380923060520796e-237) || !(((x * y) - (z * y)) <= 2.329360538432613e+168))))) {
		VAR = (y * ((x - z) * t));
	} else {
		VAR = (((x * y) - (z * y)) * t);
	}
	return VAR;
}

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
Target3.3
Herbie0.6
\[\begin{array}{l} \mathbf{if}\;t \lt -9.2318795828867769 \cdot 10^{-80}:\\ \;\;\;\;\left(y \cdot t\right) \cdot \left(x - z\right)\\ \mathbf{elif}\;t \lt 2.5430670515648771 \cdot 10^{83}:\\ \;\;\;\;y \cdot \left(t \cdot \left(x - z\right)\right)\\ \mathbf{else}:\\ \;\;\;\;\left(y \cdot \left(x - z\right)\right) \cdot t\\ \end{array}\]

Derivation

  1. Split input into 2 regimes
  2. if (- (* x y) (* z y)) < -inf.0 or -1.2233981889336107e-245 < (- (* x y) (* z y)) < 9.380923060520796e-237 or 2.329360538432613e+168 < (- (* x y) (* z y))

    1. Initial program 24.9

      \[\left(x \cdot y - z \cdot y\right) \cdot t\]
    2. Using strategy rm
    3. Applied distribute-rgt-out--24.9

      \[\leadsto \color{blue}{\left(y \cdot \left(x - z\right)\right)} \cdot t\]
    4. Applied associate-*l*1.4

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

    if -inf.0 < (- (* x y) (* z y)) < -1.2233981889336107e-245 or 9.380923060520796e-237 < (- (* x y) (* z y)) < 2.329360538432613e+168

    1. Initial program 0.2

      \[\left(x \cdot y - z \cdot y\right) \cdot t\]
  3. Recombined 2 regimes into one program.
  4. Final simplification0.6

    \[\leadsto \begin{array}{l} \mathbf{if}\;x \cdot y - z \cdot y = -\infty \lor \neg \left(x \cdot y - z \cdot y \le -1.22339818893361066 \cdot 10^{-245} \lor \neg \left(x \cdot y - z \cdot y \le 9.38092306052079621 \cdot 10^{-237} \lor \neg \left(x \cdot y - z \cdot y \le 2.32936053843261313 \cdot 10^{168}\right)\right)\right):\\ \;\;\;\;y \cdot \left(\left(x - z\right) \cdot t\right)\\ \mathbf{else}:\\ \;\;\;\;\left(x \cdot y - z \cdot y\right) \cdot t\\ \end{array}\]

Reproduce

herbie shell --seed 2020079 +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))