Average Error: 6.9 → 2.9
Time: 3.7s
Precision: binary64
\[\left(x \cdot y - z \cdot y\right) \cdot t\]
\[\begin{array}{l} \mathbf{if}\;y \le -2.68352422182606035 \cdot 10^{45}:\\ \;\;\;\;\left(y \cdot t\right) \cdot \left(x - z\right)\\ \mathbf{elif}\;y \le 2.165575148717488 \cdot 10^{-97}:\\ \;\;\;\;t \cdot \left(y \cdot \left(x - z\right)\right)\\ \mathbf{else}:\\ \;\;\;\;y \cdot \left(t \cdot x\right) - y \cdot \left(t \cdot z\right)\\ \end{array}\]
\left(x \cdot y - z \cdot y\right) \cdot t
\begin{array}{l}
\mathbf{if}\;y \le -2.68352422182606035 \cdot 10^{45}:\\
\;\;\;\;\left(y \cdot t\right) \cdot \left(x - z\right)\\

\mathbf{elif}\;y \le 2.165575148717488 \cdot 10^{-97}:\\
\;\;\;\;t \cdot \left(y \cdot \left(x - z\right)\right)\\

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

\end{array}
double code(double x, double y, double z, double t) {
	return ((double) (((double) (((double) (x * y)) - ((double) (z * y)))) * t));
}
double code(double x, double y, double z, double t) {
	double VAR;
	if ((y <= -2.6835242218260603e+45)) {
		VAR = ((double) (((double) (y * t)) * ((double) (x - z))));
	} else {
		double VAR_1;
		if ((y <= 2.165575148717488e-97)) {
			VAR_1 = ((double) (t * ((double) (y * ((double) (x - z))))));
		} else {
			VAR_1 = ((double) (((double) (y * ((double) (t * x)))) - ((double) (y * ((double) (t * z))))));
		}
		VAR = VAR_1;
	}
	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
Herbie2.9
\[\begin{array}{l} \mathbf{if}\;t \lt -9.2318795828867769 \cdot 10^{-80}:\\ \;\;\;\;\left(y \cdot t\right) \cdot \left(x - z\right)\\ \mathbf{elif}\;t \lt 2.5430670515648771 \cdot 10^{83}:\\ \;\;\;\;y \cdot \left(t \cdot \left(x - z\right)\right)\\ \mathbf{else}:\\ \;\;\;\;\left(y \cdot \left(x - z\right)\right) \cdot t\\ \end{array}\]

Derivation

  1. Split input into 3 regimes
  2. if y < -2.68352422182606035e45

    1. Initial program 18.0

      \[\left(x \cdot y - z \cdot y\right) \cdot t\]
    2. Simplified4.1

      \[\leadsto \color{blue}{y \cdot \left(t \cdot \left(x - z\right)\right)}\]
    3. Using strategy rm
    4. Applied associate-*r*4.3

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

    if -2.68352422182606035e45 < y < 2.165575148717488e-97

    1. Initial program 2.4

      \[\left(x \cdot y - z \cdot y\right) \cdot t\]
    2. Using strategy rm
    3. Applied *-un-lft-identity2.4

      \[\leadsto \left(x \cdot y - z \cdot y\right) \cdot \color{blue}{\left(1 \cdot t\right)}\]
    4. Applied associate-*r*2.4

      \[\leadsto \color{blue}{\left(\left(x \cdot y - z \cdot y\right) \cdot 1\right) \cdot t}\]
    5. Simplified2.4

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

    if 2.165575148717488e-97 < y

    1. Initial program 10.3

      \[\left(x \cdot y - z \cdot y\right) \cdot t\]
    2. Simplified3.1

      \[\leadsto \color{blue}{y \cdot \left(t \cdot \left(x - z\right)\right)}\]
    3. Using strategy rm
    4. Applied sub-neg3.1

      \[\leadsto y \cdot \left(t \cdot \color{blue}{\left(x + \left(-z\right)\right)}\right)\]
    5. Applied distribute-lft-in3.1

      \[\leadsto y \cdot \color{blue}{\left(t \cdot x + t \cdot \left(-z\right)\right)}\]
    6. Applied distribute-lft-in3.1

      \[\leadsto \color{blue}{y \cdot \left(t \cdot x\right) + y \cdot \left(t \cdot \left(-z\right)\right)}\]
  3. Recombined 3 regimes into one program.
  4. Final simplification2.9

    \[\leadsto \begin{array}{l} \mathbf{if}\;y \le -2.68352422182606035 \cdot 10^{45}:\\ \;\;\;\;\left(y \cdot t\right) \cdot \left(x - z\right)\\ \mathbf{elif}\;y \le 2.165575148717488 \cdot 10^{-97}:\\ \;\;\;\;t \cdot \left(y \cdot \left(x - z\right)\right)\\ \mathbf{else}:\\ \;\;\;\;y \cdot \left(t \cdot x\right) - y \cdot \left(t \cdot z\right)\\ \end{array}\]

Reproduce

herbie shell --seed 2020185 
(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))