Average Error: 5.7 → 3.0
Time: 21.2s
Precision: 64
\[x \cdot x - \left(y \cdot 4\right) \cdot \left(z \cdot z - t\right)\]
\[\begin{array}{l} \mathbf{if}\;z \cdot z \le 4.316651475360915328553043429326191138193 \cdot 10^{304}:\\ \;\;\;\;x \cdot x - \left(4 \cdot y\right) \cdot \left(z \cdot z - t\right)\\ \mathbf{else}:\\ \;\;\;\;x \cdot x - \left(\left(\sqrt{t} + z\right) \cdot \left(4 \cdot y\right)\right) \cdot \left(z - \sqrt{t}\right)\\ \end{array}\]
x \cdot x - \left(y \cdot 4\right) \cdot \left(z \cdot z - t\right)
\begin{array}{l}
\mathbf{if}\;z \cdot z \le 4.316651475360915328553043429326191138193 \cdot 10^{304}:\\
\;\;\;\;x \cdot x - \left(4 \cdot y\right) \cdot \left(z \cdot z - t\right)\\

\mathbf{else}:\\
\;\;\;\;x \cdot x - \left(\left(\sqrt{t} + z\right) \cdot \left(4 \cdot y\right)\right) \cdot \left(z - \sqrt{t}\right)\\

\end{array}
double f(double x, double y, double z, double t) {
        double r30016175 = x;
        double r30016176 = r30016175 * r30016175;
        double r30016177 = y;
        double r30016178 = 4.0;
        double r30016179 = r30016177 * r30016178;
        double r30016180 = z;
        double r30016181 = r30016180 * r30016180;
        double r30016182 = t;
        double r30016183 = r30016181 - r30016182;
        double r30016184 = r30016179 * r30016183;
        double r30016185 = r30016176 - r30016184;
        return r30016185;
}

double f(double x, double y, double z, double t) {
        double r30016186 = z;
        double r30016187 = r30016186 * r30016186;
        double r30016188 = 4.3166514753609153e+304;
        bool r30016189 = r30016187 <= r30016188;
        double r30016190 = x;
        double r30016191 = r30016190 * r30016190;
        double r30016192 = 4.0;
        double r30016193 = y;
        double r30016194 = r30016192 * r30016193;
        double r30016195 = t;
        double r30016196 = r30016187 - r30016195;
        double r30016197 = r30016194 * r30016196;
        double r30016198 = r30016191 - r30016197;
        double r30016199 = sqrt(r30016195);
        double r30016200 = r30016199 + r30016186;
        double r30016201 = r30016200 * r30016194;
        double r30016202 = r30016186 - r30016199;
        double r30016203 = r30016201 * r30016202;
        double r30016204 = r30016191 - r30016203;
        double r30016205 = r30016189 ? r30016198 : r30016204;
        return r30016205;
}

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

Original5.7
Target5.7
Herbie3.0
\[x \cdot x - 4 \cdot \left(y \cdot \left(z \cdot z - t\right)\right)\]

Derivation

  1. Split input into 2 regimes
  2. if (* z z) < 4.3166514753609153e+304

    1. Initial program 0.1

      \[x \cdot x - \left(y \cdot 4\right) \cdot \left(z \cdot z - t\right)\]

    if 4.3166514753609153e+304 < (* z z)

    1. Initial program 62.6

      \[x \cdot x - \left(y \cdot 4\right) \cdot \left(z \cdot z - t\right)\]
    2. Using strategy rm
    3. Applied add-sqr-sqrt63.3

      \[\leadsto x \cdot x - \left(y \cdot 4\right) \cdot \left(z \cdot z - \color{blue}{\sqrt{t} \cdot \sqrt{t}}\right)\]
    4. Applied difference-of-squares63.3

      \[\leadsto x \cdot x - \left(y \cdot 4\right) \cdot \color{blue}{\left(\left(z + \sqrt{t}\right) \cdot \left(z - \sqrt{t}\right)\right)}\]
    5. Applied associate-*r*32.5

      \[\leadsto x \cdot x - \color{blue}{\left(\left(y \cdot 4\right) \cdot \left(z + \sqrt{t}\right)\right) \cdot \left(z - \sqrt{t}\right)}\]
  3. Recombined 2 regimes into one program.
  4. Final simplification3.0

    \[\leadsto \begin{array}{l} \mathbf{if}\;z \cdot z \le 4.316651475360915328553043429326191138193 \cdot 10^{304}:\\ \;\;\;\;x \cdot x - \left(4 \cdot y\right) \cdot \left(z \cdot z - t\right)\\ \mathbf{else}:\\ \;\;\;\;x \cdot x - \left(\left(\sqrt{t} + z\right) \cdot \left(4 \cdot y\right)\right) \cdot \left(z - \sqrt{t}\right)\\ \end{array}\]

Reproduce

herbie shell --seed 2019170 +o rules:numerics
(FPCore (x y z t)
  :name "Graphics.Rasterific.Shading:$sradialGradientWithFocusShader from Rasterific-0.6.1, B"

  :herbie-target
  (- (* x x) (* 4.0 (* y (- (* z z) t))))

  (- (* x x) (* (* y 4.0) (- (* z z) t))))