Average Error: 3.7 → 0.1
Time: 4.5s
Precision: 64
\[x \cdot \left(1 - \left(1 - y\right) \cdot z\right)\]
\[\begin{array}{l} \mathbf{if}\;\left(1 - y\right) \cdot z \le -1.549569963444854001412453568724587510933 \cdot 10^{203}:\\ \;\;\;\;x \cdot 1 + \left(x \cdot z\right) \cdot \left(y - 1\right)\\ \mathbf{elif}\;\left(1 - y\right) \cdot z \le 1.946618348255187764452186866922445476636 \cdot 10^{304}:\\ \;\;\;\;x \cdot \left(1 - \left(1 - y\right) \cdot z\right)\\ \mathbf{else}:\\ \;\;\;\;x \cdot 1 + \left(\left(\left(\left(x \cdot z\right) \cdot \sqrt[3]{y - 1}\right) \cdot \sqrt[3]{\sqrt[3]{y - 1} \cdot \sqrt[3]{y - 1}}\right) \cdot \sqrt[3]{\sqrt[3]{y - 1}}\right) \cdot \sqrt[3]{y - 1}\\ \end{array}\]
x \cdot \left(1 - \left(1 - y\right) \cdot z\right)
\begin{array}{l}
\mathbf{if}\;\left(1 - y\right) \cdot z \le -1.549569963444854001412453568724587510933 \cdot 10^{203}:\\
\;\;\;\;x \cdot 1 + \left(x \cdot z\right) \cdot \left(y - 1\right)\\

\mathbf{elif}\;\left(1 - y\right) \cdot z \le 1.946618348255187764452186866922445476636 \cdot 10^{304}:\\
\;\;\;\;x \cdot \left(1 - \left(1 - y\right) \cdot z\right)\\

\mathbf{else}:\\
\;\;\;\;x \cdot 1 + \left(\left(\left(\left(x \cdot z\right) \cdot \sqrt[3]{y - 1}\right) \cdot \sqrt[3]{\sqrt[3]{y - 1} \cdot \sqrt[3]{y - 1}}\right) \cdot \sqrt[3]{\sqrt[3]{y - 1}}\right) \cdot \sqrt[3]{y - 1}\\

\end{array}
double f(double x, double y, double z) {
        double r786380 = x;
        double r786381 = 1.0;
        double r786382 = y;
        double r786383 = r786381 - r786382;
        double r786384 = z;
        double r786385 = r786383 * r786384;
        double r786386 = r786381 - r786385;
        double r786387 = r786380 * r786386;
        return r786387;
}

double f(double x, double y, double z) {
        double r786388 = 1.0;
        double r786389 = y;
        double r786390 = r786388 - r786389;
        double r786391 = z;
        double r786392 = r786390 * r786391;
        double r786393 = -1.549569963444854e+203;
        bool r786394 = r786392 <= r786393;
        double r786395 = x;
        double r786396 = r786395 * r786388;
        double r786397 = r786395 * r786391;
        double r786398 = r786389 - r786388;
        double r786399 = r786397 * r786398;
        double r786400 = r786396 + r786399;
        double r786401 = 1.9466183482551878e+304;
        bool r786402 = r786392 <= r786401;
        double r786403 = r786388 - r786392;
        double r786404 = r786395 * r786403;
        double r786405 = cbrt(r786398);
        double r786406 = r786397 * r786405;
        double r786407 = r786405 * r786405;
        double r786408 = cbrt(r786407);
        double r786409 = r786406 * r786408;
        double r786410 = cbrt(r786405);
        double r786411 = r786409 * r786410;
        double r786412 = r786411 * r786405;
        double r786413 = r786396 + r786412;
        double r786414 = r786402 ? r786404 : r786413;
        double r786415 = r786394 ? r786400 : r786414;
        return r786415;
}

Error

Bits error versus x

Bits error versus y

Bits error versus z

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original3.7
Target0.2
Herbie0.1
\[\begin{array}{l} \mathbf{if}\;x \cdot \left(1 - \left(1 - y\right) \cdot z\right) \lt -1.618195973607048970493874632750554853795 \cdot 10^{50}:\\ \;\;\;\;x + \left(1 - y\right) \cdot \left(\left(-z\right) \cdot x\right)\\ \mathbf{elif}\;x \cdot \left(1 - \left(1 - y\right) \cdot z\right) \lt 3.892237649663902900973248011051357504727 \cdot 10^{134}:\\ \;\;\;\;\left(x \cdot y\right) \cdot z - \left(x \cdot z - x\right)\\ \mathbf{else}:\\ \;\;\;\;x + \left(1 - y\right) \cdot \left(\left(-z\right) \cdot x\right)\\ \end{array}\]

Derivation

  1. Split input into 3 regimes
  2. if (* (- 1.0 y) z) < -1.549569963444854e+203

    1. Initial program 20.2

      \[x \cdot \left(1 - \left(1 - y\right) \cdot z\right)\]
    2. Using strategy rm
    3. Applied sub-neg20.2

      \[\leadsto x \cdot \color{blue}{\left(1 + \left(-\left(1 - y\right) \cdot z\right)\right)}\]
    4. Applied distribute-lft-in20.2

      \[\leadsto \color{blue}{x \cdot 1 + x \cdot \left(-\left(1 - y\right) \cdot z\right)}\]
    5. Simplified0.3

      \[\leadsto x \cdot 1 + \color{blue}{\left(x \cdot z\right) \cdot \left(y - 1\right)}\]

    if -1.549569963444854e+203 < (* (- 1.0 y) z) < 1.9466183482551878e+304

    1. Initial program 0.1

      \[x \cdot \left(1 - \left(1 - y\right) \cdot z\right)\]

    if 1.9466183482551878e+304 < (* (- 1.0 y) z)

    1. Initial program 60.4

      \[x \cdot \left(1 - \left(1 - y\right) \cdot z\right)\]
    2. Using strategy rm
    3. Applied sub-neg60.4

      \[\leadsto x \cdot \color{blue}{\left(1 + \left(-\left(1 - y\right) \cdot z\right)\right)}\]
    4. Applied distribute-lft-in60.4

      \[\leadsto \color{blue}{x \cdot 1 + x \cdot \left(-\left(1 - y\right) \cdot z\right)}\]
    5. Simplified0.3

      \[\leadsto x \cdot 1 + \color{blue}{\left(x \cdot z\right) \cdot \left(y - 1\right)}\]
    6. Using strategy rm
    7. Applied add-cube-cbrt1.2

      \[\leadsto x \cdot 1 + \left(x \cdot z\right) \cdot \color{blue}{\left(\left(\sqrt[3]{y - 1} \cdot \sqrt[3]{y - 1}\right) \cdot \sqrt[3]{y - 1}\right)}\]
    8. Applied associate-*r*1.2

      \[\leadsto x \cdot 1 + \color{blue}{\left(\left(x \cdot z\right) \cdot \left(\sqrt[3]{y - 1} \cdot \sqrt[3]{y - 1}\right)\right) \cdot \sqrt[3]{y - 1}}\]
    9. Using strategy rm
    10. Applied associate-*r*1.2

      \[\leadsto x \cdot 1 + \color{blue}{\left(\left(\left(x \cdot z\right) \cdot \sqrt[3]{y - 1}\right) \cdot \sqrt[3]{y - 1}\right)} \cdot \sqrt[3]{y - 1}\]
    11. Using strategy rm
    12. Applied add-cube-cbrt1.3

      \[\leadsto x \cdot 1 + \left(\left(\left(x \cdot z\right) \cdot \sqrt[3]{y - 1}\right) \cdot \sqrt[3]{\color{blue}{\left(\sqrt[3]{y - 1} \cdot \sqrt[3]{y - 1}\right) \cdot \sqrt[3]{y - 1}}}\right) \cdot \sqrt[3]{y - 1}\]
    13. Applied cbrt-prod1.4

      \[\leadsto x \cdot 1 + \left(\left(\left(x \cdot z\right) \cdot \sqrt[3]{y - 1}\right) \cdot \color{blue}{\left(\sqrt[3]{\sqrt[3]{y - 1} \cdot \sqrt[3]{y - 1}} \cdot \sqrt[3]{\sqrt[3]{y - 1}}\right)}\right) \cdot \sqrt[3]{y - 1}\]
    14. Applied associate-*r*1.4

      \[\leadsto x \cdot 1 + \color{blue}{\left(\left(\left(\left(x \cdot z\right) \cdot \sqrt[3]{y - 1}\right) \cdot \sqrt[3]{\sqrt[3]{y - 1} \cdot \sqrt[3]{y - 1}}\right) \cdot \sqrt[3]{\sqrt[3]{y - 1}}\right)} \cdot \sqrt[3]{y - 1}\]
  3. Recombined 3 regimes into one program.
  4. Final simplification0.1

    \[\leadsto \begin{array}{l} \mathbf{if}\;\left(1 - y\right) \cdot z \le -1.549569963444854001412453568724587510933 \cdot 10^{203}:\\ \;\;\;\;x \cdot 1 + \left(x \cdot z\right) \cdot \left(y - 1\right)\\ \mathbf{elif}\;\left(1 - y\right) \cdot z \le 1.946618348255187764452186866922445476636 \cdot 10^{304}:\\ \;\;\;\;x \cdot \left(1 - \left(1 - y\right) \cdot z\right)\\ \mathbf{else}:\\ \;\;\;\;x \cdot 1 + \left(\left(\left(\left(x \cdot z\right) \cdot \sqrt[3]{y - 1}\right) \cdot \sqrt[3]{\sqrt[3]{y - 1} \cdot \sqrt[3]{y - 1}}\right) \cdot \sqrt[3]{\sqrt[3]{y - 1}}\right) \cdot \sqrt[3]{y - 1}\\ \end{array}\]

Reproduce

herbie shell --seed 2020001 
(FPCore (x y z)
  :name "Data.Colour.RGBSpace.HSV:hsv from colour-2.3.3, J"
  :precision binary64

  :herbie-target
  (if (< (* x (- 1 (* (- 1 y) z))) -1.618195973607049e+50) (+ x (* (- 1 y) (* (- z) x))) (if (< (* x (- 1 (* (- 1 y) z))) 3.892237649663903e+134) (- (* (* x y) z) (- (* x z) x)) (+ x (* (- 1 y) (* (- z) x)))))

  (* x (- 1 (* (- 1 y) z))))