Average Error: 12.7 → 2.0
Time: 3.4s
Precision: 64
\[\frac{x \cdot \left(y + z\right)}{z}\]
↓
\[\begin{array}{l} \mathbf{if}\;x \le -1.025060815940221284599523414245967851062 \cdot 10^{-116} \lor \neg \left(x \le 2.664793329374929939202329816063701600281 \cdot 10^{-65}\right):\\ \;\;\;\;\frac{y}{z} \cdot x + x\\ \mathbf{else}:\\ \;\;\;\;\left(x \cdot y\right) \cdot \frac{1}{z} + x\\ \end{array}\]
\frac{x \cdot \left(y + z\right)}{z}
↓
\begin{array}{l}
\mathbf{if}\;x \le -1.025060815940221284599523414245967851062 \cdot 10^{-116} \lor \neg \left(x \le 2.664793329374929939202329816063701600281 \cdot 10^{-65}\right):\\
\;\;\;\;\frac{y}{z} \cdot x + x\\

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

\end{array}
double f(double x, double y, double z) {
        double r407003 = x;
        double r407004 = y;
        double r407005 = z;
        double r407006 = r407004 + r407005;
        double r407007 = r407003 * r407006;
        double r407008 = r407007 / r407005;
        return r407008;
}
↓
double f(double x, double y, double z) {
        double r407009 = x;
        double r407010 = -1.0250608159402213e-116;
        bool r407011 = r407009 <= r407010;
        double r407012 = 2.66479332937493e-65;
        bool r407013 = r407009 <= r407012;
        double r407014 = !r407013;
        bool r407015 = r407011 || r407014;
        double r407016 = y;
        double r407017 = z;
        double r407018 = r407016 / r407017;
        double r407019 = r407018 * r407009;
        double r407020 = r407019 + r407009;
        double r407021 = r407009 * r407016;
        double r407022 = 1.0;
        double r407023 = r407022 / r407017;
        double r407024 = r407021 * r407023;
        double r407025 = r407024 + r407009;
        double r407026 = r407015 ? r407020 : r407025;
        return r407026;
}

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

Original12.7
Target3.2
Herbie2.0
\[\frac{x}{\frac{z}{y + z}}\]

Derivation

  1. Split input into 2 regimes

  2. if x < -1.0250608159402213e-116 or 2.66479332937493e-65 < x

    1. Initial program 17.0

      \[\frac{x \cdot \left(y + z\right)}{z}\]

    2. Simplified0.7

      \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{y}{z}, x, x\right)}\]
    3. Using strategy rm

    4. Applied fma-udef0.7

      \[\leadsto \color{blue}{\frac{y}{z} \cdot x + x}\]

    if -1.0250608159402213e-116 < x < 2.66479332937493e-65

    1. Initial program 6.5

      \[\frac{x \cdot \left(y + z\right)}{z}\]

    2. Simplified7.7

      \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{y}{z}, x, x\right)}\]
    3. Using strategy rm

    4. Applied fma-udef7.7

      \[\leadsto \color{blue}{\frac{y}{z} \cdot x + x}\]
    5. Using strategy rm

    6. Applied *-un-lft-identity7.7

      \[\leadsto \frac{y}{\color{blue}{1 \cdot z}} \cdot x + x\]

    7. Applied add-cube-cbrt8.1

      \[\leadsto \frac{\color{blue}{\left(\sqrt[3]{y} \cdot \sqrt[3]{y}\right) \cdot \sqrt[3]{y}}}{1 \cdot z} \cdot x + x\]

    8. Applied times-frac8.1

      \[\leadsto \color{blue}{\left(\frac{\sqrt[3]{y} \cdot \sqrt[3]{y}}{1} \cdot \frac{\sqrt[3]{y}}{z}\right)} \cdot x + x\]

    9. Applied associate-*l*3.9

      \[\leadsto \color{blue}{\frac{\sqrt[3]{y} \cdot \sqrt[3]{y}}{1} \cdot \left(\frac{\sqrt[3]{y}}{z} \cdot x\right)} + x\]
    10. Using strategy rm

    11. Applied associate-*l/3.4

      \[\leadsto \frac{\sqrt[3]{y} \cdot \sqrt[3]{y}}{1} \cdot \color{blue}{\frac{\sqrt[3]{y} \cdot x}{z}} + x\]
    12. Using strategy rm

    13. Applied div-inv3.4

      \[\leadsto \frac{\sqrt[3]{y} \cdot \sqrt[3]{y}}{1} \cdot \color{blue}{\left(\left(\sqrt[3]{y} \cdot x\right) \cdot \frac{1}{z}\right)} + x\]

    14. Applied associate-*r*4.3

      \[\leadsto \color{blue}{\left(\frac{\sqrt[3]{y} \cdot \sqrt[3]{y}}{1} \cdot \left(\sqrt[3]{y} \cdot x\right)\right) \cdot \frac{1}{z}} + x\]

    15. Simplified3.9

      \[\leadsto \color{blue}{\left(x \cdot y\right)} \cdot \frac{1}{z} + x\]
  3. Recombined 2 regimes into one program.

  4. Final simplification2.0

    \[\leadsto \begin{array}{l} \mathbf{if}\;x \le -1.025060815940221284599523414245967851062 \cdot 10^{-116} \lor \neg \left(x \le 2.664793329374929939202329816063701600281 \cdot 10^{-65}\right):\\ \;\;\;\;\frac{y}{z} \cdot x + x\\ \mathbf{else}:\\ \;\;\;\;\left(x \cdot y\right) \cdot \frac{1}{z} + x\\ \end{array}\]

Reproduce

herbie shell --seed 2019353 +o rules:numerics
(FPCore (x y z)
  :name "Numeric.SpecFunctions:choose from math-functions-0.1.5.2"
  :precision binary64

  :herbie-target
  (/ x (/ z (+ y z)))

  (/ (* x (+ y z)) z))