Average Error: 7.8 → 6.0
Time: 13.1s
Precision: 64
\[x0 = 1.855 \land x1 = 0.000209 \lor x0 = 2.985 \land x1 = 0.0186\]
\[\frac{x0}{1 - x1} - x0\]
\[\begin{array}{l} \mathbf{if}\;x1 \le 0.018204597656249998:\\ \;\;\;\;\mathsf{fma}\left(\sqrt[3]{x0} \cdot \sqrt[3]{x0}, \frac{\sqrt[3]{x0}}{1 - x1}, -x0\right)\\ \mathbf{else}:\\ \;\;\;\;\mathsf{fma}\left(\frac{\sqrt{x0}}{1 + \sqrt{x1}}, \frac{\sqrt{x0}}{1 - \sqrt{x1}}, -x0\right)\\ \end{array}\]
\frac{x0}{1 - x1} - x0
\begin{array}{l}
\mathbf{if}\;x1 \le 0.018204597656249998:\\
\;\;\;\;\mathsf{fma}\left(\sqrt[3]{x0} \cdot \sqrt[3]{x0}, \frac{\sqrt[3]{x0}}{1 - x1}, -x0\right)\\

\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\frac{\sqrt{x0}}{1 + \sqrt{x1}}, \frac{\sqrt{x0}}{1 - \sqrt{x1}}, -x0\right)\\

\end{array}
double f(double x0, double x1) {
        double r7113882 = x0;
        double r7113883 = 1.0;
        double r7113884 = x1;
        double r7113885 = r7113883 - r7113884;
        double r7113886 = r7113882 / r7113885;
        double r7113887 = r7113886 - r7113882;
        return r7113887;
}

double f(double x0, double x1) {
        double r7113888 = x1;
        double r7113889 = 0.018204597656249998;
        bool r7113890 = r7113888 <= r7113889;
        double r7113891 = x0;
        double r7113892 = cbrt(r7113891);
        double r7113893 = r7113892 * r7113892;
        double r7113894 = 1.0;
        double r7113895 = r7113894 - r7113888;
        double r7113896 = r7113892 / r7113895;
        double r7113897 = -r7113891;
        double r7113898 = fma(r7113893, r7113896, r7113897);
        double r7113899 = sqrt(r7113891);
        double r7113900 = sqrt(r7113888);
        double r7113901 = r7113894 + r7113900;
        double r7113902 = r7113899 / r7113901;
        double r7113903 = r7113894 - r7113900;
        double r7113904 = r7113899 / r7113903;
        double r7113905 = fma(r7113902, r7113904, r7113897);
        double r7113906 = r7113890 ? r7113898 : r7113905;
        return r7113906;
}

Error

Bits error versus x0

Bits error versus x1

Target

Original7.8
Target0.3
Herbie6.0
\[\frac{x0 \cdot x1}{1 - x1}\]

Derivation

  1. Split input into 2 regimes
  2. if x1 < 0.018204597656249998

    1. Initial program 11.2

      \[\frac{x0}{1 - x1} - x0\]
    2. Using strategy rm
    3. Applied *-un-lft-identity11.2

      \[\leadsto \frac{x0}{\color{blue}{1 \cdot \left(1 - x1\right)}} - x0\]
    4. Applied add-cube-cbrt11.2

      \[\leadsto \frac{\color{blue}{\left(\sqrt[3]{x0} \cdot \sqrt[3]{x0}\right) \cdot \sqrt[3]{x0}}}{1 \cdot \left(1 - x1\right)} - x0\]
    5. Applied times-frac10.9

      \[\leadsto \color{blue}{\frac{\sqrt[3]{x0} \cdot \sqrt[3]{x0}}{1} \cdot \frac{\sqrt[3]{x0}}{1 - x1}} - x0\]
    6. Applied fma-neg8.9

      \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{\sqrt[3]{x0} \cdot \sqrt[3]{x0}}{1}, \frac{\sqrt[3]{x0}}{1 - x1}, -x0\right)}\]

    if 0.018204597656249998 < x1

    1. Initial program 4.5

      \[\frac{x0}{1 - x1} - x0\]
    2. Using strategy rm
    3. Applied add-sqr-sqrt4.5

      \[\leadsto \frac{x0}{1 - \color{blue}{\sqrt{x1} \cdot \sqrt{x1}}} - x0\]
    4. Applied *-un-lft-identity4.5

      \[\leadsto \frac{x0}{\color{blue}{1 \cdot 1} - \sqrt{x1} \cdot \sqrt{x1}} - x0\]
    5. Applied difference-of-squares4.5

      \[\leadsto \frac{x0}{\color{blue}{\left(1 + \sqrt{x1}\right) \cdot \left(1 - \sqrt{x1}\right)}} - x0\]
    6. Applied add-sqr-sqrt4.5

      \[\leadsto \frac{\color{blue}{\sqrt{x0} \cdot \sqrt{x0}}}{\left(1 + \sqrt{x1}\right) \cdot \left(1 - \sqrt{x1}\right)} - x0\]
    7. Applied times-frac5.2

      \[\leadsto \color{blue}{\frac{\sqrt{x0}}{1 + \sqrt{x1}} \cdot \frac{\sqrt{x0}}{1 - \sqrt{x1}}} - x0\]
    8. Applied fma-neg3.2

      \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{\sqrt{x0}}{1 + \sqrt{x1}}, \frac{\sqrt{x0}}{1 - \sqrt{x1}}, -x0\right)}\]
  3. Recombined 2 regimes into one program.
  4. Final simplification6.0

    \[\leadsto \begin{array}{l} \mathbf{if}\;x1 \le 0.018204597656249998:\\ \;\;\;\;\mathsf{fma}\left(\sqrt[3]{x0} \cdot \sqrt[3]{x0}, \frac{\sqrt[3]{x0}}{1 - x1}, -x0\right)\\ \mathbf{else}:\\ \;\;\;\;\mathsf{fma}\left(\frac{\sqrt{x0}}{1 + \sqrt{x1}}, \frac{\sqrt{x0}}{1 - \sqrt{x1}}, -x0\right)\\ \end{array}\]

Reproduce

herbie shell --seed 2019163 +o rules:numerics
(FPCore (x0 x1)
  :name "(- (/ x0 (- 1 x1)) x0)"
  :pre (or (and (== x0 1.855) (== x1 0.000209)) (and (== x0 2.985) (== x1 0.0186)))

  :herbie-target
  (/ (* x0 x1) (- 1 x1))

  (- (/ x0 (- 1 x1)) x0))