Average Error: 33.8 → 0.5
Time: 12.6s
Precision: 64
\[\frac{x \cdot x}{y \cdot y} + \frac{z \cdot z}{t \cdot t}\]
\[\mathsf{fma}\left(\frac{x}{y}, \frac{x}{y}, \sqrt{\sqrt{\left|\frac{z}{t}\right|}} \cdot \left(\sqrt{\sqrt{\left|\frac{z}{t}\right|}} \cdot {\left(\left|\frac{z}{t}\right|\right)}^{\frac{3}{2}}\right)\right)\]
\frac{x \cdot x}{y \cdot y} + \frac{z \cdot z}{t \cdot t}
\mathsf{fma}\left(\frac{x}{y}, \frac{x}{y}, \sqrt{\sqrt{\left|\frac{z}{t}\right|}} \cdot \left(\sqrt{\sqrt{\left|\frac{z}{t}\right|}} \cdot {\left(\left|\frac{z}{t}\right|\right)}^{\frac{3}{2}}\right)\right)
double f(double x, double y, double z, double t) {
        double r639801 = x;
        double r639802 = r639801 * r639801;
        double r639803 = y;
        double r639804 = r639803 * r639803;
        double r639805 = r639802 / r639804;
        double r639806 = z;
        double r639807 = r639806 * r639806;
        double r639808 = t;
        double r639809 = r639808 * r639808;
        double r639810 = r639807 / r639809;
        double r639811 = r639805 + r639810;
        return r639811;
}

double f(double x, double y, double z, double t) {
        double r639812 = x;
        double r639813 = y;
        double r639814 = r639812 / r639813;
        double r639815 = z;
        double r639816 = t;
        double r639817 = r639815 / r639816;
        double r639818 = fabs(r639817);
        double r639819 = sqrt(r639818);
        double r639820 = sqrt(r639819);
        double r639821 = 1.5;
        double r639822 = pow(r639818, r639821);
        double r639823 = r639820 * r639822;
        double r639824 = r639820 * r639823;
        double r639825 = fma(r639814, r639814, r639824);
        return r639825;
}

Error

Bits error versus x

Bits error versus y

Bits error versus z

Bits error versus t

Target

Original33.8
Target0.4
Herbie0.5
\[{\left(\frac{x}{y}\right)}^{2} + {\left(\frac{z}{t}\right)}^{2}\]

Derivation

  1. Initial program 33.8

    \[\frac{x \cdot x}{y \cdot y} + \frac{z \cdot z}{t \cdot t}\]
  2. Simplified19.2

    \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{x}{y}, \frac{x}{y}, \frac{z \cdot z}{t \cdot t}\right)}\]
  3. Using strategy rm
  4. Applied add-sqr-sqrt19.3

    \[\leadsto \mathsf{fma}\left(\frac{x}{y}, \frac{x}{y}, \color{blue}{\sqrt{\frac{z \cdot z}{t \cdot t}} \cdot \sqrt{\frac{z \cdot z}{t \cdot t}}}\right)\]
  5. Simplified19.2

    \[\leadsto \mathsf{fma}\left(\frac{x}{y}, \frac{x}{y}, \color{blue}{\left|\frac{z}{t}\right|} \cdot \sqrt{\frac{z \cdot z}{t \cdot t}}\right)\]
  6. Simplified0.4

    \[\leadsto \mathsf{fma}\left(\frac{x}{y}, \frac{x}{y}, \left|\frac{z}{t}\right| \cdot \color{blue}{\left|\frac{z}{t}\right|}\right)\]
  7. Using strategy rm
  8. Applied add-sqr-sqrt0.5

    \[\leadsto \mathsf{fma}\left(\frac{x}{y}, \frac{x}{y}, \color{blue}{\left(\sqrt{\left|\frac{z}{t}\right|} \cdot \sqrt{\left|\frac{z}{t}\right|}\right)} \cdot \left|\frac{z}{t}\right|\right)\]
  9. Applied associate-*l*0.5

    \[\leadsto \mathsf{fma}\left(\frac{x}{y}, \frac{x}{y}, \color{blue}{\sqrt{\left|\frac{z}{t}\right|} \cdot \left(\sqrt{\left|\frac{z}{t}\right|} \cdot \left|\frac{z}{t}\right|\right)}\right)\]
  10. Simplified0.6

    \[\leadsto \mathsf{fma}\left(\frac{x}{y}, \frac{x}{y}, \sqrt{\left|\frac{z}{t}\right|} \cdot \color{blue}{{\left(\sqrt{\left|\frac{z}{t}\right|}\right)}^{3}}\right)\]
  11. Using strategy rm
  12. Applied pow1/20.6

    \[\leadsto \mathsf{fma}\left(\frac{x}{y}, \frac{x}{y}, \sqrt{\left|\frac{z}{t}\right|} \cdot {\color{blue}{\left({\left(\left|\frac{z}{t}\right|\right)}^{\frac{1}{2}}\right)}}^{3}\right)\]
  13. Applied pow-pow0.5

    \[\leadsto \mathsf{fma}\left(\frac{x}{y}, \frac{x}{y}, \sqrt{\left|\frac{z}{t}\right|} \cdot \color{blue}{{\left(\left|\frac{z}{t}\right|\right)}^{\left(\frac{1}{2} \cdot 3\right)}}\right)\]
  14. Simplified0.5

    \[\leadsto \mathsf{fma}\left(\frac{x}{y}, \frac{x}{y}, \sqrt{\left|\frac{z}{t}\right|} \cdot {\left(\left|\frac{z}{t}\right|\right)}^{\color{blue}{\frac{3}{2}}}\right)\]
  15. Using strategy rm
  16. Applied add-sqr-sqrt0.5

    \[\leadsto \mathsf{fma}\left(\frac{x}{y}, \frac{x}{y}, \sqrt{\color{blue}{\sqrt{\left|\frac{z}{t}\right|} \cdot \sqrt{\left|\frac{z}{t}\right|}}} \cdot {\left(\left|\frac{z}{t}\right|\right)}^{\frac{3}{2}}\right)\]
  17. Applied sqrt-prod0.5

    \[\leadsto \mathsf{fma}\left(\frac{x}{y}, \frac{x}{y}, \color{blue}{\left(\sqrt{\sqrt{\left|\frac{z}{t}\right|}} \cdot \sqrt{\sqrt{\left|\frac{z}{t}\right|}}\right)} \cdot {\left(\left|\frac{z}{t}\right|\right)}^{\frac{3}{2}}\right)\]
  18. Applied associate-*l*0.5

    \[\leadsto \mathsf{fma}\left(\frac{x}{y}, \frac{x}{y}, \color{blue}{\sqrt{\sqrt{\left|\frac{z}{t}\right|}} \cdot \left(\sqrt{\sqrt{\left|\frac{z}{t}\right|}} \cdot {\left(\left|\frac{z}{t}\right|\right)}^{\frac{3}{2}}\right)}\right)\]
  19. Final simplification0.5

    \[\leadsto \mathsf{fma}\left(\frac{x}{y}, \frac{x}{y}, \sqrt{\sqrt{\left|\frac{z}{t}\right|}} \cdot \left(\sqrt{\sqrt{\left|\frac{z}{t}\right|}} \cdot {\left(\left|\frac{z}{t}\right|\right)}^{\frac{3}{2}}\right)\right)\]

Reproduce

herbie shell --seed 2020045 +o rules:numerics
(FPCore (x y z t)
  :name "Graphics.Rasterific.Svg.PathConverter:arcToSegments from rasterific-svg-0.2.3.1"
  :precision binary64

  :herbie-target
  (+ (pow (/ x y) 2) (pow (/ z t) 2))

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