Average Error: 34.1 → 0.7
Time: 4.8s
Precision: 64
\[\frac{x \cdot x}{y \cdot y} + \frac{z \cdot z}{t \cdot t}\]
\[\left({\left(\sqrt{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}\right)}^{\frac{3}{2}} \cdot \mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)\right) \cdot \sqrt{\left|\sqrt[3]{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}\right| \cdot \sqrt{\sqrt[3]{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}}}\]
\frac{x \cdot x}{y \cdot y} + \frac{z \cdot z}{t \cdot t}
\left({\left(\sqrt{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}\right)}^{\frac{3}{2}} \cdot \mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)\right) \cdot \sqrt{\left|\sqrt[3]{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}\right| \cdot \sqrt{\sqrt[3]{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}}}
double code(double x, double y, double z, double t) {
	return (((x * x) / (y * y)) + ((z * z) / (t * t)));
}
double code(double x, double y, double z, double t) {
	return ((pow(sqrt(hypot((z / t), (x / y))), 1.5) * hypot((z / t), (x / y))) * sqrt((fabs(cbrt(hypot((z / t), (x / y)))) * sqrt(cbrt(hypot((z / t), (x / y)))))));
}

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

Original34.1
Target0.4
Herbie0.7
\[{\left(\frac{x}{y}\right)}^{2} + {\left(\frac{z}{t}\right)}^{2}\]

Derivation

  1. Initial program 34.1

    \[\frac{x \cdot x}{y \cdot y} + \frac{z \cdot z}{t \cdot t}\]
  2. Simplified19.4

    \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{z}{t}, \frac{z}{t}, \frac{x \cdot x}{y \cdot y}\right)}\]
  3. Using strategy rm
  4. Applied add-sqr-sqrt19.5

    \[\leadsto \color{blue}{\sqrt{\mathsf{fma}\left(\frac{z}{t}, \frac{z}{t}, \frac{x \cdot x}{y \cdot y}\right)} \cdot \sqrt{\mathsf{fma}\left(\frac{z}{t}, \frac{z}{t}, \frac{x \cdot x}{y \cdot y}\right)}}\]
  5. Simplified19.4

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

    \[\leadsto \mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right) \cdot \color{blue}{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}\]
  7. Using strategy rm
  8. Applied add-sqr-sqrt0.6

    \[\leadsto \mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right) \cdot \color{blue}{\left(\sqrt{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)} \cdot \sqrt{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}\right)}\]
  9. Applied associate-*r*0.6

    \[\leadsto \color{blue}{\left(\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right) \cdot \sqrt{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}\right) \cdot \sqrt{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}}\]
  10. Simplified0.8

    \[\leadsto \color{blue}{{\left(\sqrt{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}\right)}^{3}} \cdot \sqrt{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}\]
  11. Using strategy rm
  12. Applied add-sqr-sqrt0.8

    \[\leadsto {\left(\sqrt{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}\right)}^{3} \cdot \sqrt{\color{blue}{\sqrt{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)} \cdot \sqrt{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}}}\]
  13. Applied sqrt-prod0.9

    \[\leadsto {\left(\sqrt{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}\right)}^{3} \cdot \color{blue}{\left(\sqrt{\sqrt{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}} \cdot \sqrt{\sqrt{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}}\right)}\]
  14. Applied associate-*r*0.9

    \[\leadsto \color{blue}{\left({\left(\sqrt{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}\right)}^{3} \cdot \sqrt{\sqrt{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}}\right) \cdot \sqrt{\sqrt{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}}}\]
  15. Simplified0.6

    \[\leadsto \color{blue}{\left({\left(\sqrt{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}\right)}^{\frac{3}{2}} \cdot \mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)\right)} \cdot \sqrt{\sqrt{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}}\]
  16. Using strategy rm
  17. Applied add-cube-cbrt0.7

    \[\leadsto \left({\left(\sqrt{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}\right)}^{\frac{3}{2}} \cdot \mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)\right) \cdot \sqrt{\sqrt{\color{blue}{\left(\sqrt[3]{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)} \cdot \sqrt[3]{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}\right) \cdot \sqrt[3]{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}}}}\]
  18. Applied sqrt-prod0.7

    \[\leadsto \left({\left(\sqrt{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}\right)}^{\frac{3}{2}} \cdot \mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)\right) \cdot \sqrt{\color{blue}{\sqrt{\sqrt[3]{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)} \cdot \sqrt[3]{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}} \cdot \sqrt{\sqrt[3]{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}}}}\]
  19. Simplified0.7

    \[\leadsto \left({\left(\sqrt{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}\right)}^{\frac{3}{2}} \cdot \mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)\right) \cdot \sqrt{\color{blue}{\left|\sqrt[3]{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}\right|} \cdot \sqrt{\sqrt[3]{\mathsf{hypot}\left(\frac{z}{t}, \frac{x}{y}\right)}}}\]
  20. Final simplification0.7

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

Reproduce

herbie shell --seed 2020066 +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))))