Average Error: 34.1 → 0.5
Time: 3.5s
Precision: 64
\[\frac{x \cdot x}{y \cdot y} + \frac{z \cdot z}{t \cdot t}\]
\[\left|\frac{x}{y}\right| \cdot \left|\frac{x}{y}\right| + {\left(\left|\frac{z}{t}\right|\right)}^{\frac{3}{2}} \cdot \left(\sqrt{\sqrt{\left|\frac{z}{t}\right|}} \cdot \sqrt{\sqrt{\left|\frac{z}{t}\right|}}\right)\]
\frac{x \cdot x}{y \cdot y} + \frac{z \cdot z}{t \cdot t}
\left|\frac{x}{y}\right| \cdot \left|\frac{x}{y}\right| + {\left(\left|\frac{z}{t}\right|\right)}^{\frac{3}{2}} \cdot \left(\sqrt{\sqrt{\left|\frac{z}{t}\right|}} \cdot \sqrt{\sqrt{\left|\frac{z}{t}\right|}}\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 ((fabs((x / y)) * fabs((x / y))) + (pow(fabs((z / t)), 1.5) * (sqrt(sqrt(fabs((z / t)))) * sqrt(sqrt(fabs((z / t)))))));
}

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

Derivation

  1. Initial program 34.1

    \[\frac{x \cdot x}{y \cdot y} + \frac{z \cdot z}{t \cdot t}\]
  2. Using strategy rm
  3. Applied add-sqr-sqrt34.2

    \[\leadsto \color{blue}{\sqrt{\frac{x \cdot x}{y \cdot y}} \cdot \sqrt{\frac{x \cdot x}{y \cdot y}}} + \frac{z \cdot z}{t \cdot t}\]
  4. Simplified34.1

    \[\leadsto \color{blue}{\left|\frac{x}{y}\right|} \cdot \sqrt{\frac{x \cdot x}{y \cdot y}} + \frac{z \cdot z}{t \cdot t}\]
  5. Simplified19.7

    \[\leadsto \left|\frac{x}{y}\right| \cdot \color{blue}{\left|\frac{x}{y}\right|} + \frac{z \cdot z}{t \cdot t}\]
  6. Using strategy rm
  7. Applied add-sqr-sqrt19.7

    \[\leadsto \left|\frac{x}{y}\right| \cdot \left|\frac{x}{y}\right| + \color{blue}{\sqrt{\frac{z \cdot z}{t \cdot t}} \cdot \sqrt{\frac{z \cdot z}{t \cdot t}}}\]
  8. Simplified19.7

    \[\leadsto \left|\frac{x}{y}\right| \cdot \left|\frac{x}{y}\right| + \color{blue}{\left|\frac{z}{t}\right|} \cdot \sqrt{\frac{z \cdot z}{t \cdot t}}\]
  9. Simplified0.4

    \[\leadsto \left|\frac{x}{y}\right| \cdot \left|\frac{x}{y}\right| + \left|\frac{z}{t}\right| \cdot \color{blue}{\left|\frac{z}{t}\right|}\]
  10. Using strategy rm
  11. Applied add-sqr-sqrt0.5

    \[\leadsto \left|\frac{x}{y}\right| \cdot \left|\frac{x}{y}\right| + \left|\frac{z}{t}\right| \cdot \color{blue}{\left(\sqrt{\left|\frac{z}{t}\right|} \cdot \sqrt{\left|\frac{z}{t}\right|}\right)}\]
  12. Applied associate-*r*0.5

    \[\leadsto \left|\frac{x}{y}\right| \cdot \left|\frac{x}{y}\right| + \color{blue}{\left(\left|\frac{z}{t}\right| \cdot \sqrt{\left|\frac{z}{t}\right|}\right) \cdot \sqrt{\left|\frac{z}{t}\right|}}\]
  13. Simplified0.5

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

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

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

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

Reproduce

herbie shell --seed 2020058 
(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))))