Average Error: 34.1 → 1.1
Time: 5.2s
Precision: 64
\[\frac{x \cdot x}{y \cdot y} + \frac{z \cdot z}{t \cdot t}\]
\[\mathsf{fma}\left(\frac{z}{t}, \frac{z}{t}, \frac{\frac{\frac{x}{\sqrt[3]{y} \cdot \sqrt[3]{y}}}{\sqrt[3]{y}}}{\sqrt[3]{y}} \cdot \frac{x}{\sqrt[3]{y} \cdot \sqrt[3]{y}}\right)\]
\frac{x \cdot x}{y \cdot y} + \frac{z \cdot z}{t \cdot t}
\mathsf{fma}\left(\frac{z}{t}, \frac{z}{t}, \frac{\frac{\frac{x}{\sqrt[3]{y} \cdot \sqrt[3]{y}}}{\sqrt[3]{y}}}{\sqrt[3]{y}} \cdot \frac{x}{\sqrt[3]{y} \cdot \sqrt[3]{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 fma((z / t), (z / t), ((((x / (cbrt(y) * cbrt(y))) / cbrt(y)) / cbrt(y)) * (x / (cbrt(y) * cbrt(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
Herbie1.1
\[{\left(\frac{x}{y}\right)}^{2} + {\left(\frac{z}{t}\right)}^{2}\]

Derivation

  1. Initial program 34.1

    \[\frac{x \cdot x}{y \cdot y} + \frac{z \cdot z}{t \cdot t}\]
  2. Simplified19.1

    \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{z}{t}, \frac{z}{t}, \frac{x \cdot x}{y \cdot y}\right)}\]
  3. Using strategy rm
  4. Applied times-frac0.4

    \[\leadsto \mathsf{fma}\left(\frac{z}{t}, \frac{z}{t}, \color{blue}{\frac{x}{y} \cdot \frac{x}{y}}\right)\]
  5. Using strategy rm
  6. Applied add-cube-cbrt0.8

    \[\leadsto \mathsf{fma}\left(\frac{z}{t}, \frac{z}{t}, \frac{x}{y} \cdot \frac{x}{\color{blue}{\left(\sqrt[3]{y} \cdot \sqrt[3]{y}\right) \cdot \sqrt[3]{y}}}\right)\]
  7. Applied add-sqr-sqrt32.4

    \[\leadsto \mathsf{fma}\left(\frac{z}{t}, \frac{z}{t}, \frac{x}{y} \cdot \frac{\color{blue}{\sqrt{x} \cdot \sqrt{x}}}{\left(\sqrt[3]{y} \cdot \sqrt[3]{y}\right) \cdot \sqrt[3]{y}}\right)\]
  8. Applied times-frac32.4

    \[\leadsto \mathsf{fma}\left(\frac{z}{t}, \frac{z}{t}, \frac{x}{y} \cdot \color{blue}{\left(\frac{\sqrt{x}}{\sqrt[3]{y} \cdot \sqrt[3]{y}} \cdot \frac{\sqrt{x}}{\sqrt[3]{y}}\right)}\right)\]
  9. Applied add-cube-cbrt32.5

    \[\leadsto \mathsf{fma}\left(\frac{z}{t}, \frac{z}{t}, \frac{x}{\color{blue}{\left(\sqrt[3]{y} \cdot \sqrt[3]{y}\right) \cdot \sqrt[3]{y}}} \cdot \left(\frac{\sqrt{x}}{\sqrt[3]{y} \cdot \sqrt[3]{y}} \cdot \frac{\sqrt{x}}{\sqrt[3]{y}}\right)\right)\]
  10. Applied add-sqr-sqrt32.6

    \[\leadsto \mathsf{fma}\left(\frac{z}{t}, \frac{z}{t}, \frac{\color{blue}{\sqrt{x} \cdot \sqrt{x}}}{\left(\sqrt[3]{y} \cdot \sqrt[3]{y}\right) \cdot \sqrt[3]{y}} \cdot \left(\frac{\sqrt{x}}{\sqrt[3]{y} \cdot \sqrt[3]{y}} \cdot \frac{\sqrt{x}}{\sqrt[3]{y}}\right)\right)\]
  11. Applied times-frac32.6

    \[\leadsto \mathsf{fma}\left(\frac{z}{t}, \frac{z}{t}, \color{blue}{\left(\frac{\sqrt{x}}{\sqrt[3]{y} \cdot \sqrt[3]{y}} \cdot \frac{\sqrt{x}}{\sqrt[3]{y}}\right)} \cdot \left(\frac{\sqrt{x}}{\sqrt[3]{y} \cdot \sqrt[3]{y}} \cdot \frac{\sqrt{x}}{\sqrt[3]{y}}\right)\right)\]
  12. Applied swap-sqr32.6

    \[\leadsto \mathsf{fma}\left(\frac{z}{t}, \frac{z}{t}, \color{blue}{\left(\frac{\sqrt{x}}{\sqrt[3]{y} \cdot \sqrt[3]{y}} \cdot \frac{\sqrt{x}}{\sqrt[3]{y} \cdot \sqrt[3]{y}}\right) \cdot \left(\frac{\sqrt{x}}{\sqrt[3]{y}} \cdot \frac{\sqrt{x}}{\sqrt[3]{y}}\right)}\right)\]
  13. Simplified32.6

    \[\leadsto \mathsf{fma}\left(\frac{z}{t}, \frac{z}{t}, \color{blue}{\frac{\frac{\frac{x}{\sqrt[3]{y} \cdot \sqrt[3]{y}}}{\sqrt[3]{y}}}{\sqrt[3]{y}}} \cdot \left(\frac{\sqrt{x}}{\sqrt[3]{y}} \cdot \frac{\sqrt{x}}{\sqrt[3]{y}}\right)\right)\]
  14. Simplified1.1

    \[\leadsto \mathsf{fma}\left(\frac{z}{t}, \frac{z}{t}, \frac{\frac{\frac{x}{\sqrt[3]{y} \cdot \sqrt[3]{y}}}{\sqrt[3]{y}}}{\sqrt[3]{y}} \cdot \color{blue}{\frac{x}{\sqrt[3]{y} \cdot \sqrt[3]{y}}}\right)\]
  15. Final simplification1.1

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

Reproduce

herbie shell --seed 2020058 +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))))