Average Error: 33.2 → 2.1
Time: 6.5s
Precision: binary64
\[\frac{x \cdot x}{y \cdot y} + \frac{z \cdot z}{t \cdot t}\]
\[\begin{array}{l} \mathbf{if}\;z \le -6.28037951004661684 \cdot 10^{164}:\\ \;\;\;\;x \cdot \frac{\frac{x}{y}}{y} + \frac{z}{t} \cdot \frac{z}{t}\\ \mathbf{elif}\;z \le 6.24132298638735279 \cdot 10^{95}:\\ \;\;\;\;\frac{x}{y} \cdot \frac{x}{y} + \left(z \cdot \frac{z}{t}\right) \cdot \frac{1}{t}\\ \mathbf{else}:\\ \;\;\;\;\frac{x \cdot \frac{x}{y}}{y} + \frac{z}{t} \cdot \frac{z}{t}\\ \end{array}\]
\frac{x \cdot x}{y \cdot y} + \frac{z \cdot z}{t \cdot t}
\begin{array}{l}
\mathbf{if}\;z \le -6.28037951004661684 \cdot 10^{164}:\\
\;\;\;\;x \cdot \frac{\frac{x}{y}}{y} + \frac{z}{t} \cdot \frac{z}{t}\\

\mathbf{elif}\;z \le 6.24132298638735279 \cdot 10^{95}:\\
\;\;\;\;\frac{x}{y} \cdot \frac{x}{y} + \left(z \cdot \frac{z}{t}\right) \cdot \frac{1}{t}\\

\mathbf{else}:\\
\;\;\;\;\frac{x \cdot \frac{x}{y}}{y} + \frac{z}{t} \cdot \frac{z}{t}\\

\end{array}
double code(double x, double y, double z, double t) {
	return ((double) (((double) (((double) (x * x)) / ((double) (y * y)))) + ((double) (((double) (z * z)) / ((double) (t * t))))));
}
double code(double x, double y, double z, double t) {
	double VAR;
	if ((z <= -6.280379510046617e+164)) {
		VAR = ((double) (((double) (x * ((double) (((double) (x / y)) / y)))) + ((double) (((double) (z / t)) * ((double) (z / t))))));
	} else {
		double VAR_1;
		if ((z <= 6.241322986387353e+95)) {
			VAR_1 = ((double) (((double) (((double) (x / y)) * ((double) (x / y)))) + ((double) (((double) (z * ((double) (z / t)))) * ((double) (1.0 / t))))));
		} else {
			VAR_1 = ((double) (((double) (((double) (x * ((double) (x / y)))) / y)) + ((double) (((double) (z / t)) * ((double) (z / t))))));
		}
		VAR = VAR_1;
	}
	return VAR;
}

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

Original33.2
Target0.4
Herbie2.1
\[{\left(\frac{x}{y}\right)}^{2} + {\left(\frac{z}{t}\right)}^{2}\]

Derivation

  1. Split input into 3 regimes
  2. if z < -6.28037951004661684e164

    1. Initial program 64.0

      \[\frac{x \cdot x}{y \cdot y} + \frac{z \cdot z}{t \cdot t}\]
    2. Using strategy rm
    3. Applied times-frac64.0

      \[\leadsto \color{blue}{\frac{x}{y} \cdot \frac{x}{y}} + \frac{z \cdot z}{t \cdot t}\]
    4. Using strategy rm
    5. Applied times-frac0.5

      \[\leadsto \frac{x}{y} \cdot \frac{x}{y} + \color{blue}{\frac{z}{t} \cdot \frac{z}{t}}\]
    6. Using strategy rm
    7. Applied *-un-lft-identity0.5

      \[\leadsto \frac{x}{y} \cdot \frac{x}{\color{blue}{1 \cdot y}} + \frac{z}{t} \cdot \frac{z}{t}\]
    8. Applied add-sqr-sqrt31.8

      \[\leadsto \frac{x}{y} \cdot \frac{\color{blue}{\sqrt{x} \cdot \sqrt{x}}}{1 \cdot y} + \frac{z}{t} \cdot \frac{z}{t}\]
    9. Applied times-frac31.7

      \[\leadsto \frac{x}{y} \cdot \color{blue}{\left(\frac{\sqrt{x}}{1} \cdot \frac{\sqrt{x}}{y}\right)} + \frac{z}{t} \cdot \frac{z}{t}\]
    10. Applied *-un-lft-identity31.7

      \[\leadsto \frac{x}{\color{blue}{1 \cdot y}} \cdot \left(\frac{\sqrt{x}}{1} \cdot \frac{\sqrt{x}}{y}\right) + \frac{z}{t} \cdot \frac{z}{t}\]
    11. Applied add-sqr-sqrt31.8

      \[\leadsto \frac{\color{blue}{\sqrt{x} \cdot \sqrt{x}}}{1 \cdot y} \cdot \left(\frac{\sqrt{x}}{1} \cdot \frac{\sqrt{x}}{y}\right) + \frac{z}{t} \cdot \frac{z}{t}\]
    12. Applied times-frac31.8

      \[\leadsto \color{blue}{\left(\frac{\sqrt{x}}{1} \cdot \frac{\sqrt{x}}{y}\right)} \cdot \left(\frac{\sqrt{x}}{1} \cdot \frac{\sqrt{x}}{y}\right) + \frac{z}{t} \cdot \frac{z}{t}\]
    13. Applied swap-sqr32.7

      \[\leadsto \color{blue}{\left(\frac{\sqrt{x}}{1} \cdot \frac{\sqrt{x}}{1}\right) \cdot \left(\frac{\sqrt{x}}{y} \cdot \frac{\sqrt{x}}{y}\right)} + \frac{z}{t} \cdot \frac{z}{t}\]
    14. Simplified32.7

      \[\leadsto \color{blue}{x} \cdot \left(\frac{\sqrt{x}}{y} \cdot \frac{\sqrt{x}}{y}\right) + \frac{z}{t} \cdot \frac{z}{t}\]
    15. Simplified3.0

      \[\leadsto x \cdot \color{blue}{\frac{\frac{x}{y}}{y}} + \frac{z}{t} \cdot \frac{z}{t}\]

    if -6.28037951004661684e164 < z < 6.24132298638735279e95

    1. Initial program 29.0

      \[\frac{x \cdot x}{y \cdot y} + \frac{z \cdot z}{t \cdot t}\]
    2. Using strategy rm
    3. Applied times-frac13.0

      \[\leadsto \color{blue}{\frac{x}{y} \cdot \frac{x}{y}} + \frac{z \cdot z}{t \cdot t}\]
    4. Using strategy rm
    5. Applied times-frac0.4

      \[\leadsto \frac{x}{y} \cdot \frac{x}{y} + \color{blue}{\frac{z}{t} \cdot \frac{z}{t}}\]
    6. Using strategy rm
    7. Applied div-inv0.4

      \[\leadsto \frac{x}{y} \cdot \frac{x}{y} + \frac{z}{t} \cdot \color{blue}{\left(z \cdot \frac{1}{t}\right)}\]
    8. Applied associate-*r*1.9

      \[\leadsto \frac{x}{y} \cdot \frac{x}{y} + \color{blue}{\left(\frac{z}{t} \cdot z\right) \cdot \frac{1}{t}}\]
    9. Simplified1.9

      \[\leadsto \frac{x}{y} \cdot \frac{x}{y} + \color{blue}{\left(z \cdot \frac{z}{t}\right)} \cdot \frac{1}{t}\]

    if 6.24132298638735279e95 < z

    1. Initial program 51.3

      \[\frac{x \cdot x}{y \cdot y} + \frac{z \cdot z}{t \cdot t}\]
    2. Using strategy rm
    3. Applied times-frac44.7

      \[\leadsto \color{blue}{\frac{x}{y} \cdot \frac{x}{y}} + \frac{z \cdot z}{t \cdot t}\]
    4. Using strategy rm
    5. Applied times-frac0.5

      \[\leadsto \frac{x}{y} \cdot \frac{x}{y} + \color{blue}{\frac{z}{t} \cdot \frac{z}{t}}\]
    6. Using strategy rm
    7. Applied associate-*r/3.7

      \[\leadsto \color{blue}{\frac{\frac{x}{y} \cdot x}{y}} + \frac{z}{t} \cdot \frac{z}{t}\]
    8. Simplified3.7

      \[\leadsto \frac{\color{blue}{x \cdot \frac{x}{y}}}{y} + \frac{z}{t} \cdot \frac{z}{t}\]
  3. Recombined 3 regimes into one program.
  4. Final simplification2.1

    \[\leadsto \begin{array}{l} \mathbf{if}\;z \le -6.28037951004661684 \cdot 10^{164}:\\ \;\;\;\;x \cdot \frac{\frac{x}{y}}{y} + \frac{z}{t} \cdot \frac{z}{t}\\ \mathbf{elif}\;z \le 6.24132298638735279 \cdot 10^{95}:\\ \;\;\;\;\frac{x}{y} \cdot \frac{x}{y} + \left(z \cdot \frac{z}{t}\right) \cdot \frac{1}{t}\\ \mathbf{else}:\\ \;\;\;\;\frac{x \cdot \frac{x}{y}}{y} + \frac{z}{t} \cdot \frac{z}{t}\\ \end{array}\]

Reproduce

herbie shell --seed 2020161 
(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) 2.0) (pow (/ z t) 2.0))

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