a from scale-rotated-ellipse

Percentage Accurate: 2.9% → 60.8%
Time: 25.4s
Alternatives: 8
Speedup: 484.7×

Specification

?
\[\begin{array}{l} \\ \begin{array}{l} t_0 := \frac{angle}{180} \cdot \mathsf{PI}\left(\right)\\ t_1 := \sin t\_0\\ t_2 := \cos t\_0\\ t_3 := \frac{\frac{{\left(a \cdot t\_2\right)}^{2} + {\left(b \cdot t\_1\right)}^{2}}{y-scale}}{y-scale}\\ t_4 := \frac{\frac{{\left(a \cdot t\_1\right)}^{2} + {\left(b \cdot t\_2\right)}^{2}}{x-scale}}{x-scale}\\ t_5 := \left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\\ t_6 := \frac{4 \cdot t\_5}{{\left(x-scale \cdot y-scale\right)}^{2}}\\ \frac{-\sqrt{\left(\left(2 \cdot t\_6\right) \cdot t\_5\right) \cdot \left(\left(t\_4 + t\_3\right) + \sqrt{{\left(t\_4 - t\_3\right)}^{2} + {\left(\frac{\frac{\left(\left(2 \cdot \left({b}^{2} - {a}^{2}\right)\right) \cdot t\_1\right) \cdot t\_2}{x-scale}}{y-scale}\right)}^{2}}\right)}}{t\_6} \end{array} \end{array} \]
(FPCore (a b angle x-scale y-scale)
 :precision binary64
 (let* ((t_0 (* (/ angle 180.0) (PI)))
        (t_1 (sin t_0))
        (t_2 (cos t_0))
        (t_3
         (/ (/ (+ (pow (* a t_2) 2.0) (pow (* b t_1) 2.0)) y-scale) y-scale))
        (t_4
         (/ (/ (+ (pow (* a t_1) 2.0) (pow (* b t_2) 2.0)) x-scale) x-scale))
        (t_5 (* (* b a) (* b (- a))))
        (t_6 (/ (* 4.0 t_5) (pow (* x-scale y-scale) 2.0))))
   (/
    (-
     (sqrt
      (*
       (* (* 2.0 t_6) t_5)
       (+
        (+ t_4 t_3)
        (sqrt
         (+
          (pow (- t_4 t_3) 2.0)
          (pow
           (/
            (/ (* (* (* 2.0 (- (pow b 2.0) (pow a 2.0))) t_1) t_2) x-scale)
            y-scale)
           2.0)))))))
    t_6)))
\begin{array}{l}

\\
\begin{array}{l}
t_0 := \frac{angle}{180} \cdot \mathsf{PI}\left(\right)\\
t_1 := \sin t\_0\\
t_2 := \cos t\_0\\
t_3 := \frac{\frac{{\left(a \cdot t\_2\right)}^{2} + {\left(b \cdot t\_1\right)}^{2}}{y-scale}}{y-scale}\\
t_4 := \frac{\frac{{\left(a \cdot t\_1\right)}^{2} + {\left(b \cdot t\_2\right)}^{2}}{x-scale}}{x-scale}\\
t_5 := \left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\\
t_6 := \frac{4 \cdot t\_5}{{\left(x-scale \cdot y-scale\right)}^{2}}\\
\frac{-\sqrt{\left(\left(2 \cdot t\_6\right) \cdot t\_5\right) \cdot \left(\left(t\_4 + t\_3\right) + \sqrt{{\left(t\_4 - t\_3\right)}^{2} + {\left(\frac{\frac{\left(\left(2 \cdot \left({b}^{2} - {a}^{2}\right)\right) \cdot t\_1\right) \cdot t\_2}{x-scale}}{y-scale}\right)}^{2}}\right)}}{t\_6}
\end{array}
\end{array}

Sampling outcomes in binary64 precision:

Local Percentage Accuracy vs ?

The average percentage accuracy by input value. Horizontal axis shows value of an input variable; the variable is choosen in the title. Vertical axis is accuracy; higher is better. Red represent the original program, while blue represents Herbie's suggestion. These can be toggled with buttons below the plot. The line is an average while dots represent individual samples.

Accuracy vs Speed?

Herbie found 8 alternatives:

AlternativeAccuracySpeedup
The accuracy (vertical axis) and speed (horizontal axis) of each alternatives. Up and to the right is better. The red square shows the initial program, and each blue circle shows an alternative.The line shows the best available speed-accuracy tradeoffs.

Initial Program: 2.9% accurate, 1.0× speedup?

\[\begin{array}{l} \\ \begin{array}{l} t_0 := \frac{angle}{180} \cdot \mathsf{PI}\left(\right)\\ t_1 := \sin t\_0\\ t_2 := \cos t\_0\\ t_3 := \frac{\frac{{\left(a \cdot t\_2\right)}^{2} + {\left(b \cdot t\_1\right)}^{2}}{y-scale}}{y-scale}\\ t_4 := \frac{\frac{{\left(a \cdot t\_1\right)}^{2} + {\left(b \cdot t\_2\right)}^{2}}{x-scale}}{x-scale}\\ t_5 := \left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\\ t_6 := \frac{4 \cdot t\_5}{{\left(x-scale \cdot y-scale\right)}^{2}}\\ \frac{-\sqrt{\left(\left(2 \cdot t\_6\right) \cdot t\_5\right) \cdot \left(\left(t\_4 + t\_3\right) + \sqrt{{\left(t\_4 - t\_3\right)}^{2} + {\left(\frac{\frac{\left(\left(2 \cdot \left({b}^{2} - {a}^{2}\right)\right) \cdot t\_1\right) \cdot t\_2}{x-scale}}{y-scale}\right)}^{2}}\right)}}{t\_6} \end{array} \end{array} \]
(FPCore (a b angle x-scale y-scale)
 :precision binary64
 (let* ((t_0 (* (/ angle 180.0) (PI)))
        (t_1 (sin t_0))
        (t_2 (cos t_0))
        (t_3
         (/ (/ (+ (pow (* a t_2) 2.0) (pow (* b t_1) 2.0)) y-scale) y-scale))
        (t_4
         (/ (/ (+ (pow (* a t_1) 2.0) (pow (* b t_2) 2.0)) x-scale) x-scale))
        (t_5 (* (* b a) (* b (- a))))
        (t_6 (/ (* 4.0 t_5) (pow (* x-scale y-scale) 2.0))))
   (/
    (-
     (sqrt
      (*
       (* (* 2.0 t_6) t_5)
       (+
        (+ t_4 t_3)
        (sqrt
         (+
          (pow (- t_4 t_3) 2.0)
          (pow
           (/
            (/ (* (* (* 2.0 (- (pow b 2.0) (pow a 2.0))) t_1) t_2) x-scale)
            y-scale)
           2.0)))))))
    t_6)))
\begin{array}{l}

\\
\begin{array}{l}
t_0 := \frac{angle}{180} \cdot \mathsf{PI}\left(\right)\\
t_1 := \sin t\_0\\
t_2 := \cos t\_0\\
t_3 := \frac{\frac{{\left(a \cdot t\_2\right)}^{2} + {\left(b \cdot t\_1\right)}^{2}}{y-scale}}{y-scale}\\
t_4 := \frac{\frac{{\left(a \cdot t\_1\right)}^{2} + {\left(b \cdot t\_2\right)}^{2}}{x-scale}}{x-scale}\\
t_5 := \left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\\
t_6 := \frac{4 \cdot t\_5}{{\left(x-scale \cdot y-scale\right)}^{2}}\\
\frac{-\sqrt{\left(\left(2 \cdot t\_6\right) \cdot t\_5\right) \cdot \left(\left(t\_4 + t\_3\right) + \sqrt{{\left(t\_4 - t\_3\right)}^{2} + {\left(\frac{\frac{\left(\left(2 \cdot \left({b}^{2} - {a}^{2}\right)\right) \cdot t\_1\right) \cdot t\_2}{x-scale}}{y-scale}\right)}^{2}}\right)}}{t\_6}
\end{array}
\end{array}

Alternative 1: 60.8% accurate, 7.0× speedup?

\[\begin{array}{l} y-scale_m = \left|y-scale\right| \\ x-scale_m = \left|x-scale\right| \\ \begin{array}{l} t_0 := angle \cdot \mathsf{PI}\left(\right)\\ t_1 := \mathsf{PI}\left(\right) \cdot angle\\ \mathbf{if}\;y-scale\_m \leq 29000000:\\ \;\;\;\;\mathsf{hypot}\left(a \cdot \cos \left(0.005555555555555556 \cdot t\_0\right), \sin \left(-0.005555555555555556 \cdot t\_0\right) \cdot b\right) \cdot x-scale\_m\\ \mathbf{else}:\\ \;\;\;\;\frac{\left(\sqrt{\frac{2}{x-scale\_m}} \cdot \left(\left(\left(\sqrt{8} \cdot y-scale\_m\right) \cdot x-scale\_m\right) \cdot 0.25\right)\right) \cdot \mathsf{hypot}\left(\cos \left(-0.005555555555555556 \cdot t\_1\right) \cdot b, \sin \left(t\_1 \cdot 0.005555555555555556\right) \cdot a\right)}{\sqrt{x-scale\_m}}\\ \end{array} \end{array} \]
y-scale_m = (fabs.f64 y-scale)
x-scale_m = (fabs.f64 x-scale)
(FPCore (a b angle x-scale_m y-scale_m)
 :precision binary64
 (let* ((t_0 (* angle (PI))) (t_1 (* (PI) angle)))
   (if (<= y-scale_m 29000000.0)
     (*
      (hypot
       (* a (cos (* 0.005555555555555556 t_0)))
       (* (sin (* -0.005555555555555556 t_0)) b))
      x-scale_m)
     (/
      (*
       (*
        (sqrt (/ 2.0 x-scale_m))
        (* (* (* (sqrt 8.0) y-scale_m) x-scale_m) 0.25))
       (hypot
        (* (cos (* -0.005555555555555556 t_1)) b)
        (* (sin (* t_1 0.005555555555555556)) a)))
      (sqrt x-scale_m)))))
\begin{array}{l}
y-scale_m = \left|y-scale\right|
\\
x-scale_m = \left|x-scale\right|

\\
\begin{array}{l}
t_0 := angle \cdot \mathsf{PI}\left(\right)\\
t_1 := \mathsf{PI}\left(\right) \cdot angle\\
\mathbf{if}\;y-scale\_m \leq 29000000:\\
\;\;\;\;\mathsf{hypot}\left(a \cdot \cos \left(0.005555555555555556 \cdot t\_0\right), \sin \left(-0.005555555555555556 \cdot t\_0\right) \cdot b\right) \cdot x-scale\_m\\

\mathbf{else}:\\
\;\;\;\;\frac{\left(\sqrt{\frac{2}{x-scale\_m}} \cdot \left(\left(\left(\sqrt{8} \cdot y-scale\_m\right) \cdot x-scale\_m\right) \cdot 0.25\right)\right) \cdot \mathsf{hypot}\left(\cos \left(-0.005555555555555556 \cdot t\_1\right) \cdot b, \sin \left(t\_1 \cdot 0.005555555555555556\right) \cdot a\right)}{\sqrt{x-scale\_m}}\\


\end{array}
\end{array}
Derivation
  1. Split input into 2 regimes
  2. if y-scale < 2.9e7

    1. Initial program 4.3%

      \[\frac{-\sqrt{\left(\left(2 \cdot \frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}\right) \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)\right) \cdot \left(\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} + \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right) + \sqrt{{\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} - \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right)}^{2} + {\left(\frac{\frac{\left(\left(2 \cdot \left({b}^{2} - {a}^{2}\right)\right) \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)}{x-scale}}{y-scale}\right)}^{2}}\right)}}{\frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}} \]
    2. Add Preprocessing
    3. Taylor expanded in y-scale around 0

      \[\leadsto \color{blue}{\frac{1}{4} \cdot \left(\left(x-scale \cdot \sqrt{8}\right) \cdot \sqrt{2 \cdot \left({a}^{2} \cdot {\cos \left(\frac{1}{180} \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}\right) + 2 \cdot \left({b}^{2} \cdot {\sin \left(\frac{1}{180} \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}\right)}\right)} \]
    4. Applied rewrites24.1%

      \[\leadsto \color{blue}{\left(0.25 \cdot \left(\sqrt{8} \cdot x-scale\right)\right) \cdot \sqrt{2 \cdot \mathsf{fma}\left({\sin \left(\left(\mathsf{PI}\left(\right) \cdot angle\right) \cdot 0.005555555555555556\right)}^{2}, b \cdot b, {\cos \left(-0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)}^{2} \cdot \left(a \cdot a\right)\right)}} \]
    5. Step-by-step derivation
      1. Applied rewrites24.9%

        \[\leadsto \left(0.25 \cdot \left(\sqrt{8} \cdot x-scale\right)\right) \cdot \sqrt{\left({\left(b \cdot \sin \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)\right)}^{2} + {\left(a \cdot \cos \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)\right)}^{2}\right) \cdot 2} \]
      2. Step-by-step derivation
        1. Applied rewrites24.9%

          \[\leadsto \left(0.25 \cdot \left(\sqrt{8} \cdot x-scale\right)\right) \cdot \sqrt{\left({\left(b \cdot \sin \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)\right)}^{2} + {\left(a \cdot \sin \left(\mathsf{fma}\left(\mathsf{PI}\left(\right) \cdot angle, 0.005555555555555556, \frac{\mathsf{PI}\left(\right)}{2}\right)\right)\right)}^{2}\right) \cdot 2} \]
        2. Applied rewrites25.5%

          \[\leadsto \left(\mathsf{hypot}\left(a \cdot \cos \left(0.005555555555555556 \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right), \sin \left(-0.005555555555555556 \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right) \cdot b\right) \cdot x-scale\right) \cdot \color{blue}{1} \]

        if 2.9e7 < y-scale

        1. Initial program 1.7%

          \[\frac{-\sqrt{\left(\left(2 \cdot \frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}\right) \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)\right) \cdot \left(\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} + \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right) + \sqrt{{\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} - \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right)}^{2} + {\left(\frac{\frac{\left(\left(2 \cdot \left({b}^{2} - {a}^{2}\right)\right) \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)}{x-scale}}{y-scale}\right)}^{2}}\right)}}{\frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}} \]
        2. Add Preprocessing
        3. Taylor expanded in y-scale around inf

          \[\leadsto \color{blue}{\frac{1}{4} \cdot \left(\left(x-scale \cdot \left(y-scale \cdot \sqrt{8}\right)\right) \cdot \sqrt{2 \cdot \frac{{a}^{2} \cdot {\sin \left(\frac{1}{180} \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{{x-scale}^{2}} + 2 \cdot \frac{{b}^{2} \cdot {\cos \left(\frac{1}{180} \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{{x-scale}^{2}}}\right)} \]
        4. Applied rewrites20.2%

          \[\leadsto \color{blue}{\left(0.25 \cdot \left(\left(\sqrt{8} \cdot y-scale\right) \cdot x-scale\right)\right) \cdot \sqrt{\frac{2 \cdot \mathsf{fma}\left({\sin \left(\left(\mathsf{PI}\left(\right) \cdot angle\right) \cdot 0.005555555555555556\right)}^{2}, a \cdot a, {\cos \left(-0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)}^{2} \cdot \left(b \cdot b\right)\right)}{x-scale \cdot x-scale}}} \]
        5. Step-by-step derivation
          1. Applied rewrites27.4%

            \[\leadsto \left(0.25 \cdot \left(\left(\sqrt{8} \cdot y-scale\right) \cdot x-scale\right)\right) \cdot \left(\sqrt{\frac{2}{x-scale}} \cdot \color{blue}{\sqrt{\frac{{\left(a \cdot \sin \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)\right)}^{2} + {\left(\cos \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right) \cdot b\right)}^{2}}{x-scale}}}\right) \]
          2. Applied rewrites30.6%

            \[\leadsto \frac{\left(\sqrt{\frac{2}{x-scale}} \cdot \left(\left(\left(\sqrt{8} \cdot y-scale\right) \cdot x-scale\right) \cdot 0.25\right)\right) \cdot \mathsf{hypot}\left(\cos \left(-0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right) \cdot b, \sin \left(\left(\mathsf{PI}\left(\right) \cdot angle\right) \cdot 0.005555555555555556\right) \cdot a\right)}{\color{blue}{\sqrt{x-scale}}} \]
        6. Recombined 2 regimes into one program.
        7. Final simplification26.9%

          \[\leadsto \begin{array}{l} \mathbf{if}\;y-scale \leq 29000000:\\ \;\;\;\;\mathsf{hypot}\left(a \cdot \cos \left(0.005555555555555556 \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right), \sin \left(-0.005555555555555556 \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right) \cdot b\right) \cdot x-scale\\ \mathbf{else}:\\ \;\;\;\;\frac{\left(\sqrt{\frac{2}{x-scale}} \cdot \left(\left(\left(\sqrt{8} \cdot y-scale\right) \cdot x-scale\right) \cdot 0.25\right)\right) \cdot \mathsf{hypot}\left(\cos \left(-0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right) \cdot b, \sin \left(\left(\mathsf{PI}\left(\right) \cdot angle\right) \cdot 0.005555555555555556\right) \cdot a\right)}{\sqrt{x-scale}}\\ \end{array} \]
        8. Add Preprocessing

        Alternative 2: 60.5% accurate, 7.0× speedup?

        \[\begin{array}{l} y-scale_m = \left|y-scale\right| \\ x-scale_m = \left|x-scale\right| \\ \begin{array}{l} t_0 := angle \cdot \mathsf{PI}\left(\right)\\ t_1 := \mathsf{PI}\left(\right) \cdot angle\\ \mathbf{if}\;y-scale\_m \leq 29500000:\\ \;\;\;\;\mathsf{hypot}\left(a \cdot \cos \left(0.005555555555555556 \cdot t\_0\right), \sin \left(-0.005555555555555556 \cdot t\_0\right) \cdot b\right) \cdot x-scale\_m\\ \mathbf{else}:\\ \;\;\;\;\left(\left(\left(\left(\sqrt{8} \cdot y-scale\_m\right) \cdot x-scale\_m\right) \cdot 0.25\right) \cdot \frac{\mathsf{hypot}\left(\cos \left(-0.005555555555555556 \cdot t\_1\right) \cdot b, \sin \left(t\_1 \cdot 0.005555555555555556\right) \cdot a\right)}{\sqrt{x-scale\_m}}\right) \cdot \sqrt{\frac{2}{x-scale\_m}}\\ \end{array} \end{array} \]
        y-scale_m = (fabs.f64 y-scale)
        x-scale_m = (fabs.f64 x-scale)
        (FPCore (a b angle x-scale_m y-scale_m)
         :precision binary64
         (let* ((t_0 (* angle (PI))) (t_1 (* (PI) angle)))
           (if (<= y-scale_m 29500000.0)
             (*
              (hypot
               (* a (cos (* 0.005555555555555556 t_0)))
               (* (sin (* -0.005555555555555556 t_0)) b))
              x-scale_m)
             (*
              (*
               (* (* (* (sqrt 8.0) y-scale_m) x-scale_m) 0.25)
               (/
                (hypot
                 (* (cos (* -0.005555555555555556 t_1)) b)
                 (* (sin (* t_1 0.005555555555555556)) a))
                (sqrt x-scale_m)))
              (sqrt (/ 2.0 x-scale_m))))))
        \begin{array}{l}
        y-scale_m = \left|y-scale\right|
        \\
        x-scale_m = \left|x-scale\right|
        
        \\
        \begin{array}{l}
        t_0 := angle \cdot \mathsf{PI}\left(\right)\\
        t_1 := \mathsf{PI}\left(\right) \cdot angle\\
        \mathbf{if}\;y-scale\_m \leq 29500000:\\
        \;\;\;\;\mathsf{hypot}\left(a \cdot \cos \left(0.005555555555555556 \cdot t\_0\right), \sin \left(-0.005555555555555556 \cdot t\_0\right) \cdot b\right) \cdot x-scale\_m\\
        
        \mathbf{else}:\\
        \;\;\;\;\left(\left(\left(\left(\sqrt{8} \cdot y-scale\_m\right) \cdot x-scale\_m\right) \cdot 0.25\right) \cdot \frac{\mathsf{hypot}\left(\cos \left(-0.005555555555555556 \cdot t\_1\right) \cdot b, \sin \left(t\_1 \cdot 0.005555555555555556\right) \cdot a\right)}{\sqrt{x-scale\_m}}\right) \cdot \sqrt{\frac{2}{x-scale\_m}}\\
        
        
        \end{array}
        \end{array}
        
        Derivation
        1. Split input into 2 regimes
        2. if y-scale < 2.95e7

          1. Initial program 4.3%

            \[\frac{-\sqrt{\left(\left(2 \cdot \frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}\right) \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)\right) \cdot \left(\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} + \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right) + \sqrt{{\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} - \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right)}^{2} + {\left(\frac{\frac{\left(\left(2 \cdot \left({b}^{2} - {a}^{2}\right)\right) \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)}{x-scale}}{y-scale}\right)}^{2}}\right)}}{\frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}} \]
          2. Add Preprocessing
          3. Taylor expanded in y-scale around 0

            \[\leadsto \color{blue}{\frac{1}{4} \cdot \left(\left(x-scale \cdot \sqrt{8}\right) \cdot \sqrt{2 \cdot \left({a}^{2} \cdot {\cos \left(\frac{1}{180} \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}\right) + 2 \cdot \left({b}^{2} \cdot {\sin \left(\frac{1}{180} \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}\right)}\right)} \]
          4. Applied rewrites24.1%

            \[\leadsto \color{blue}{\left(0.25 \cdot \left(\sqrt{8} \cdot x-scale\right)\right) \cdot \sqrt{2 \cdot \mathsf{fma}\left({\sin \left(\left(\mathsf{PI}\left(\right) \cdot angle\right) \cdot 0.005555555555555556\right)}^{2}, b \cdot b, {\cos \left(-0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)}^{2} \cdot \left(a \cdot a\right)\right)}} \]
          5. Step-by-step derivation
            1. Applied rewrites24.9%

              \[\leadsto \left(0.25 \cdot \left(\sqrt{8} \cdot x-scale\right)\right) \cdot \sqrt{\left({\left(b \cdot \sin \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)\right)}^{2} + {\left(a \cdot \cos \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)\right)}^{2}\right) \cdot 2} \]
            2. Step-by-step derivation
              1. Applied rewrites24.9%

                \[\leadsto \left(0.25 \cdot \left(\sqrt{8} \cdot x-scale\right)\right) \cdot \sqrt{\left({\left(b \cdot \sin \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)\right)}^{2} + {\left(a \cdot \sin \left(\mathsf{fma}\left(\mathsf{PI}\left(\right) \cdot angle, 0.005555555555555556, \frac{\mathsf{PI}\left(\right)}{2}\right)\right)\right)}^{2}\right) \cdot 2} \]
              2. Applied rewrites25.5%

                \[\leadsto \left(\mathsf{hypot}\left(a \cdot \cos \left(0.005555555555555556 \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right), \sin \left(-0.005555555555555556 \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right) \cdot b\right) \cdot x-scale\right) \cdot \color{blue}{1} \]

              if 2.95e7 < y-scale

              1. Initial program 1.7%

                \[\frac{-\sqrt{\left(\left(2 \cdot \frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}\right) \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)\right) \cdot \left(\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} + \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right) + \sqrt{{\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} - \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right)}^{2} + {\left(\frac{\frac{\left(\left(2 \cdot \left({b}^{2} - {a}^{2}\right)\right) \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)}{x-scale}}{y-scale}\right)}^{2}}\right)}}{\frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}} \]
              2. Add Preprocessing
              3. Taylor expanded in y-scale around inf

                \[\leadsto \color{blue}{\frac{1}{4} \cdot \left(\left(x-scale \cdot \left(y-scale \cdot \sqrt{8}\right)\right) \cdot \sqrt{2 \cdot \frac{{a}^{2} \cdot {\sin \left(\frac{1}{180} \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{{x-scale}^{2}} + 2 \cdot \frac{{b}^{2} \cdot {\cos \left(\frac{1}{180} \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{{x-scale}^{2}}}\right)} \]
              4. Applied rewrites20.2%

                \[\leadsto \color{blue}{\left(0.25 \cdot \left(\left(\sqrt{8} \cdot y-scale\right) \cdot x-scale\right)\right) \cdot \sqrt{\frac{2 \cdot \mathsf{fma}\left({\sin \left(\left(\mathsf{PI}\left(\right) \cdot angle\right) \cdot 0.005555555555555556\right)}^{2}, a \cdot a, {\cos \left(-0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)}^{2} \cdot \left(b \cdot b\right)\right)}{x-scale \cdot x-scale}}} \]
              5. Step-by-step derivation
                1. Applied rewrites27.4%

                  \[\leadsto \left(0.25 \cdot \left(\left(\sqrt{8} \cdot y-scale\right) \cdot x-scale\right)\right) \cdot \left(\sqrt{\frac{2}{x-scale}} \cdot \color{blue}{\sqrt{\frac{{\left(a \cdot \sin \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)\right)}^{2} + {\left(\cos \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right) \cdot b\right)}^{2}}{x-scale}}}\right) \]
                2. Applied rewrites30.5%

                  \[\leadsto \left(\left(\left(\left(\sqrt{8} \cdot y-scale\right) \cdot x-scale\right) \cdot 0.25\right) \cdot \frac{\mathsf{hypot}\left(\cos \left(-0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right) \cdot b, \sin \left(\left(\mathsf{PI}\left(\right) \cdot angle\right) \cdot 0.005555555555555556\right) \cdot a\right)}{\sqrt{x-scale}}\right) \cdot \color{blue}{\sqrt{\frac{2}{x-scale}}} \]
              6. Recombined 2 regimes into one program.
              7. Final simplification26.9%

                \[\leadsto \begin{array}{l} \mathbf{if}\;y-scale \leq 29500000:\\ \;\;\;\;\mathsf{hypot}\left(a \cdot \cos \left(0.005555555555555556 \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right), \sin \left(-0.005555555555555556 \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right) \cdot b\right) \cdot x-scale\\ \mathbf{else}:\\ \;\;\;\;\left(\left(\left(\left(\sqrt{8} \cdot y-scale\right) \cdot x-scale\right) \cdot 0.25\right) \cdot \frac{\mathsf{hypot}\left(\cos \left(-0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right) \cdot b, \sin \left(\left(\mathsf{PI}\left(\right) \cdot angle\right) \cdot 0.005555555555555556\right) \cdot a\right)}{\sqrt{x-scale}}\right) \cdot \sqrt{\frac{2}{x-scale}}\\ \end{array} \]
              8. Add Preprocessing

              Alternative 3: 60.5% accurate, 7.3× speedup?

              \[\begin{array}{l} y-scale_m = \left|y-scale\right| \\ x-scale_m = \left|x-scale\right| \\ \begin{array}{l} t_0 := angle \cdot \mathsf{PI}\left(\right)\\ t_1 := 0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\\ \mathbf{if}\;y-scale\_m \leq 0.0038:\\ \;\;\;\;\mathsf{hypot}\left(a \cdot \cos \left(0.005555555555555556 \cdot t\_0\right), \sin \left(-0.005555555555555556 \cdot t\_0\right) \cdot b\right) \cdot x-scale\_m\\ \mathbf{else}:\\ \;\;\;\;\frac{\left(\mathsf{hypot}\left(a \cdot \sin t\_1, \cos t\_1 \cdot b\right) \cdot \sqrt{2}\right) \cdot \left(\left(\left(\sqrt{8} \cdot y-scale\_m\right) \cdot x-scale\_m\right) \cdot 0.25\right)}{\left|x-scale\_m\right|}\\ \end{array} \end{array} \]
              y-scale_m = (fabs.f64 y-scale)
              x-scale_m = (fabs.f64 x-scale)
              (FPCore (a b angle x-scale_m y-scale_m)
               :precision binary64
               (let* ((t_0 (* angle (PI))) (t_1 (* 0.005555555555555556 (* (PI) angle))))
                 (if (<= y-scale_m 0.0038)
                   (*
                    (hypot
                     (* a (cos (* 0.005555555555555556 t_0)))
                     (* (sin (* -0.005555555555555556 t_0)) b))
                    x-scale_m)
                   (/
                    (*
                     (* (hypot (* a (sin t_1)) (* (cos t_1) b)) (sqrt 2.0))
                     (* (* (* (sqrt 8.0) y-scale_m) x-scale_m) 0.25))
                    (fabs x-scale_m)))))
              \begin{array}{l}
              y-scale_m = \left|y-scale\right|
              \\
              x-scale_m = \left|x-scale\right|
              
              \\
              \begin{array}{l}
              t_0 := angle \cdot \mathsf{PI}\left(\right)\\
              t_1 := 0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\\
              \mathbf{if}\;y-scale\_m \leq 0.0038:\\
              \;\;\;\;\mathsf{hypot}\left(a \cdot \cos \left(0.005555555555555556 \cdot t\_0\right), \sin \left(-0.005555555555555556 \cdot t\_0\right) \cdot b\right) \cdot x-scale\_m\\
              
              \mathbf{else}:\\
              \;\;\;\;\frac{\left(\mathsf{hypot}\left(a \cdot \sin t\_1, \cos t\_1 \cdot b\right) \cdot \sqrt{2}\right) \cdot \left(\left(\left(\sqrt{8} \cdot y-scale\_m\right) \cdot x-scale\_m\right) \cdot 0.25\right)}{\left|x-scale\_m\right|}\\
              
              
              \end{array}
              \end{array}
              
              Derivation
              1. Split input into 2 regimes
              2. if y-scale < 0.00379999999999999999

                1. Initial program 4.4%

                  \[\frac{-\sqrt{\left(\left(2 \cdot \frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}\right) \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)\right) \cdot \left(\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} + \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right) + \sqrt{{\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} - \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right)}^{2} + {\left(\frac{\frac{\left(\left(2 \cdot \left({b}^{2} - {a}^{2}\right)\right) \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)}{x-scale}}{y-scale}\right)}^{2}}\right)}}{\frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}} \]
                2. Add Preprocessing
                3. Taylor expanded in y-scale around 0

                  \[\leadsto \color{blue}{\frac{1}{4} \cdot \left(\left(x-scale \cdot \sqrt{8}\right) \cdot \sqrt{2 \cdot \left({a}^{2} \cdot {\cos \left(\frac{1}{180} \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}\right) + 2 \cdot \left({b}^{2} \cdot {\sin \left(\frac{1}{180} \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}\right)}\right)} \]
                4. Applied rewrites24.1%

                  \[\leadsto \color{blue}{\left(0.25 \cdot \left(\sqrt{8} \cdot x-scale\right)\right) \cdot \sqrt{2 \cdot \mathsf{fma}\left({\sin \left(\left(\mathsf{PI}\left(\right) \cdot angle\right) \cdot 0.005555555555555556\right)}^{2}, b \cdot b, {\cos \left(-0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)}^{2} \cdot \left(a \cdot a\right)\right)}} \]
                5. Step-by-step derivation
                  1. Applied rewrites24.8%

                    \[\leadsto \left(0.25 \cdot \left(\sqrt{8} \cdot x-scale\right)\right) \cdot \sqrt{\left({\left(b \cdot \sin \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)\right)}^{2} + {\left(a \cdot \cos \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)\right)}^{2}\right) \cdot 2} \]
                  2. Step-by-step derivation
                    1. Applied rewrites24.8%

                      \[\leadsto \left(0.25 \cdot \left(\sqrt{8} \cdot x-scale\right)\right) \cdot \sqrt{\left({\left(b \cdot \sin \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)\right)}^{2} + {\left(a \cdot \sin \left(\mathsf{fma}\left(\mathsf{PI}\left(\right) \cdot angle, 0.005555555555555556, \frac{\mathsf{PI}\left(\right)}{2}\right)\right)\right)}^{2}\right) \cdot 2} \]
                    2. Applied rewrites25.4%

                      \[\leadsto \left(\mathsf{hypot}\left(a \cdot \cos \left(0.005555555555555556 \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right), \sin \left(-0.005555555555555556 \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right) \cdot b\right) \cdot x-scale\right) \cdot \color{blue}{1} \]

                    if 0.00379999999999999999 < y-scale

                    1. Initial program 1.6%

                      \[\frac{-\sqrt{\left(\left(2 \cdot \frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}\right) \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)\right) \cdot \left(\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} + \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right) + \sqrt{{\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} - \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right)}^{2} + {\left(\frac{\frac{\left(\left(2 \cdot \left({b}^{2} - {a}^{2}\right)\right) \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)}{x-scale}}{y-scale}\right)}^{2}}\right)}}{\frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}} \]
                    2. Add Preprocessing
                    3. Taylor expanded in y-scale around inf

                      \[\leadsto \color{blue}{\frac{1}{4} \cdot \left(\left(x-scale \cdot \left(y-scale \cdot \sqrt{8}\right)\right) \cdot \sqrt{2 \cdot \frac{{a}^{2} \cdot {\sin \left(\frac{1}{180} \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{{x-scale}^{2}} + 2 \cdot \frac{{b}^{2} \cdot {\cos \left(\frac{1}{180} \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{{x-scale}^{2}}}\right)} \]
                    4. Applied rewrites19.3%

                      \[\leadsto \color{blue}{\left(0.25 \cdot \left(\left(\sqrt{8} \cdot y-scale\right) \cdot x-scale\right)\right) \cdot \sqrt{\frac{2 \cdot \mathsf{fma}\left({\sin \left(\left(\mathsf{PI}\left(\right) \cdot angle\right) \cdot 0.005555555555555556\right)}^{2}, a \cdot a, {\cos \left(-0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)}^{2} \cdot \left(b \cdot b\right)\right)}{x-scale \cdot x-scale}}} \]
                    5. Applied rewrites30.9%

                      \[\leadsto \frac{\left(\mathsf{hypot}\left(a \cdot \sin \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right), \cos \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right) \cdot b\right) \cdot \sqrt{2}\right) \cdot \left(\left(\left(\sqrt{8} \cdot y-scale\right) \cdot x-scale\right) \cdot 0.25\right)}{\color{blue}{\left|x-scale\right|}} \]
                  3. Recombined 2 regimes into one program.
                  4. Final simplification27.0%

                    \[\leadsto \begin{array}{l} \mathbf{if}\;y-scale \leq 0.0038:\\ \;\;\;\;\mathsf{hypot}\left(a \cdot \cos \left(0.005555555555555556 \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right), \sin \left(-0.005555555555555556 \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right) \cdot b\right) \cdot x-scale\\ \mathbf{else}:\\ \;\;\;\;\frac{\left(\mathsf{hypot}\left(a \cdot \sin \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right), \cos \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right) \cdot b\right) \cdot \sqrt{2}\right) \cdot \left(\left(\left(\sqrt{8} \cdot y-scale\right) \cdot x-scale\right) \cdot 0.25\right)}{\left|x-scale\right|}\\ \end{array} \]
                  5. Add Preprocessing

                  Alternative 4: 58.4% accurate, 7.3× speedup?

                  \[\begin{array}{l} y-scale_m = \left|y-scale\right| \\ x-scale_m = \left|x-scale\right| \\ \begin{array}{l} t_0 := angle \cdot \mathsf{PI}\left(\right)\\ t_1 := 0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\\ \mathbf{if}\;y-scale\_m \leq 29500000:\\ \;\;\;\;\mathsf{hypot}\left(a \cdot \cos \left(0.005555555555555556 \cdot t\_0\right), \sin \left(-0.005555555555555556 \cdot t\_0\right) \cdot b\right) \cdot x-scale\_m\\ \mathbf{else}:\\ \;\;\;\;\left(\left(\sqrt{8} \cdot y-scale\_m\right) \cdot 0.25\right) \cdot \left(x-scale\_m \cdot \frac{\mathsf{hypot}\left(a \cdot \sin t\_1, \cos t\_1 \cdot b\right) \cdot \sqrt{2}}{\left|x-scale\_m\right|}\right)\\ \end{array} \end{array} \]
                  y-scale_m = (fabs.f64 y-scale)
                  x-scale_m = (fabs.f64 x-scale)
                  (FPCore (a b angle x-scale_m y-scale_m)
                   :precision binary64
                   (let* ((t_0 (* angle (PI))) (t_1 (* 0.005555555555555556 (* (PI) angle))))
                     (if (<= y-scale_m 29500000.0)
                       (*
                        (hypot
                         (* a (cos (* 0.005555555555555556 t_0)))
                         (* (sin (* -0.005555555555555556 t_0)) b))
                        x-scale_m)
                       (*
                        (* (* (sqrt 8.0) y-scale_m) 0.25)
                        (*
                         x-scale_m
                         (/
                          (* (hypot (* a (sin t_1)) (* (cos t_1) b)) (sqrt 2.0))
                          (fabs x-scale_m)))))))
                  \begin{array}{l}
                  y-scale_m = \left|y-scale\right|
                  \\
                  x-scale_m = \left|x-scale\right|
                  
                  \\
                  \begin{array}{l}
                  t_0 := angle \cdot \mathsf{PI}\left(\right)\\
                  t_1 := 0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\\
                  \mathbf{if}\;y-scale\_m \leq 29500000:\\
                  \;\;\;\;\mathsf{hypot}\left(a \cdot \cos \left(0.005555555555555556 \cdot t\_0\right), \sin \left(-0.005555555555555556 \cdot t\_0\right) \cdot b\right) \cdot x-scale\_m\\
                  
                  \mathbf{else}:\\
                  \;\;\;\;\left(\left(\sqrt{8} \cdot y-scale\_m\right) \cdot 0.25\right) \cdot \left(x-scale\_m \cdot \frac{\mathsf{hypot}\left(a \cdot \sin t\_1, \cos t\_1 \cdot b\right) \cdot \sqrt{2}}{\left|x-scale\_m\right|}\right)\\
                  
                  
                  \end{array}
                  \end{array}
                  
                  Derivation
                  1. Split input into 2 regimes
                  2. if y-scale < 2.95e7

                    1. Initial program 4.3%

                      \[\frac{-\sqrt{\left(\left(2 \cdot \frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}\right) \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)\right) \cdot \left(\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} + \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right) + \sqrt{{\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} - \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right)}^{2} + {\left(\frac{\frac{\left(\left(2 \cdot \left({b}^{2} - {a}^{2}\right)\right) \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)}{x-scale}}{y-scale}\right)}^{2}}\right)}}{\frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}} \]
                    2. Add Preprocessing
                    3. Taylor expanded in y-scale around 0

                      \[\leadsto \color{blue}{\frac{1}{4} \cdot \left(\left(x-scale \cdot \sqrt{8}\right) \cdot \sqrt{2 \cdot \left({a}^{2} \cdot {\cos \left(\frac{1}{180} \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}\right) + 2 \cdot \left({b}^{2} \cdot {\sin \left(\frac{1}{180} \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}\right)}\right)} \]
                    4. Applied rewrites24.1%

                      \[\leadsto \color{blue}{\left(0.25 \cdot \left(\sqrt{8} \cdot x-scale\right)\right) \cdot \sqrt{2 \cdot \mathsf{fma}\left({\sin \left(\left(\mathsf{PI}\left(\right) \cdot angle\right) \cdot 0.005555555555555556\right)}^{2}, b \cdot b, {\cos \left(-0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)}^{2} \cdot \left(a \cdot a\right)\right)}} \]
                    5. Step-by-step derivation
                      1. Applied rewrites24.9%

                        \[\leadsto \left(0.25 \cdot \left(\sqrt{8} \cdot x-scale\right)\right) \cdot \sqrt{\left({\left(b \cdot \sin \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)\right)}^{2} + {\left(a \cdot \cos \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)\right)}^{2}\right) \cdot 2} \]
                      2. Step-by-step derivation
                        1. Applied rewrites24.9%

                          \[\leadsto \left(0.25 \cdot \left(\sqrt{8} \cdot x-scale\right)\right) \cdot \sqrt{\left({\left(b \cdot \sin \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)\right)}^{2} + {\left(a \cdot \sin \left(\mathsf{fma}\left(\mathsf{PI}\left(\right) \cdot angle, 0.005555555555555556, \frac{\mathsf{PI}\left(\right)}{2}\right)\right)\right)}^{2}\right) \cdot 2} \]
                        2. Applied rewrites25.5%

                          \[\leadsto \left(\mathsf{hypot}\left(a \cdot \cos \left(0.005555555555555556 \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right), \sin \left(-0.005555555555555556 \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right) \cdot b\right) \cdot x-scale\right) \cdot \color{blue}{1} \]

                        if 2.95e7 < y-scale

                        1. Initial program 1.7%

                          \[\frac{-\sqrt{\left(\left(2 \cdot \frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}\right) \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)\right) \cdot \left(\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} + \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right) + \sqrt{{\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} - \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right)}^{2} + {\left(\frac{\frac{\left(\left(2 \cdot \left({b}^{2} - {a}^{2}\right)\right) \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)}{x-scale}}{y-scale}\right)}^{2}}\right)}}{\frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}} \]
                        2. Add Preprocessing
                        3. Taylor expanded in y-scale around inf

                          \[\leadsto \color{blue}{\frac{1}{4} \cdot \left(\left(x-scale \cdot \left(y-scale \cdot \sqrt{8}\right)\right) \cdot \sqrt{2 \cdot \frac{{a}^{2} \cdot {\sin \left(\frac{1}{180} \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{{x-scale}^{2}} + 2 \cdot \frac{{b}^{2} \cdot {\cos \left(\frac{1}{180} \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{{x-scale}^{2}}}\right)} \]
                        4. Applied rewrites20.2%

                          \[\leadsto \color{blue}{\left(0.25 \cdot \left(\left(\sqrt{8} \cdot y-scale\right) \cdot x-scale\right)\right) \cdot \sqrt{\frac{2 \cdot \mathsf{fma}\left({\sin \left(\left(\mathsf{PI}\left(\right) \cdot angle\right) \cdot 0.005555555555555556\right)}^{2}, a \cdot a, {\cos \left(-0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)}^{2} \cdot \left(b \cdot b\right)\right)}{x-scale \cdot x-scale}}} \]
                        5. Applied rewrites25.4%

                          \[\leadsto \left(\left(\sqrt{8} \cdot y-scale\right) \cdot 0.25\right) \cdot \color{blue}{\left(x-scale \cdot \frac{\mathsf{hypot}\left(a \cdot \sin \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right), \cos \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right) \cdot b\right) \cdot \sqrt{2}}{\left|x-scale\right|}\right)} \]
                      3. Recombined 2 regimes into one program.
                      4. Final simplification25.5%

                        \[\leadsto \begin{array}{l} \mathbf{if}\;y-scale \leq 29500000:\\ \;\;\;\;\mathsf{hypot}\left(a \cdot \cos \left(0.005555555555555556 \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right), \sin \left(-0.005555555555555556 \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right) \cdot b\right) \cdot x-scale\\ \mathbf{else}:\\ \;\;\;\;\left(\left(\sqrt{8} \cdot y-scale\right) \cdot 0.25\right) \cdot \left(x-scale \cdot \frac{\mathsf{hypot}\left(a \cdot \sin \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right), \cos \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right) \cdot b\right) \cdot \sqrt{2}}{\left|x-scale\right|}\right)\\ \end{array} \]
                      5. Add Preprocessing

                      Alternative 5: 43.9% accurate, 8.5× speedup?

                      \[\begin{array}{l} y-scale_m = \left|y-scale\right| \\ x-scale_m = \left|x-scale\right| \\ \begin{array}{l} t_0 := angle \cdot \mathsf{PI}\left(\right)\\ \mathbf{if}\;x-scale\_m \leq 8 \cdot 10^{-42}:\\ \;\;\;\;b \cdot y-scale\_m\\ \mathbf{else}:\\ \;\;\;\;\mathsf{hypot}\left(a \cdot \cos \left(0.005555555555555556 \cdot t\_0\right), \sin \left(-0.005555555555555556 \cdot t\_0\right) \cdot b\right) \cdot x-scale\_m\\ \end{array} \end{array} \]
                      y-scale_m = (fabs.f64 y-scale)
                      x-scale_m = (fabs.f64 x-scale)
                      (FPCore (a b angle x-scale_m y-scale_m)
                       :precision binary64
                       (let* ((t_0 (* angle (PI))))
                         (if (<= x-scale_m 8e-42)
                           (* b y-scale_m)
                           (*
                            (hypot
                             (* a (cos (* 0.005555555555555556 t_0)))
                             (* (sin (* -0.005555555555555556 t_0)) b))
                            x-scale_m))))
                      \begin{array}{l}
                      y-scale_m = \left|y-scale\right|
                      \\
                      x-scale_m = \left|x-scale\right|
                      
                      \\
                      \begin{array}{l}
                      t_0 := angle \cdot \mathsf{PI}\left(\right)\\
                      \mathbf{if}\;x-scale\_m \leq 8 \cdot 10^{-42}:\\
                      \;\;\;\;b \cdot y-scale\_m\\
                      
                      \mathbf{else}:\\
                      \;\;\;\;\mathsf{hypot}\left(a \cdot \cos \left(0.005555555555555556 \cdot t\_0\right), \sin \left(-0.005555555555555556 \cdot t\_0\right) \cdot b\right) \cdot x-scale\_m\\
                      
                      
                      \end{array}
                      \end{array}
                      
                      Derivation
                      1. Split input into 2 regimes
                      2. if x-scale < 8.0000000000000003e-42

                        1. Initial program 3.5%

                          \[\frac{-\sqrt{\left(\left(2 \cdot \frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}\right) \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)\right) \cdot \left(\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} + \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right) + \sqrt{{\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} - \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right)}^{2} + {\left(\frac{\frac{\left(\left(2 \cdot \left({b}^{2} - {a}^{2}\right)\right) \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)}{x-scale}}{y-scale}\right)}^{2}}\right)}}{\frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}} \]
                        2. Add Preprocessing
                        3. Taylor expanded in angle around 0

                          \[\leadsto \color{blue}{\frac{1}{4} \cdot \left(b \cdot \left(y-scale \cdot \left(\sqrt{2} \cdot \sqrt{8}\right)\right)\right)} \]
                        4. Step-by-step derivation
                          1. Applied rewrites19.1%

                            \[\leadsto \color{blue}{\left(0.25 \cdot b\right) \cdot \left(\left(y-scale \cdot \sqrt{2}\right) \cdot \sqrt{8}\right)} \]
                          2. Step-by-step derivation
                            1. Applied rewrites19.2%

                              \[\leadsto \left(\left(0.25 \cdot b\right) \cdot y-scale\right) \cdot \color{blue}{4} \]
                            2. Taylor expanded in b around 0

                              \[\leadsto b \cdot \color{blue}{y-scale} \]
                            3. Step-by-step derivation
                              1. Applied rewrites19.2%

                                \[\leadsto b \cdot \color{blue}{y-scale} \]

                              if 8.0000000000000003e-42 < x-scale

                              1. Initial program 3.6%

                                \[\frac{-\sqrt{\left(\left(2 \cdot \frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}\right) \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)\right) \cdot \left(\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} + \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right) + \sqrt{{\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} - \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right)}^{2} + {\left(\frac{\frac{\left(\left(2 \cdot \left({b}^{2} - {a}^{2}\right)\right) \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)}{x-scale}}{y-scale}\right)}^{2}}\right)}}{\frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}} \]
                              2. Add Preprocessing
                              3. Taylor expanded in y-scale around 0

                                \[\leadsto \color{blue}{\frac{1}{4} \cdot \left(\left(x-scale \cdot \sqrt{8}\right) \cdot \sqrt{2 \cdot \left({a}^{2} \cdot {\cos \left(\frac{1}{180} \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}\right) + 2 \cdot \left({b}^{2} \cdot {\sin \left(\frac{1}{180} \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}\right)}\right)} \]
                              4. Applied rewrites52.6%

                                \[\leadsto \color{blue}{\left(0.25 \cdot \left(\sqrt{8} \cdot x-scale\right)\right) \cdot \sqrt{2 \cdot \mathsf{fma}\left({\sin \left(\left(\mathsf{PI}\left(\right) \cdot angle\right) \cdot 0.005555555555555556\right)}^{2}, b \cdot b, {\cos \left(-0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)}^{2} \cdot \left(a \cdot a\right)\right)}} \]
                              5. Step-by-step derivation
                                1. Applied rewrites52.9%

                                  \[\leadsto \left(0.25 \cdot \left(\sqrt{8} \cdot x-scale\right)\right) \cdot \sqrt{\left({\left(b \cdot \sin \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)\right)}^{2} + {\left(a \cdot \cos \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)\right)}^{2}\right) \cdot 2} \]
                                2. Step-by-step derivation
                                  1. Applied rewrites52.9%

                                    \[\leadsto \left(0.25 \cdot \left(\sqrt{8} \cdot x-scale\right)\right) \cdot \sqrt{\left({\left(b \cdot \sin \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)\right)}^{2} + {\left(a \cdot \sin \left(\mathsf{fma}\left(\mathsf{PI}\left(\right) \cdot angle, 0.005555555555555556, \frac{\mathsf{PI}\left(\right)}{2}\right)\right)\right)}^{2}\right) \cdot 2} \]
                                  2. Applied rewrites56.6%

                                    \[\leadsto \left(\mathsf{hypot}\left(a \cdot \cos \left(0.005555555555555556 \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right), \sin \left(-0.005555555555555556 \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right) \cdot b\right) \cdot x-scale\right) \cdot \color{blue}{1} \]
                                3. Recombined 2 regimes into one program.
                                4. Final simplification28.7%

                                  \[\leadsto \begin{array}{l} \mathbf{if}\;x-scale \leq 8 \cdot 10^{-42}:\\ \;\;\;\;b \cdot y-scale\\ \mathbf{else}:\\ \;\;\;\;\mathsf{hypot}\left(a \cdot \cos \left(0.005555555555555556 \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right), \sin \left(-0.005555555555555556 \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right) \cdot b\right) \cdot x-scale\\ \end{array} \]
                                5. Add Preprocessing

                                Alternative 6: 43.8% accurate, 10.9× speedup?

                                \[\begin{array}{l} y-scale_m = \left|y-scale\right| \\ x-scale_m = \left|x-scale\right| \\ \begin{array}{l} \mathbf{if}\;x-scale\_m \leq 8 \cdot 10^{-42}:\\ \;\;\;\;b \cdot y-scale\_m\\ \mathbf{else}:\\ \;\;\;\;\sqrt{2} \cdot \left(\left(\sqrt{8} \cdot 0.25\right) \cdot \left(x-scale\_m \cdot \mathsf{hypot}\left(\sin \left(-0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right) \cdot b, 1 \cdot a\right)\right)\right)\\ \end{array} \end{array} \]
                                y-scale_m = (fabs.f64 y-scale)
                                x-scale_m = (fabs.f64 x-scale)
                                (FPCore (a b angle x-scale_m y-scale_m)
                                 :precision binary64
                                 (if (<= x-scale_m 8e-42)
                                   (* b y-scale_m)
                                   (*
                                    (sqrt 2.0)
                                    (*
                                     (* (sqrt 8.0) 0.25)
                                     (*
                                      x-scale_m
                                      (hypot
                                       (* (sin (* -0.005555555555555556 (* (PI) angle))) b)
                                       (* 1.0 a)))))))
                                \begin{array}{l}
                                y-scale_m = \left|y-scale\right|
                                \\
                                x-scale_m = \left|x-scale\right|
                                
                                \\
                                \begin{array}{l}
                                \mathbf{if}\;x-scale\_m \leq 8 \cdot 10^{-42}:\\
                                \;\;\;\;b \cdot y-scale\_m\\
                                
                                \mathbf{else}:\\
                                \;\;\;\;\sqrt{2} \cdot \left(\left(\sqrt{8} \cdot 0.25\right) \cdot \left(x-scale\_m \cdot \mathsf{hypot}\left(\sin \left(-0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right) \cdot b, 1 \cdot a\right)\right)\right)\\
                                
                                
                                \end{array}
                                \end{array}
                                
                                Derivation
                                1. Split input into 2 regimes
                                2. if x-scale < 8.0000000000000003e-42

                                  1. Initial program 3.5%

                                    \[\frac{-\sqrt{\left(\left(2 \cdot \frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}\right) \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)\right) \cdot \left(\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} + \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right) + \sqrt{{\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} - \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right)}^{2} + {\left(\frac{\frac{\left(\left(2 \cdot \left({b}^{2} - {a}^{2}\right)\right) \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)}{x-scale}}{y-scale}\right)}^{2}}\right)}}{\frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}} \]
                                  2. Add Preprocessing
                                  3. Taylor expanded in angle around 0

                                    \[\leadsto \color{blue}{\frac{1}{4} \cdot \left(b \cdot \left(y-scale \cdot \left(\sqrt{2} \cdot \sqrt{8}\right)\right)\right)} \]
                                  4. Step-by-step derivation
                                    1. Applied rewrites19.1%

                                      \[\leadsto \color{blue}{\left(0.25 \cdot b\right) \cdot \left(\left(y-scale \cdot \sqrt{2}\right) \cdot \sqrt{8}\right)} \]
                                    2. Step-by-step derivation
                                      1. Applied rewrites19.2%

                                        \[\leadsto \left(\left(0.25 \cdot b\right) \cdot y-scale\right) \cdot \color{blue}{4} \]
                                      2. Taylor expanded in b around 0

                                        \[\leadsto b \cdot \color{blue}{y-scale} \]
                                      3. Step-by-step derivation
                                        1. Applied rewrites19.2%

                                          \[\leadsto b \cdot \color{blue}{y-scale} \]

                                        if 8.0000000000000003e-42 < x-scale

                                        1. Initial program 3.6%

                                          \[\frac{-\sqrt{\left(\left(2 \cdot \frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}\right) \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)\right) \cdot \left(\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} + \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right) + \sqrt{{\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} - \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right)}^{2} + {\left(\frac{\frac{\left(\left(2 \cdot \left({b}^{2} - {a}^{2}\right)\right) \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)}{x-scale}}{y-scale}\right)}^{2}}\right)}}{\frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}} \]
                                        2. Add Preprocessing
                                        3. Taylor expanded in y-scale around 0

                                          \[\leadsto \color{blue}{\frac{1}{4} \cdot \left(\left(x-scale \cdot \sqrt{8}\right) \cdot \sqrt{2 \cdot \left({a}^{2} \cdot {\cos \left(\frac{1}{180} \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}\right) + 2 \cdot \left({b}^{2} \cdot {\sin \left(\frac{1}{180} \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}\right)}\right)} \]
                                        4. Applied rewrites52.6%

                                          \[\leadsto \color{blue}{\left(0.25 \cdot \left(\sqrt{8} \cdot x-scale\right)\right) \cdot \sqrt{2 \cdot \mathsf{fma}\left({\sin \left(\left(\mathsf{PI}\left(\right) \cdot angle\right) \cdot 0.005555555555555556\right)}^{2}, b \cdot b, {\cos \left(-0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)}^{2} \cdot \left(a \cdot a\right)\right)}} \]
                                        5. Step-by-step derivation
                                          1. Applied rewrites56.1%

                                            \[\leadsto \sqrt{2} \cdot \color{blue}{\left(\mathsf{hypot}\left(a \cdot \cos \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right), b \cdot \sin \left(0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)\right) \cdot \left(\left(\sqrt{8} \cdot x-scale\right) \cdot 0.25\right)\right)} \]
                                          2. Applied rewrites56.3%

                                            \[\leadsto \sqrt{2} \cdot \left(\left(\sqrt{8} \cdot 0.25\right) \cdot \color{blue}{\left(x-scale \cdot \mathsf{hypot}\left(\sin \left(-0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right) \cdot b, \cos \left(-0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right) \cdot a\right)\right)}\right) \]
                                          3. Taylor expanded in angle around 0

                                            \[\leadsto \sqrt{2} \cdot \left(\left(\sqrt{8} \cdot \frac{1}{4}\right) \cdot \left(x-scale \cdot \mathsf{hypot}\left(\sin \left(\frac{-1}{180} \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right) \cdot b, 1 \cdot a\right)\right)\right) \]
                                          4. Step-by-step derivation
                                            1. Applied rewrites55.9%

                                              \[\leadsto \sqrt{2} \cdot \left(\left(\sqrt{8} \cdot 0.25\right) \cdot \left(x-scale \cdot \mathsf{hypot}\left(\sin \left(-0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right) \cdot b, 1 \cdot a\right)\right)\right) \]
                                          5. Recombined 2 regimes into one program.
                                          6. Add Preprocessing

                                          Alternative 7: 23.1% accurate, 61.9× speedup?

                                          \[\begin{array}{l} y-scale_m = \left|y-scale\right| \\ x-scale_m = \left|x-scale\right| \\ \begin{array}{l} \mathbf{if}\;x-scale\_m \leq 1.75 \cdot 10^{+96}:\\ \;\;\;\;b \cdot y-scale\_m\\ \mathbf{else}:\\ \;\;\;\;\left(0.25 \cdot a\right) \cdot \left(\left(x-scale\_m \cdot \sqrt{2}\right) \cdot \sqrt{8}\right)\\ \end{array} \end{array} \]
                                          y-scale_m = (fabs.f64 y-scale)
                                          x-scale_m = (fabs.f64 x-scale)
                                          (FPCore (a b angle x-scale_m y-scale_m)
                                           :precision binary64
                                           (if (<= x-scale_m 1.75e+96)
                                             (* b y-scale_m)
                                             (* (* 0.25 a) (* (* x-scale_m (sqrt 2.0)) (sqrt 8.0)))))
                                          y-scale_m = fabs(y_45_scale);
                                          x-scale_m = fabs(x_45_scale);
                                          double code(double a, double b, double angle, double x_45_scale_m, double y_45_scale_m) {
                                          	double tmp;
                                          	if (x_45_scale_m <= 1.75e+96) {
                                          		tmp = b * y_45_scale_m;
                                          	} else {
                                          		tmp = (0.25 * a) * ((x_45_scale_m * sqrt(2.0)) * sqrt(8.0));
                                          	}
                                          	return tmp;
                                          }
                                          
                                          y-scale_m =     private
                                          x-scale_m =     private
                                          module fmin_fmax_functions
                                              implicit none
                                              private
                                              public fmax
                                              public fmin
                                          
                                              interface fmax
                                                  module procedure fmax88
                                                  module procedure fmax44
                                                  module procedure fmax84
                                                  module procedure fmax48
                                              end interface
                                              interface fmin
                                                  module procedure fmin88
                                                  module procedure fmin44
                                                  module procedure fmin84
                                                  module procedure fmin48
                                              end interface
                                          contains
                                              real(8) function fmax88(x, y) result (res)
                                                  real(8), intent (in) :: x
                                                  real(8), intent (in) :: y
                                                  res = merge(y, merge(x, max(x, y), y /= y), x /= x)
                                              end function
                                              real(4) function fmax44(x, y) result (res)
                                                  real(4), intent (in) :: x
                                                  real(4), intent (in) :: y
                                                  res = merge(y, merge(x, max(x, y), y /= y), x /= x)
                                              end function
                                              real(8) function fmax84(x, y) result(res)
                                                  real(8), intent (in) :: x
                                                  real(4), intent (in) :: y
                                                  res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
                                              end function
                                              real(8) function fmax48(x, y) result(res)
                                                  real(4), intent (in) :: x
                                                  real(8), intent (in) :: y
                                                  res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
                                              end function
                                              real(8) function fmin88(x, y) result (res)
                                                  real(8), intent (in) :: x
                                                  real(8), intent (in) :: y
                                                  res = merge(y, merge(x, min(x, y), y /= y), x /= x)
                                              end function
                                              real(4) function fmin44(x, y) result (res)
                                                  real(4), intent (in) :: x
                                                  real(4), intent (in) :: y
                                                  res = merge(y, merge(x, min(x, y), y /= y), x /= x)
                                              end function
                                              real(8) function fmin84(x, y) result(res)
                                                  real(8), intent (in) :: x
                                                  real(4), intent (in) :: y
                                                  res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
                                              end function
                                              real(8) function fmin48(x, y) result(res)
                                                  real(4), intent (in) :: x
                                                  real(8), intent (in) :: y
                                                  res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
                                              end function
                                          end module
                                          
                                          real(8) function code(a, b, angle, x_45scale_m, y_45scale_m)
                                          use fmin_fmax_functions
                                              real(8), intent (in) :: a
                                              real(8), intent (in) :: b
                                              real(8), intent (in) :: angle
                                              real(8), intent (in) :: x_45scale_m
                                              real(8), intent (in) :: y_45scale_m
                                              real(8) :: tmp
                                              if (x_45scale_m <= 1.75d+96) then
                                                  tmp = b * y_45scale_m
                                              else
                                                  tmp = (0.25d0 * a) * ((x_45scale_m * sqrt(2.0d0)) * sqrt(8.0d0))
                                              end if
                                              code = tmp
                                          end function
                                          
                                          y-scale_m = Math.abs(y_45_scale);
                                          x-scale_m = Math.abs(x_45_scale);
                                          public static double code(double a, double b, double angle, double x_45_scale_m, double y_45_scale_m) {
                                          	double tmp;
                                          	if (x_45_scale_m <= 1.75e+96) {
                                          		tmp = b * y_45_scale_m;
                                          	} else {
                                          		tmp = (0.25 * a) * ((x_45_scale_m * Math.sqrt(2.0)) * Math.sqrt(8.0));
                                          	}
                                          	return tmp;
                                          }
                                          
                                          y-scale_m = math.fabs(y_45_scale)
                                          x-scale_m = math.fabs(x_45_scale)
                                          def code(a, b, angle, x_45_scale_m, y_45_scale_m):
                                          	tmp = 0
                                          	if x_45_scale_m <= 1.75e+96:
                                          		tmp = b * y_45_scale_m
                                          	else:
                                          		tmp = (0.25 * a) * ((x_45_scale_m * math.sqrt(2.0)) * math.sqrt(8.0))
                                          	return tmp
                                          
                                          y-scale_m = abs(y_45_scale)
                                          x-scale_m = abs(x_45_scale)
                                          function code(a, b, angle, x_45_scale_m, y_45_scale_m)
                                          	tmp = 0.0
                                          	if (x_45_scale_m <= 1.75e+96)
                                          		tmp = Float64(b * y_45_scale_m);
                                          	else
                                          		tmp = Float64(Float64(0.25 * a) * Float64(Float64(x_45_scale_m * sqrt(2.0)) * sqrt(8.0)));
                                          	end
                                          	return tmp
                                          end
                                          
                                          y-scale_m = abs(y_45_scale);
                                          x-scale_m = abs(x_45_scale);
                                          function tmp_2 = code(a, b, angle, x_45_scale_m, y_45_scale_m)
                                          	tmp = 0.0;
                                          	if (x_45_scale_m <= 1.75e+96)
                                          		tmp = b * y_45_scale_m;
                                          	else
                                          		tmp = (0.25 * a) * ((x_45_scale_m * sqrt(2.0)) * sqrt(8.0));
                                          	end
                                          	tmp_2 = tmp;
                                          end
                                          
                                          y-scale_m = N[Abs[y$45$scale], $MachinePrecision]
                                          x-scale_m = N[Abs[x$45$scale], $MachinePrecision]
                                          code[a_, b_, angle_, x$45$scale$95$m_, y$45$scale$95$m_] := If[LessEqual[x$45$scale$95$m, 1.75e+96], N[(b * y$45$scale$95$m), $MachinePrecision], N[(N[(0.25 * a), $MachinePrecision] * N[(N[(x$45$scale$95$m * N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision] * N[Sqrt[8.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
                                          
                                          \begin{array}{l}
                                          y-scale_m = \left|y-scale\right|
                                          \\
                                          x-scale_m = \left|x-scale\right|
                                          
                                          \\
                                          \begin{array}{l}
                                          \mathbf{if}\;x-scale\_m \leq 1.75 \cdot 10^{+96}:\\
                                          \;\;\;\;b \cdot y-scale\_m\\
                                          
                                          \mathbf{else}:\\
                                          \;\;\;\;\left(0.25 \cdot a\right) \cdot \left(\left(x-scale\_m \cdot \sqrt{2}\right) \cdot \sqrt{8}\right)\\
                                          
                                          
                                          \end{array}
                                          \end{array}
                                          
                                          Derivation
                                          1. Split input into 2 regimes
                                          2. if x-scale < 1.7499999999999999e96

                                            1. Initial program 3.1%

                                              \[\frac{-\sqrt{\left(\left(2 \cdot \frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}\right) \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)\right) \cdot \left(\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} + \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right) + \sqrt{{\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} - \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right)}^{2} + {\left(\frac{\frac{\left(\left(2 \cdot \left({b}^{2} - {a}^{2}\right)\right) \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)}{x-scale}}{y-scale}\right)}^{2}}\right)}}{\frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}} \]
                                            2. Add Preprocessing
                                            3. Taylor expanded in angle around 0

                                              \[\leadsto \color{blue}{\frac{1}{4} \cdot \left(b \cdot \left(y-scale \cdot \left(\sqrt{2} \cdot \sqrt{8}\right)\right)\right)} \]
                                            4. Step-by-step derivation
                                              1. Applied rewrites19.2%

                                                \[\leadsto \color{blue}{\left(0.25 \cdot b\right) \cdot \left(\left(y-scale \cdot \sqrt{2}\right) \cdot \sqrt{8}\right)} \]
                                              2. Step-by-step derivation
                                                1. Applied rewrites19.3%

                                                  \[\leadsto \left(\left(0.25 \cdot b\right) \cdot y-scale\right) \cdot \color{blue}{4} \]
                                                2. Taylor expanded in b around 0

                                                  \[\leadsto b \cdot \color{blue}{y-scale} \]
                                                3. Step-by-step derivation
                                                  1. Applied rewrites19.3%

                                                    \[\leadsto b \cdot \color{blue}{y-scale} \]

                                                  if 1.7499999999999999e96 < x-scale

                                                  1. Initial program 6.0%

                                                    \[\frac{-\sqrt{\left(\left(2 \cdot \frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}\right) \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)\right) \cdot \left(\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} + \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right) + \sqrt{{\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} - \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right)}^{2} + {\left(\frac{\frac{\left(\left(2 \cdot \left({b}^{2} - {a}^{2}\right)\right) \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)}{x-scale}}{y-scale}\right)}^{2}}\right)}}{\frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}} \]
                                                  2. Add Preprocessing
                                                  3. Taylor expanded in y-scale around 0

                                                    \[\leadsto \color{blue}{\frac{1}{4} \cdot \left(\left(x-scale \cdot \sqrt{8}\right) \cdot \sqrt{2 \cdot \left({a}^{2} \cdot {\cos \left(\frac{1}{180} \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}\right) + 2 \cdot \left({b}^{2} \cdot {\sin \left(\frac{1}{180} \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}\right)}\right)} \]
                                                  4. Applied rewrites71.1%

                                                    \[\leadsto \color{blue}{\left(0.25 \cdot \left(\sqrt{8} \cdot x-scale\right)\right) \cdot \sqrt{2 \cdot \mathsf{fma}\left({\sin \left(\left(\mathsf{PI}\left(\right) \cdot angle\right) \cdot 0.005555555555555556\right)}^{2}, b \cdot b, {\cos \left(-0.005555555555555556 \cdot \left(\mathsf{PI}\left(\right) \cdot angle\right)\right)}^{2} \cdot \left(a \cdot a\right)\right)}} \]
                                                  5. Taylor expanded in angle around 0

                                                    \[\leadsto \frac{1}{4} \cdot \color{blue}{\left(a \cdot \left(x-scale \cdot \left(\sqrt{2} \cdot \sqrt{8}\right)\right)\right)} \]
                                                  6. Step-by-step derivation
                                                    1. Applied rewrites15.9%

                                                      \[\leadsto \left(0.25 \cdot a\right) \cdot \color{blue}{\left(\left(x-scale \cdot \sqrt{2}\right) \cdot \sqrt{8}\right)} \]
                                                  7. Recombined 2 regimes into one program.
                                                  8. Add Preprocessing

                                                  Alternative 8: 17.9% accurate, 484.7× speedup?

                                                  \[\begin{array}{l} y-scale_m = \left|y-scale\right| \\ x-scale_m = \left|x-scale\right| \\ b \cdot y-scale\_m \end{array} \]
                                                  y-scale_m = (fabs.f64 y-scale)
                                                  x-scale_m = (fabs.f64 x-scale)
                                                  (FPCore (a b angle x-scale_m y-scale_m) :precision binary64 (* b y-scale_m))
                                                  y-scale_m = fabs(y_45_scale);
                                                  x-scale_m = fabs(x_45_scale);
                                                  double code(double a, double b, double angle, double x_45_scale_m, double y_45_scale_m) {
                                                  	return b * y_45_scale_m;
                                                  }
                                                  
                                                  y-scale_m =     private
                                                  x-scale_m =     private
                                                  module fmin_fmax_functions
                                                      implicit none
                                                      private
                                                      public fmax
                                                      public fmin
                                                  
                                                      interface fmax
                                                          module procedure fmax88
                                                          module procedure fmax44
                                                          module procedure fmax84
                                                          module procedure fmax48
                                                      end interface
                                                      interface fmin
                                                          module procedure fmin88
                                                          module procedure fmin44
                                                          module procedure fmin84
                                                          module procedure fmin48
                                                      end interface
                                                  contains
                                                      real(8) function fmax88(x, y) result (res)
                                                          real(8), intent (in) :: x
                                                          real(8), intent (in) :: y
                                                          res = merge(y, merge(x, max(x, y), y /= y), x /= x)
                                                      end function
                                                      real(4) function fmax44(x, y) result (res)
                                                          real(4), intent (in) :: x
                                                          real(4), intent (in) :: y
                                                          res = merge(y, merge(x, max(x, y), y /= y), x /= x)
                                                      end function
                                                      real(8) function fmax84(x, y) result(res)
                                                          real(8), intent (in) :: x
                                                          real(4), intent (in) :: y
                                                          res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
                                                      end function
                                                      real(8) function fmax48(x, y) result(res)
                                                          real(4), intent (in) :: x
                                                          real(8), intent (in) :: y
                                                          res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
                                                      end function
                                                      real(8) function fmin88(x, y) result (res)
                                                          real(8), intent (in) :: x
                                                          real(8), intent (in) :: y
                                                          res = merge(y, merge(x, min(x, y), y /= y), x /= x)
                                                      end function
                                                      real(4) function fmin44(x, y) result (res)
                                                          real(4), intent (in) :: x
                                                          real(4), intent (in) :: y
                                                          res = merge(y, merge(x, min(x, y), y /= y), x /= x)
                                                      end function
                                                      real(8) function fmin84(x, y) result(res)
                                                          real(8), intent (in) :: x
                                                          real(4), intent (in) :: y
                                                          res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
                                                      end function
                                                      real(8) function fmin48(x, y) result(res)
                                                          real(4), intent (in) :: x
                                                          real(8), intent (in) :: y
                                                          res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
                                                      end function
                                                  end module
                                                  
                                                  real(8) function code(a, b, angle, x_45scale_m, y_45scale_m)
                                                  use fmin_fmax_functions
                                                      real(8), intent (in) :: a
                                                      real(8), intent (in) :: b
                                                      real(8), intent (in) :: angle
                                                      real(8), intent (in) :: x_45scale_m
                                                      real(8), intent (in) :: y_45scale_m
                                                      code = b * y_45scale_m
                                                  end function
                                                  
                                                  y-scale_m = Math.abs(y_45_scale);
                                                  x-scale_m = Math.abs(x_45_scale);
                                                  public static double code(double a, double b, double angle, double x_45_scale_m, double y_45_scale_m) {
                                                  	return b * y_45_scale_m;
                                                  }
                                                  
                                                  y-scale_m = math.fabs(y_45_scale)
                                                  x-scale_m = math.fabs(x_45_scale)
                                                  def code(a, b, angle, x_45_scale_m, y_45_scale_m):
                                                  	return b * y_45_scale_m
                                                  
                                                  y-scale_m = abs(y_45_scale)
                                                  x-scale_m = abs(x_45_scale)
                                                  function code(a, b, angle, x_45_scale_m, y_45_scale_m)
                                                  	return Float64(b * y_45_scale_m)
                                                  end
                                                  
                                                  y-scale_m = abs(y_45_scale);
                                                  x-scale_m = abs(x_45_scale);
                                                  function tmp = code(a, b, angle, x_45_scale_m, y_45_scale_m)
                                                  	tmp = b * y_45_scale_m;
                                                  end
                                                  
                                                  y-scale_m = N[Abs[y$45$scale], $MachinePrecision]
                                                  x-scale_m = N[Abs[x$45$scale], $MachinePrecision]
                                                  code[a_, b_, angle_, x$45$scale$95$m_, y$45$scale$95$m_] := N[(b * y$45$scale$95$m), $MachinePrecision]
                                                  
                                                  \begin{array}{l}
                                                  y-scale_m = \left|y-scale\right|
                                                  \\
                                                  x-scale_m = \left|x-scale\right|
                                                  
                                                  \\
                                                  b \cdot y-scale\_m
                                                  \end{array}
                                                  
                                                  Derivation
                                                  1. Initial program 3.6%

                                                    \[\frac{-\sqrt{\left(\left(2 \cdot \frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}\right) \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)\right) \cdot \left(\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} + \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right) + \sqrt{{\left(\frac{\frac{{\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{x-scale}}{x-scale} - \frac{\frac{{\left(a \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}}{y-scale}}{y-scale}\right)}^{2} + {\left(\frac{\frac{\left(\left(2 \cdot \left({b}^{2} - {a}^{2}\right)\right) \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \cos \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)}{x-scale}}{y-scale}\right)}^{2}}\right)}}{\frac{4 \cdot \left(\left(b \cdot a\right) \cdot \left(b \cdot \left(-a\right)\right)\right)}{{\left(x-scale \cdot y-scale\right)}^{2}}} \]
                                                  2. Add Preprocessing
                                                  3. Taylor expanded in angle around 0

                                                    \[\leadsto \color{blue}{\frac{1}{4} \cdot \left(b \cdot \left(y-scale \cdot \left(\sqrt{2} \cdot \sqrt{8}\right)\right)\right)} \]
                                                  4. Step-by-step derivation
                                                    1. Applied rewrites17.3%

                                                      \[\leadsto \color{blue}{\left(0.25 \cdot b\right) \cdot \left(\left(y-scale \cdot \sqrt{2}\right) \cdot \sqrt{8}\right)} \]
                                                    2. Step-by-step derivation
                                                      1. Applied rewrites17.4%

                                                        \[\leadsto \left(\left(0.25 \cdot b\right) \cdot y-scale\right) \cdot \color{blue}{4} \]
                                                      2. Taylor expanded in b around 0

                                                        \[\leadsto b \cdot \color{blue}{y-scale} \]
                                                      3. Step-by-step derivation
                                                        1. Applied rewrites17.4%

                                                          \[\leadsto b \cdot \color{blue}{y-scale} \]
                                                        2. Add Preprocessing

                                                        Reproduce

                                                        ?
                                                        herbie shell --seed 2025018 
                                                        (FPCore (a b angle x-scale y-scale)
                                                          :name "a from scale-rotated-ellipse"
                                                          :precision binary64
                                                          (/ (- (sqrt (* (* (* 2.0 (/ (* 4.0 (* (* b a) (* b (- a)))) (pow (* x-scale y-scale) 2.0))) (* (* b a) (* b (- a)))) (+ (+ (/ (/ (+ (pow (* a (sin (* (/ angle 180.0) (PI)))) 2.0) (pow (* b (cos (* (/ angle 180.0) (PI)))) 2.0)) x-scale) x-scale) (/ (/ (+ (pow (* a (cos (* (/ angle 180.0) (PI)))) 2.0) (pow (* b (sin (* (/ angle 180.0) (PI)))) 2.0)) y-scale) y-scale)) (sqrt (+ (pow (- (/ (/ (+ (pow (* a (sin (* (/ angle 180.0) (PI)))) 2.0) (pow (* b (cos (* (/ angle 180.0) (PI)))) 2.0)) x-scale) x-scale) (/ (/ (+ (pow (* a (cos (* (/ angle 180.0) (PI)))) 2.0) (pow (* b (sin (* (/ angle 180.0) (PI)))) 2.0)) y-scale) y-scale)) 2.0) (pow (/ (/ (* (* (* 2.0 (- (pow b 2.0) (pow a 2.0))) (sin (* (/ angle 180.0) (PI)))) (cos (* (/ angle 180.0) (PI)))) x-scale) y-scale) 2.0))))))) (/ (* 4.0 (* (* b a) (* b (- a)))) (pow (* x-scale y-scale) 2.0))))