ab-angle->ABCF A

Percentage Accurate: 79.8% → 79.6%
Time: 9.0s
Alternatives: 9
Speedup: N/A×

Specification

?
\[\begin{array}{l} \\ \begin{array}{l} t_0 := \frac{angle}{180} \cdot \mathsf{PI}\left(\right)\\ {\left(a \cdot \sin t\_0\right)}^{2} + {\left(b \cdot \cos t\_0\right)}^{2} \end{array} \end{array} \]
(FPCore (a b angle)
 :precision binary64
 (let* ((t_0 (* (/ angle 180.0) (PI))))
   (+ (pow (* a (sin t_0)) 2.0) (pow (* b (cos t_0)) 2.0))))
\begin{array}{l}

\\
\begin{array}{l}
t_0 := \frac{angle}{180} \cdot \mathsf{PI}\left(\right)\\
{\left(a \cdot \sin t\_0\right)}^{2} + {\left(b \cdot \cos t\_0\right)}^{2}
\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 9 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: 79.8% accurate, 1.0× speedup?

\[\begin{array}{l} \\ \begin{array}{l} t_0 := \frac{angle}{180} \cdot \mathsf{PI}\left(\right)\\ {\left(a \cdot \sin t\_0\right)}^{2} + {\left(b \cdot \cos t\_0\right)}^{2} \end{array} \end{array} \]
(FPCore (a b angle)
 :precision binary64
 (let* ((t_0 (* (/ angle 180.0) (PI))))
   (+ (pow (* a (sin t_0)) 2.0) (pow (* b (cos t_0)) 2.0))))
\begin{array}{l}

\\
\begin{array}{l}
t_0 := \frac{angle}{180} \cdot \mathsf{PI}\left(\right)\\
{\left(a \cdot \sin t\_0\right)}^{2} + {\left(b \cdot \cos t\_0\right)}^{2}
\end{array}
\end{array}

Alternative 1: 79.6% accurate, 0.8× speedup?

\[\begin{array}{l} \\ {\left(a \cdot \sin \left(\frac{\sqrt[3]{{\mathsf{PI}\left(\right)}^{3}} \cdot angle}{180}\right)\right)}^{2} + {\left(b \cdot 1\right)}^{2} \end{array} \]
(FPCore (a b angle)
 :precision binary64
 (+
  (pow (* a (sin (/ (* (cbrt (pow (PI) 3.0)) angle) 180.0))) 2.0)
  (pow (* b 1.0) 2.0)))
\begin{array}{l}

\\
{\left(a \cdot \sin \left(\frac{\sqrt[3]{{\mathsf{PI}\left(\right)}^{3}} \cdot angle}{180}\right)\right)}^{2} + {\left(b \cdot 1\right)}^{2}
\end{array}
Derivation
  1. Initial program 79.7%

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

    \[\leadsto {\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \color{blue}{1}\right)}^{2} \]
  4. Step-by-step derivation
    1. Applied rewrites80.0%

      \[\leadsto {\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \color{blue}{1}\right)}^{2} \]
    2. Step-by-step derivation
      1. lift-*.f64N/A

        \[\leadsto {\left(a \cdot \sin \color{blue}{\left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)}\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
      2. *-commutativeN/A

        \[\leadsto {\left(a \cdot \sin \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \frac{angle}{180}\right)}\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
      3. lift-/.f64N/A

        \[\leadsto {\left(a \cdot \sin \left(\mathsf{PI}\left(\right) \cdot \color{blue}{\frac{angle}{180}}\right)\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
      4. associate-*r/N/A

        \[\leadsto {\left(a \cdot \sin \color{blue}{\left(\frac{\mathsf{PI}\left(\right) \cdot angle}{180}\right)}\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
      5. lift-*.f64N/A

        \[\leadsto {\left(a \cdot \sin \left(\frac{\color{blue}{\mathsf{PI}\left(\right) \cdot angle}}{180}\right)\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
      6. lift-/.f6480.1

        \[\leadsto {\left(a \cdot \sin \color{blue}{\left(\frac{\mathsf{PI}\left(\right) \cdot angle}{180}\right)}\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
    3. Applied rewrites80.1%

      \[\leadsto {\left(a \cdot \sin \color{blue}{\left(\frac{\mathsf{PI}\left(\right) \cdot angle}{180}\right)}\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
    4. Step-by-step derivation
      1. lift-PI.f64N/A

        \[\leadsto {\left(a \cdot \sin \left(\frac{\color{blue}{\mathsf{PI}\left(\right)} \cdot angle}{180}\right)\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
      2. add-cbrt-cubeN/A

        \[\leadsto {\left(a \cdot \sin \left(\frac{\color{blue}{\sqrt[3]{\left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \mathsf{PI}\left(\right)}} \cdot angle}{180}\right)\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
      3. lower-cbrt.f64N/A

        \[\leadsto {\left(a \cdot \sin \left(\frac{\color{blue}{\sqrt[3]{\left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \mathsf{PI}\left(\right)}} \cdot angle}{180}\right)\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
      4. rem-cube-cbrtN/A

        \[\leadsto {\left(a \cdot \sin \left(\frac{\sqrt[3]{\color{blue}{{\left(\sqrt[3]{\left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \mathsf{PI}\left(\right)}\right)}^{3}}} \cdot angle}{180}\right)\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
      5. add-cbrt-cubeN/A

        \[\leadsto {\left(a \cdot \sin \left(\frac{\sqrt[3]{{\color{blue}{\mathsf{PI}\left(\right)}}^{3}} \cdot angle}{180}\right)\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
      6. lift-PI.f64N/A

        \[\leadsto {\left(a \cdot \sin \left(\frac{\sqrt[3]{{\color{blue}{\mathsf{PI}\left(\right)}}^{3}} \cdot angle}{180}\right)\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
      7. lower-pow.f6480.1

        \[\leadsto {\left(a \cdot \sin \left(\frac{\sqrt[3]{\color{blue}{{\mathsf{PI}\left(\right)}^{3}}} \cdot angle}{180}\right)\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
    5. Applied rewrites80.1%

      \[\leadsto {\left(a \cdot \sin \left(\frac{\color{blue}{\sqrt[3]{{\mathsf{PI}\left(\right)}^{3}}} \cdot angle}{180}\right)\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
    6. Add Preprocessing

    Alternative 2: 79.7% accurate, 1.3× speedup?

    \[\begin{array}{l} \\ {\left(a \cdot \sin \left(\frac{\mathsf{PI}\left(\right) \cdot angle}{180}\right)\right)}^{2} + {\left(b \cdot 1\right)}^{2} \end{array} \]
    (FPCore (a b angle)
     :precision binary64
     (+ (pow (* a (sin (/ (* (PI) angle) 180.0))) 2.0) (pow (* b 1.0) 2.0)))
    \begin{array}{l}
    
    \\
    {\left(a \cdot \sin \left(\frac{\mathsf{PI}\left(\right) \cdot angle}{180}\right)\right)}^{2} + {\left(b \cdot 1\right)}^{2}
    \end{array}
    
    Derivation
    1. Initial program 79.7%

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

      \[\leadsto {\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \color{blue}{1}\right)}^{2} \]
    4. Step-by-step derivation
      1. Applied rewrites80.0%

        \[\leadsto {\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \color{blue}{1}\right)}^{2} \]
      2. Step-by-step derivation
        1. lift-*.f64N/A

          \[\leadsto {\left(a \cdot \sin \color{blue}{\left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)}\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
        2. *-commutativeN/A

          \[\leadsto {\left(a \cdot \sin \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \frac{angle}{180}\right)}\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
        3. lift-/.f64N/A

          \[\leadsto {\left(a \cdot \sin \left(\mathsf{PI}\left(\right) \cdot \color{blue}{\frac{angle}{180}}\right)\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
        4. associate-*r/N/A

          \[\leadsto {\left(a \cdot \sin \color{blue}{\left(\frac{\mathsf{PI}\left(\right) \cdot angle}{180}\right)}\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
        5. lift-*.f64N/A

          \[\leadsto {\left(a \cdot \sin \left(\frac{\color{blue}{\mathsf{PI}\left(\right) \cdot angle}}{180}\right)\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
        6. lift-/.f6480.1

          \[\leadsto {\left(a \cdot \sin \color{blue}{\left(\frac{\mathsf{PI}\left(\right) \cdot angle}{180}\right)}\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
      3. Applied rewrites80.1%

        \[\leadsto {\left(a \cdot \sin \color{blue}{\left(\frac{\mathsf{PI}\left(\right) \cdot angle}{180}\right)}\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
      4. Add Preprocessing

      Alternative 3: 79.8% accurate, 1.9× speedup?

      \[\begin{array}{l} \\ \mathsf{fma}\left(\left(1 \cdot b\right) \cdot 1, b, {\left(a \cdot \sin \left(\left(0.005555555555555556 \cdot \mathsf{PI}\left(\right)\right) \cdot angle\right)\right)}^{2}\right) \end{array} \]
      (FPCore (a b angle)
       :precision binary64
       (fma
        (* (* 1.0 b) 1.0)
        b
        (pow (* a (sin (* (* 0.005555555555555556 (PI)) angle))) 2.0)))
      \begin{array}{l}
      
      \\
      \mathsf{fma}\left(\left(1 \cdot b\right) \cdot 1, b, {\left(a \cdot \sin \left(\left(0.005555555555555556 \cdot \mathsf{PI}\left(\right)\right) \cdot angle\right)\right)}^{2}\right)
      \end{array}
      
      Derivation
      1. Initial program 79.7%

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

        \[\leadsto {\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \color{blue}{1}\right)}^{2} \]
      4. Step-by-step derivation
        1. Applied rewrites80.0%

          \[\leadsto {\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \color{blue}{1}\right)}^{2} \]
        2. Step-by-step derivation
          1. lift-*.f64N/A

            \[\leadsto {\left(a \cdot \sin \color{blue}{\left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)}\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
          2. *-commutativeN/A

            \[\leadsto {\left(a \cdot \sin \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \frac{angle}{180}\right)}\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
          3. lift-/.f64N/A

            \[\leadsto {\left(a \cdot \sin \left(\mathsf{PI}\left(\right) \cdot \color{blue}{\frac{angle}{180}}\right)\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
          4. associate-*r/N/A

            \[\leadsto {\left(a \cdot \sin \color{blue}{\left(\frac{\mathsf{PI}\left(\right) \cdot angle}{180}\right)}\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
          5. lift-*.f64N/A

            \[\leadsto {\left(a \cdot \sin \left(\frac{\color{blue}{\mathsf{PI}\left(\right) \cdot angle}}{180}\right)\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
          6. lift-/.f6480.1

            \[\leadsto {\left(a \cdot \sin \color{blue}{\left(\frac{\mathsf{PI}\left(\right) \cdot angle}{180}\right)}\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
        3. Applied rewrites80.1%

          \[\leadsto {\left(a \cdot \sin \color{blue}{\left(\frac{\mathsf{PI}\left(\right) \cdot angle}{180}\right)}\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
        4. Taylor expanded in a around 0

          \[\leadsto \color{blue}{{a}^{2} \cdot {\sin \left(\frac{1}{180} \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}} + {\left(b \cdot 1\right)}^{2} \]
        5. Step-by-step derivation
          1. *-commutativeN/A

            \[\leadsto \color{blue}{{\sin \left(\frac{1}{180} \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} \cdot {a}^{2}} + {\left(b \cdot 1\right)}^{2} \]
          2. lower-*.f64N/A

            \[\leadsto \color{blue}{{\sin \left(\frac{1}{180} \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} \cdot {a}^{2}} + {\left(b \cdot 1\right)}^{2} \]
          3. lower-pow.f64N/A

            \[\leadsto \color{blue}{{\sin \left(\frac{1}{180} \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right)}^{2}} \cdot {a}^{2} + {\left(b \cdot 1\right)}^{2} \]
          4. *-commutativeN/A

            \[\leadsto {\sin \color{blue}{\left(\left(angle \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{1}{180}\right)}}^{2} \cdot {a}^{2} + {\left(b \cdot 1\right)}^{2} \]
          5. associate-*r*N/A

            \[\leadsto {\sin \color{blue}{\left(angle \cdot \left(\mathsf{PI}\left(\right) \cdot \frac{1}{180}\right)\right)}}^{2} \cdot {a}^{2} + {\left(b \cdot 1\right)}^{2} \]
          6. *-commutativeN/A

            \[\leadsto {\sin \left(angle \cdot \color{blue}{\left(\frac{1}{180} \cdot \mathsf{PI}\left(\right)\right)}\right)}^{2} \cdot {a}^{2} + {\left(b \cdot 1\right)}^{2} \]
          7. lower-sin.f64N/A

            \[\leadsto {\color{blue}{\sin \left(angle \cdot \left(\frac{1}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}}^{2} \cdot {a}^{2} + {\left(b \cdot 1\right)}^{2} \]
          8. *-commutativeN/A

            \[\leadsto {\sin \color{blue}{\left(\left(\frac{1}{180} \cdot \mathsf{PI}\left(\right)\right) \cdot angle\right)}}^{2} \cdot {a}^{2} + {\left(b \cdot 1\right)}^{2} \]
          9. lower-*.f64N/A

            \[\leadsto {\sin \color{blue}{\left(\left(\frac{1}{180} \cdot \mathsf{PI}\left(\right)\right) \cdot angle\right)}}^{2} \cdot {a}^{2} + {\left(b \cdot 1\right)}^{2} \]
          10. lower-*.f64N/A

            \[\leadsto {\sin \left(\color{blue}{\left(\frac{1}{180} \cdot \mathsf{PI}\left(\right)\right)} \cdot angle\right)}^{2} \cdot {a}^{2} + {\left(b \cdot 1\right)}^{2} \]
          11. lower-PI.f64N/A

            \[\leadsto {\sin \left(\left(\frac{1}{180} \cdot \color{blue}{\mathsf{PI}\left(\right)}\right) \cdot angle\right)}^{2} \cdot {a}^{2} + {\left(b \cdot 1\right)}^{2} \]
          12. unpow2N/A

            \[\leadsto {\sin \left(\left(\frac{1}{180} \cdot \mathsf{PI}\left(\right)\right) \cdot angle\right)}^{2} \cdot \color{blue}{\left(a \cdot a\right)} + {\left(b \cdot 1\right)}^{2} \]
          13. lower-*.f6471.6

            \[\leadsto {\sin \left(\left(0.005555555555555556 \cdot \mathsf{PI}\left(\right)\right) \cdot angle\right)}^{2} \cdot \color{blue}{\left(a \cdot a\right)} + {\left(b \cdot 1\right)}^{2} \]
        6. Applied rewrites71.6%

          \[\leadsto \color{blue}{{\sin \left(\left(0.005555555555555556 \cdot \mathsf{PI}\left(\right)\right) \cdot angle\right)}^{2} \cdot \left(a \cdot a\right)} + {\left(b \cdot 1\right)}^{2} \]
        7. Step-by-step derivation
          1. lift-+.f64N/A

            \[\leadsto \color{blue}{{\sin \left(\left(\frac{1}{180} \cdot \mathsf{PI}\left(\right)\right) \cdot angle\right)}^{2} \cdot \left(a \cdot a\right) + {\left(b \cdot 1\right)}^{2}} \]
          2. +-commutativeN/A

            \[\leadsto \color{blue}{{\left(b \cdot 1\right)}^{2} + {\sin \left(\left(\frac{1}{180} \cdot \mathsf{PI}\left(\right)\right) \cdot angle\right)}^{2} \cdot \left(a \cdot a\right)} \]
          3. lift-pow.f64N/A

            \[\leadsto \color{blue}{{\left(b \cdot 1\right)}^{2}} + {\sin \left(\left(\frac{1}{180} \cdot \mathsf{PI}\left(\right)\right) \cdot angle\right)}^{2} \cdot \left(a \cdot a\right) \]
          4. unpow2N/A

            \[\leadsto \color{blue}{\left(b \cdot 1\right) \cdot \left(b \cdot 1\right)} + {\sin \left(\left(\frac{1}{180} \cdot \mathsf{PI}\left(\right)\right) \cdot angle\right)}^{2} \cdot \left(a \cdot a\right) \]
          5. lift-*.f64N/A

            \[\leadsto \color{blue}{\left(b \cdot 1\right)} \cdot \left(b \cdot 1\right) + {\sin \left(\left(\frac{1}{180} \cdot \mathsf{PI}\left(\right)\right) \cdot angle\right)}^{2} \cdot \left(a \cdot a\right) \]
          6. *-commutativeN/A

            \[\leadsto \color{blue}{\left(1 \cdot b\right)} \cdot \left(b \cdot 1\right) + {\sin \left(\left(\frac{1}{180} \cdot \mathsf{PI}\left(\right)\right) \cdot angle\right)}^{2} \cdot \left(a \cdot a\right) \]
          7. lift-*.f64N/A

            \[\leadsto \color{blue}{\left(1 \cdot b\right)} \cdot \left(b \cdot 1\right) + {\sin \left(\left(\frac{1}{180} \cdot \mathsf{PI}\left(\right)\right) \cdot angle\right)}^{2} \cdot \left(a \cdot a\right) \]
          8. lift-*.f64N/A

            \[\leadsto \left(1 \cdot b\right) \cdot \color{blue}{\left(b \cdot 1\right)} + {\sin \left(\left(\frac{1}{180} \cdot \mathsf{PI}\left(\right)\right) \cdot angle\right)}^{2} \cdot \left(a \cdot a\right) \]
          9. *-commutativeN/A

            \[\leadsto \left(1 \cdot b\right) \cdot \color{blue}{\left(1 \cdot b\right)} + {\sin \left(\left(\frac{1}{180} \cdot \mathsf{PI}\left(\right)\right) \cdot angle\right)}^{2} \cdot \left(a \cdot a\right) \]
          10. associate-*r*N/A

            \[\leadsto \color{blue}{\left(\left(1 \cdot b\right) \cdot 1\right) \cdot b} + {\sin \left(\left(\frac{1}{180} \cdot \mathsf{PI}\left(\right)\right) \cdot angle\right)}^{2} \cdot \left(a \cdot a\right) \]
        8. Applied rewrites80.0%

          \[\leadsto \color{blue}{\mathsf{fma}\left(\left(1 \cdot b\right) \cdot 1, b, {\left(a \cdot \sin \left(\left(0.005555555555555556 \cdot \mathsf{PI}\left(\right)\right) \cdot angle\right)\right)}^{2}\right)} \]
        9. Add Preprocessing

        Alternative 4: 67.5% accurate, 1.9× speedup?

        \[\begin{array}{l} \\ \begin{array}{l} \mathbf{if}\;a \leq 1.36 \cdot 10^{-114}:\\ \;\;\;\;b \cdot b\\ \mathbf{else}:\\ \;\;\;\;{\left(a \cdot \left(\left(0.005555555555555556 \cdot \mathsf{PI}\left(\right)\right) \cdot angle\right)\right)}^{2} + {\left(b \cdot 1\right)}^{2}\\ \end{array} \end{array} \]
        (FPCore (a b angle)
         :precision binary64
         (if (<= a 1.36e-114)
           (* b b)
           (+
            (pow (* a (* (* 0.005555555555555556 (PI)) angle)) 2.0)
            (pow (* b 1.0) 2.0))))
        \begin{array}{l}
        
        \\
        \begin{array}{l}
        \mathbf{if}\;a \leq 1.36 \cdot 10^{-114}:\\
        \;\;\;\;b \cdot b\\
        
        \mathbf{else}:\\
        \;\;\;\;{\left(a \cdot \left(\left(0.005555555555555556 \cdot \mathsf{PI}\left(\right)\right) \cdot angle\right)\right)}^{2} + {\left(b \cdot 1\right)}^{2}\\
        
        
        \end{array}
        \end{array}
        
        Derivation
        1. Split input into 2 regimes
        2. if a < 1.3599999999999999e-114

          1. Initial program 79.4%

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

            \[\leadsto \color{blue}{{b}^{2}} \]
          4. Step-by-step derivation
            1. unpow2N/A

              \[\leadsto \color{blue}{b \cdot b} \]
            2. lower-*.f6465.0

              \[\leadsto \color{blue}{b \cdot b} \]
          5. Applied rewrites65.0%

            \[\leadsto \color{blue}{b \cdot b} \]

          if 1.3599999999999999e-114 < a

          1. Initial program 80.2%

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

            \[\leadsto {\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \color{blue}{1}\right)}^{2} \]
          4. Step-by-step derivation
            1. Applied rewrites80.0%

              \[\leadsto {\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \color{blue}{1}\right)}^{2} \]
            2. Taylor expanded in angle around 0

              \[\leadsto {\left(a \cdot \color{blue}{\left(\frac{1}{180} \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right)}\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
            3. Step-by-step derivation
              1. *-commutativeN/A

                \[\leadsto {\left(a \cdot \left(\frac{1}{180} \cdot \color{blue}{\left(\mathsf{PI}\left(\right) \cdot angle\right)}\right)\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
              2. associate-*r*N/A

                \[\leadsto {\left(a \cdot \color{blue}{\left(\left(\frac{1}{180} \cdot \mathsf{PI}\left(\right)\right) \cdot angle\right)}\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
              3. lower-*.f64N/A

                \[\leadsto {\left(a \cdot \color{blue}{\left(\left(\frac{1}{180} \cdot \mathsf{PI}\left(\right)\right) \cdot angle\right)}\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
              4. lower-*.f64N/A

                \[\leadsto {\left(a \cdot \left(\color{blue}{\left(\frac{1}{180} \cdot \mathsf{PI}\left(\right)\right)} \cdot angle\right)\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
              5. lower-PI.f6476.9

                \[\leadsto {\left(a \cdot \left(\left(0.005555555555555556 \cdot \color{blue}{\mathsf{PI}\left(\right)}\right) \cdot angle\right)\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
            4. Applied rewrites76.9%

              \[\leadsto {\left(a \cdot \color{blue}{\left(\left(0.005555555555555556 \cdot \mathsf{PI}\left(\right)\right) \cdot angle\right)}\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
          5. Recombined 2 regimes into one program.
          6. Add Preprocessing

          Alternative 5: 67.5% accurate, 1.9× speedup?

          \[\begin{array}{l} \\ \begin{array}{l} \mathbf{if}\;a \leq 1.36 \cdot 10^{-114}:\\ \;\;\;\;b \cdot b\\ \mathbf{else}:\\ \;\;\;\;{\left(\left(\left(\mathsf{PI}\left(\right) \cdot a\right) \cdot 0.005555555555555556\right) \cdot angle\right)}^{2} + {\left(b \cdot 1\right)}^{2}\\ \end{array} \end{array} \]
          (FPCore (a b angle)
           :precision binary64
           (if (<= a 1.36e-114)
             (* b b)
             (+
              (pow (* (* (* (PI) a) 0.005555555555555556) angle) 2.0)
              (pow (* b 1.0) 2.0))))
          \begin{array}{l}
          
          \\
          \begin{array}{l}
          \mathbf{if}\;a \leq 1.36 \cdot 10^{-114}:\\
          \;\;\;\;b \cdot b\\
          
          \mathbf{else}:\\
          \;\;\;\;{\left(\left(\left(\mathsf{PI}\left(\right) \cdot a\right) \cdot 0.005555555555555556\right) \cdot angle\right)}^{2} + {\left(b \cdot 1\right)}^{2}\\
          
          
          \end{array}
          \end{array}
          
          Derivation
          1. Split input into 2 regimes
          2. if a < 1.3599999999999999e-114

            1. Initial program 79.4%

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

              \[\leadsto \color{blue}{{b}^{2}} \]
            4. Step-by-step derivation
              1. unpow2N/A

                \[\leadsto \color{blue}{b \cdot b} \]
              2. lower-*.f6465.0

                \[\leadsto \color{blue}{b \cdot b} \]
            5. Applied rewrites65.0%

              \[\leadsto \color{blue}{b \cdot b} \]

            if 1.3599999999999999e-114 < a

            1. Initial program 80.2%

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

              \[\leadsto {\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \color{blue}{1}\right)}^{2} \]
            4. Step-by-step derivation
              1. Applied rewrites80.0%

                \[\leadsto {\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \color{blue}{1}\right)}^{2} \]
              2. Taylor expanded in angle around 0

                \[\leadsto {\color{blue}{\left(\frac{1}{180} \cdot \left(a \cdot \left(angle \cdot \mathsf{PI}\left(\right)\right)\right)\right)}}^{2} + {\left(b \cdot 1\right)}^{2} \]
              3. Step-by-step derivation
                1. *-commutativeN/A

                  \[\leadsto {\left(\frac{1}{180} \cdot \left(a \cdot \color{blue}{\left(\mathsf{PI}\left(\right) \cdot angle\right)}\right)\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
                2. associate-*r*N/A

                  \[\leadsto {\left(\frac{1}{180} \cdot \color{blue}{\left(\left(a \cdot \mathsf{PI}\left(\right)\right) \cdot angle\right)}\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
                3. associate-*l*N/A

                  \[\leadsto {\color{blue}{\left(\left(\frac{1}{180} \cdot \left(a \cdot \mathsf{PI}\left(\right)\right)\right) \cdot angle\right)}}^{2} + {\left(b \cdot 1\right)}^{2} \]
                4. lower-*.f64N/A

                  \[\leadsto {\color{blue}{\left(\left(\frac{1}{180} \cdot \left(a \cdot \mathsf{PI}\left(\right)\right)\right) \cdot angle\right)}}^{2} + {\left(b \cdot 1\right)}^{2} \]
                5. *-commutativeN/A

                  \[\leadsto {\left(\color{blue}{\left(\left(a \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{1}{180}\right)} \cdot angle\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
                6. lower-*.f64N/A

                  \[\leadsto {\left(\color{blue}{\left(\left(a \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{1}{180}\right)} \cdot angle\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
                7. *-commutativeN/A

                  \[\leadsto {\left(\left(\color{blue}{\left(\mathsf{PI}\left(\right) \cdot a\right)} \cdot \frac{1}{180}\right) \cdot angle\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
                8. lower-*.f64N/A

                  \[\leadsto {\left(\left(\color{blue}{\left(\mathsf{PI}\left(\right) \cdot a\right)} \cdot \frac{1}{180}\right) \cdot angle\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
                9. lower-PI.f6476.8

                  \[\leadsto {\left(\left(\left(\color{blue}{\mathsf{PI}\left(\right)} \cdot a\right) \cdot 0.005555555555555556\right) \cdot angle\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
              4. Applied rewrites76.8%

                \[\leadsto {\color{blue}{\left(\left(\left(\mathsf{PI}\left(\right) \cdot a\right) \cdot 0.005555555555555556\right) \cdot angle\right)}}^{2} + {\left(b \cdot 1\right)}^{2} \]
            5. Recombined 2 regimes into one program.
            6. Add Preprocessing

            Alternative 6: 60.2% accurate, 3.1× speedup?

            \[\begin{array}{l} \\ \begin{array}{l} t_0 := \mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\\ \mathbf{if}\;b \leq 2.55 \cdot 10^{-102}:\\ \;\;\;\;\mathsf{fma}\left(\left(\left(\left(b - a\right) \cdot \left(b + a\right)\right) \cdot \left(t\_0 \cdot -3.08641975308642 \cdot 10^{-5}\right)\right) \cdot \left(-angle\right), -angle, b \cdot b\right)\\ \mathbf{else}:\\ \;\;\;\;\left(3.08641975308642 \cdot 10^{-5} \cdot \left(a \cdot \left(\left(angle \cdot angle\right) \cdot a\right)\right)\right) \cdot t\_0 + {\left(b \cdot 1\right)}^{2}\\ \end{array} \end{array} \]
            (FPCore (a b angle)
             :precision binary64
             (let* ((t_0 (* (PI) (PI))))
               (if (<= b 2.55e-102)
                 (fma
                  (* (* (* (- b a) (+ b a)) (* t_0 -3.08641975308642e-5)) (- angle))
                  (- angle)
                  (* b b))
                 (+
                  (* (* 3.08641975308642e-5 (* a (* (* angle angle) a))) t_0)
                  (pow (* b 1.0) 2.0)))))
            \begin{array}{l}
            
            \\
            \begin{array}{l}
            t_0 := \mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\\
            \mathbf{if}\;b \leq 2.55 \cdot 10^{-102}:\\
            \;\;\;\;\mathsf{fma}\left(\left(\left(\left(b - a\right) \cdot \left(b + a\right)\right) \cdot \left(t\_0 \cdot -3.08641975308642 \cdot 10^{-5}\right)\right) \cdot \left(-angle\right), -angle, b \cdot b\right)\\
            
            \mathbf{else}:\\
            \;\;\;\;\left(3.08641975308642 \cdot 10^{-5} \cdot \left(a \cdot \left(\left(angle \cdot angle\right) \cdot a\right)\right)\right) \cdot t\_0 + {\left(b \cdot 1\right)}^{2}\\
            
            
            \end{array}
            \end{array}
            
            Derivation
            1. Split input into 2 regimes
            2. if b < 2.55e-102

              1. Initial program 76.9%

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

                \[\leadsto \color{blue}{{angle}^{2} \cdot \left(\frac{-1}{32400} \cdot \left({b}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right) + \frac{1}{32400} \cdot \left({a}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right)\right) + {b}^{2}} \]
              4. Step-by-step derivation
                1. *-commutativeN/A

                  \[\leadsto \color{blue}{\left(\frac{-1}{32400} \cdot \left({b}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right) + \frac{1}{32400} \cdot \left({a}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right)\right) \cdot {angle}^{2}} + {b}^{2} \]
                2. lower-fma.f64N/A

                  \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{-1}{32400} \cdot \left({b}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right) + \frac{1}{32400} \cdot \left({a}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right), {angle}^{2}, {b}^{2}\right)} \]
              5. Applied rewrites43.3%

                \[\leadsto \color{blue}{\mathsf{fma}\left(\left(-3.08641975308642 \cdot 10^{-5} \cdot \left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \left(b \cdot b - a \cdot a\right), angle \cdot angle, b \cdot b\right)} \]
              6. Step-by-step derivation
                1. Applied rewrites50.4%

                  \[\leadsto \mathsf{fma}\left(\left(\left(\left(b - a\right) \cdot \left(b + a\right)\right) \cdot \left(\left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right) \cdot -3.08641975308642 \cdot 10^{-5}\right)\right) \cdot \left(-angle\right), \color{blue}{-angle}, b \cdot b\right) \]

                if 2.55e-102 < b

                1. Initial program 86.8%

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

                  \[\leadsto {\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \color{blue}{1}\right)}^{2} \]
                4. Step-by-step derivation
                  1. Applied rewrites87.7%

                    \[\leadsto {\left(a \cdot \sin \left(\frac{angle}{180} \cdot \mathsf{PI}\left(\right)\right)\right)}^{2} + {\left(b \cdot \color{blue}{1}\right)}^{2} \]
                  2. Taylor expanded in angle around 0

                    \[\leadsto \color{blue}{\frac{1}{32400} \cdot \left({a}^{2} \cdot \left({angle}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right)\right)} + {\left(b \cdot 1\right)}^{2} \]
                  3. Step-by-step derivation
                    1. associate-*r*N/A

                      \[\leadsto \frac{1}{32400} \cdot \color{blue}{\left(\left({a}^{2} \cdot {angle}^{2}\right) \cdot {\mathsf{PI}\left(\right)}^{2}\right)} + {\left(b \cdot 1\right)}^{2} \]
                    2. associate-*r*N/A

                      \[\leadsto \color{blue}{\left(\frac{1}{32400} \cdot \left({a}^{2} \cdot {angle}^{2}\right)\right) \cdot {\mathsf{PI}\left(\right)}^{2}} + {\left(b \cdot 1\right)}^{2} \]
                    3. lower-*.f64N/A

                      \[\leadsto \color{blue}{\left(\frac{1}{32400} \cdot \left({a}^{2} \cdot {angle}^{2}\right)\right) \cdot {\mathsf{PI}\left(\right)}^{2}} + {\left(b \cdot 1\right)}^{2} \]
                    4. lower-*.f64N/A

                      \[\leadsto \color{blue}{\left(\frac{1}{32400} \cdot \left({a}^{2} \cdot {angle}^{2}\right)\right)} \cdot {\mathsf{PI}\left(\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
                    5. unpow2N/A

                      \[\leadsto \left(\frac{1}{32400} \cdot \left(\color{blue}{\left(a \cdot a\right)} \cdot {angle}^{2}\right)\right) \cdot {\mathsf{PI}\left(\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
                    6. associate-*l*N/A

                      \[\leadsto \left(\frac{1}{32400} \cdot \color{blue}{\left(a \cdot \left(a \cdot {angle}^{2}\right)\right)}\right) \cdot {\mathsf{PI}\left(\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
                    7. lower-*.f64N/A

                      \[\leadsto \left(\frac{1}{32400} \cdot \color{blue}{\left(a \cdot \left(a \cdot {angle}^{2}\right)\right)}\right) \cdot {\mathsf{PI}\left(\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
                    8. *-commutativeN/A

                      \[\leadsto \left(\frac{1}{32400} \cdot \left(a \cdot \color{blue}{\left({angle}^{2} \cdot a\right)}\right)\right) \cdot {\mathsf{PI}\left(\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
                    9. lower-*.f64N/A

                      \[\leadsto \left(\frac{1}{32400} \cdot \left(a \cdot \color{blue}{\left({angle}^{2} \cdot a\right)}\right)\right) \cdot {\mathsf{PI}\left(\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
                    10. unpow2N/A

                      \[\leadsto \left(\frac{1}{32400} \cdot \left(a \cdot \left(\color{blue}{\left(angle \cdot angle\right)} \cdot a\right)\right)\right) \cdot {\mathsf{PI}\left(\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
                    11. lower-*.f64N/A

                      \[\leadsto \left(\frac{1}{32400} \cdot \left(a \cdot \left(\color{blue}{\left(angle \cdot angle\right)} \cdot a\right)\right)\right) \cdot {\mathsf{PI}\left(\right)}^{2} + {\left(b \cdot 1\right)}^{2} \]
                    12. unpow2N/A

                      \[\leadsto \left(\frac{1}{32400} \cdot \left(a \cdot \left(\left(angle \cdot angle\right) \cdot a\right)\right)\right) \cdot \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right)} + {\left(b \cdot 1\right)}^{2} \]
                    13. lower-*.f64N/A

                      \[\leadsto \left(\frac{1}{32400} \cdot \left(a \cdot \left(\left(angle \cdot angle\right) \cdot a\right)\right)\right) \cdot \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right)} + {\left(b \cdot 1\right)}^{2} \]
                    14. lower-PI.f64N/A

                      \[\leadsto \left(\frac{1}{32400} \cdot \left(a \cdot \left(\left(angle \cdot angle\right) \cdot a\right)\right)\right) \cdot \left(\color{blue}{\mathsf{PI}\left(\right)} \cdot \mathsf{PI}\left(\right)\right) + {\left(b \cdot 1\right)}^{2} \]
                    15. lower-PI.f6482.2

                      \[\leadsto \left(3.08641975308642 \cdot 10^{-5} \cdot \left(a \cdot \left(\left(angle \cdot angle\right) \cdot a\right)\right)\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \color{blue}{\mathsf{PI}\left(\right)}\right) + {\left(b \cdot 1\right)}^{2} \]
                  4. Applied rewrites82.2%

                    \[\leadsto \color{blue}{\left(3.08641975308642 \cdot 10^{-5} \cdot \left(a \cdot \left(\left(angle \cdot angle\right) \cdot a\right)\right)\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right)} + {\left(b \cdot 1\right)}^{2} \]
                5. Recombined 2 regimes into one program.
                6. Final simplification59.5%

                  \[\leadsto \begin{array}{l} \mathbf{if}\;b \leq 2.55 \cdot 10^{-102}:\\ \;\;\;\;\mathsf{fma}\left(\left(\left(\left(b - a\right) \cdot \left(b + a\right)\right) \cdot \left(\left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right) \cdot -3.08641975308642 \cdot 10^{-5}\right)\right) \cdot \left(-angle\right), -angle, b \cdot b\right)\\ \mathbf{else}:\\ \;\;\;\;\left(3.08641975308642 \cdot 10^{-5} \cdot \left(a \cdot \left(\left(angle \cdot angle\right) \cdot a\right)\right)\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right) + {\left(b \cdot 1\right)}^{2}\\ \end{array} \]
                7. Add Preprocessing

                Alternative 7: 63.1% accurate, 12.1× speedup?

                \[\begin{array}{l} \\ \begin{array}{l} \mathbf{if}\;a \leq 7.2 \cdot 10^{+159}:\\ \;\;\;\;b \cdot b\\ \mathbf{else}:\\ \;\;\;\;\left(3.08641975308642 \cdot 10^{-5} \cdot \left(a \cdot \left(\left(angle \cdot a\right) \cdot angle\right)\right)\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right)\\ \end{array} \end{array} \]
                (FPCore (a b angle)
                 :precision binary64
                 (if (<= a 7.2e+159)
                   (* b b)
                   (* (* 3.08641975308642e-5 (* a (* (* angle a) angle))) (* (PI) (PI)))))
                \begin{array}{l}
                
                \\
                \begin{array}{l}
                \mathbf{if}\;a \leq 7.2 \cdot 10^{+159}:\\
                \;\;\;\;b \cdot b\\
                
                \mathbf{else}:\\
                \;\;\;\;\left(3.08641975308642 \cdot 10^{-5} \cdot \left(a \cdot \left(\left(angle \cdot a\right) \cdot angle\right)\right)\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right)\\
                
                
                \end{array}
                \end{array}
                
                Derivation
                1. Split input into 2 regimes
                2. if a < 7.20000000000000073e159

                  1. Initial program 76.7%

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

                    \[\leadsto \color{blue}{{b}^{2}} \]
                  4. Step-by-step derivation
                    1. unpow2N/A

                      \[\leadsto \color{blue}{b \cdot b} \]
                    2. lower-*.f6462.0

                      \[\leadsto \color{blue}{b \cdot b} \]
                  5. Applied rewrites62.0%

                    \[\leadsto \color{blue}{b \cdot b} \]

                  if 7.20000000000000073e159 < a

                  1. Initial program 99.9%

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

                    \[\leadsto \color{blue}{{angle}^{2} \cdot \left(\frac{-1}{32400} \cdot \left({b}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right) + \frac{1}{32400} \cdot \left({a}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right)\right) + {b}^{2}} \]
                  4. Step-by-step derivation
                    1. *-commutativeN/A

                      \[\leadsto \color{blue}{\left(\frac{-1}{32400} \cdot \left({b}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right) + \frac{1}{32400} \cdot \left({a}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right)\right) \cdot {angle}^{2}} + {b}^{2} \]
                    2. lower-fma.f64N/A

                      \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{-1}{32400} \cdot \left({b}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right) + \frac{1}{32400} \cdot \left({a}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right), {angle}^{2}, {b}^{2}\right)} \]
                  5. Applied rewrites61.2%

                    \[\leadsto \color{blue}{\mathsf{fma}\left(\left(-3.08641975308642 \cdot 10^{-5} \cdot \left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \left(b \cdot b - a \cdot a\right), angle \cdot angle, b \cdot b\right)} \]
                  6. Taylor expanded in a around inf

                    \[\leadsto \frac{1}{32400} \cdot \color{blue}{\left({a}^{2} \cdot \left({angle}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right)\right)} \]
                  7. Step-by-step derivation
                    1. Applied rewrites80.6%

                      \[\leadsto \left(3.08641975308642 \cdot 10^{-5} \cdot \left(a \cdot \left(\left(angle \cdot angle\right) \cdot a\right)\right)\right) \cdot \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right)} \]
                    2. Step-by-step derivation
                      1. Applied rewrites91.3%

                        \[\leadsto \left(3.08641975308642 \cdot 10^{-5} \cdot \left(a \cdot \left(\left(angle \cdot a\right) \cdot angle\right)\right)\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right) \]
                    3. Recombined 2 regimes into one program.
                    4. Add Preprocessing

                    Alternative 8: 61.9% accurate, 12.1× speedup?

                    \[\begin{array}{l} \\ \begin{array}{l} \mathbf{if}\;a \leq 1.4 \cdot 10^{+159}:\\ \;\;\;\;b \cdot b\\ \mathbf{else}:\\ \;\;\;\;\left(\left(\left(\left(a \cdot a\right) \cdot 3.08641975308642 \cdot 10^{-5}\right) \cdot angle\right) \cdot angle\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right)\\ \end{array} \end{array} \]
                    (FPCore (a b angle)
                     :precision binary64
                     (if (<= a 1.4e+159)
                       (* b b)
                       (* (* (* (* (* a a) 3.08641975308642e-5) angle) angle) (* (PI) (PI)))))
                    \begin{array}{l}
                    
                    \\
                    \begin{array}{l}
                    \mathbf{if}\;a \leq 1.4 \cdot 10^{+159}:\\
                    \;\;\;\;b \cdot b\\
                    
                    \mathbf{else}:\\
                    \;\;\;\;\left(\left(\left(\left(a \cdot a\right) \cdot 3.08641975308642 \cdot 10^{-5}\right) \cdot angle\right) \cdot angle\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right)\\
                    
                    
                    \end{array}
                    \end{array}
                    
                    Derivation
                    1. Split input into 2 regimes
                    2. if a < 1.4000000000000001e159

                      1. Initial program 76.7%

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

                        \[\leadsto \color{blue}{{b}^{2}} \]
                      4. Step-by-step derivation
                        1. unpow2N/A

                          \[\leadsto \color{blue}{b \cdot b} \]
                        2. lower-*.f6462.0

                          \[\leadsto \color{blue}{b \cdot b} \]
                      5. Applied rewrites62.0%

                        \[\leadsto \color{blue}{b \cdot b} \]

                      if 1.4000000000000001e159 < a

                      1. Initial program 99.9%

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

                        \[\leadsto \color{blue}{{angle}^{2} \cdot \left(\frac{-1}{32400} \cdot \left({b}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right) + \frac{1}{32400} \cdot \left({a}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right)\right) + {b}^{2}} \]
                      4. Step-by-step derivation
                        1. *-commutativeN/A

                          \[\leadsto \color{blue}{\left(\frac{-1}{32400} \cdot \left({b}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right) + \frac{1}{32400} \cdot \left({a}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right)\right) \cdot {angle}^{2}} + {b}^{2} \]
                        2. lower-fma.f64N/A

                          \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{-1}{32400} \cdot \left({b}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right) + \frac{1}{32400} \cdot \left({a}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right), {angle}^{2}, {b}^{2}\right)} \]
                      5. Applied rewrites61.2%

                        \[\leadsto \color{blue}{\mathsf{fma}\left(\left(-3.08641975308642 \cdot 10^{-5} \cdot \left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \left(b \cdot b - a \cdot a\right), angle \cdot angle, b \cdot b\right)} \]
                      6. Taylor expanded in a around inf

                        \[\leadsto \frac{1}{32400} \cdot \color{blue}{\left({a}^{2} \cdot \left({angle}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right)\right)} \]
                      7. Step-by-step derivation
                        1. Applied rewrites80.6%

                          \[\leadsto \left(3.08641975308642 \cdot 10^{-5} \cdot \left(a \cdot \left(\left(angle \cdot angle\right) \cdot a\right)\right)\right) \cdot \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right)} \]
                        2. Taylor expanded in a around 0

                          \[\leadsto \left(\frac{1}{32400} \cdot \left({a}^{2} \cdot {angle}^{2}\right)\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right) \]
                        3. Step-by-step derivation
                          1. Applied rewrites79.9%

                            \[\leadsto \left(\left(\left(\left(a \cdot a\right) \cdot 3.08641975308642 \cdot 10^{-5}\right) \cdot angle\right) \cdot angle\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right) \]
                        4. Recombined 2 regimes into one program.
                        5. Add Preprocessing

                        Alternative 9: 57.3% accurate, 74.7× speedup?

                        \[\begin{array}{l} \\ b \cdot b \end{array} \]
                        (FPCore (a b angle) :precision binary64 (* b b))
                        double code(double a, double b, double angle) {
                        	return b * b;
                        }
                        
                        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)
                        use fmin_fmax_functions
                            real(8), intent (in) :: a
                            real(8), intent (in) :: b
                            real(8), intent (in) :: angle
                            code = b * b
                        end function
                        
                        public static double code(double a, double b, double angle) {
                        	return b * b;
                        }
                        
                        def code(a, b, angle):
                        	return b * b
                        
                        function code(a, b, angle)
                        	return Float64(b * b)
                        end
                        
                        function tmp = code(a, b, angle)
                        	tmp = b * b;
                        end
                        
                        code[a_, b_, angle_] := N[(b * b), $MachinePrecision]
                        
                        \begin{array}{l}
                        
                        \\
                        b \cdot b
                        \end{array}
                        
                        Derivation
                        1. Initial program 79.7%

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

                          \[\leadsto \color{blue}{{b}^{2}} \]
                        4. Step-by-step derivation
                          1. unpow2N/A

                            \[\leadsto \color{blue}{b \cdot b} \]
                          2. lower-*.f6457.0

                            \[\leadsto \color{blue}{b \cdot b} \]
                        5. Applied rewrites57.0%

                          \[\leadsto \color{blue}{b \cdot b} \]
                        6. Add Preprocessing

                        Reproduce

                        ?
                        herbie shell --seed 2024358 
                        (FPCore (a b angle)
                          :name "ab-angle->ABCF A"
                          :precision binary64
                          (+ (pow (* a (sin (* (/ angle 180.0) (PI)))) 2.0) (pow (* b (cos (* (/ angle 180.0) (PI)))) 2.0)))