VandenBroeck and Keller, Equation (6)

Percentage Accurate: 76.3% → 99.0%
Time: 15.0s
Alternatives: 13
Speedup: 3.7×

Specification

?
\[\begin{array}{l} \\ \begin{array}{l} t_0 := \mathsf{PI}\left(\right) \cdot \ell\\ t\_0 - \frac{1}{F \cdot F} \cdot \tan t\_0 \end{array} \end{array} \]
(FPCore (F l)
 :precision binary64
 (let* ((t_0 (* (PI) l))) (- t_0 (* (/ 1.0 (* F F)) (tan t_0)))))
\begin{array}{l}

\\
\begin{array}{l}
t_0 := \mathsf{PI}\left(\right) \cdot \ell\\
t\_0 - \frac{1}{F \cdot F} \cdot \tan t\_0
\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 13 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: 76.3% accurate, 1.0× speedup?

\[\begin{array}{l} \\ \begin{array}{l} t_0 := \mathsf{PI}\left(\right) \cdot \ell\\ t\_0 - \frac{1}{F \cdot F} \cdot \tan t\_0 \end{array} \end{array} \]
(FPCore (F l)
 :precision binary64
 (let* ((t_0 (* (PI) l))) (- t_0 (* (/ 1.0 (* F F)) (tan t_0)))))
\begin{array}{l}

\\
\begin{array}{l}
t_0 := \mathsf{PI}\left(\right) \cdot \ell\\
t\_0 - \frac{1}{F \cdot F} \cdot \tan t\_0
\end{array}
\end{array}

Alternative 1: 99.0% accurate, 0.9× speedup?

\[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := l\_m \cdot \mathsf{PI}\left(\right)\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;t\_0 \leq 2000000000000:\\ \;\;\;\;\mathsf{fma}\left(\frac{\tan t\_0}{F}, \frac{-1}{F}, t\_0\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{1}{t\_0}}\\ \end{array} \end{array} \end{array} \]
l\_m = (fabs.f64 l)
l\_s = (copysign.f64 #s(literal 1 binary64) l)
(FPCore (l_s F l_m)
 :precision binary64
 (let* ((t_0 (* l_m (PI))))
   (*
    l_s
    (if (<= t_0 2000000000000.0)
      (fma (/ (tan t_0) F) (/ -1.0 F) t_0)
      (/ 1.0 (/ 1.0 t_0))))))
\begin{array}{l}
l\_m = \left|\ell\right|
\\
l\_s = \mathsf{copysign}\left(1, \ell\right)

\\
\begin{array}{l}
t_0 := l\_m \cdot \mathsf{PI}\left(\right)\\
l\_s \cdot \begin{array}{l}
\mathbf{if}\;t\_0 \leq 2000000000000:\\
\;\;\;\;\mathsf{fma}\left(\frac{\tan t\_0}{F}, \frac{-1}{F}, t\_0\right)\\

\mathbf{else}:\\
\;\;\;\;\frac{1}{\frac{1}{t\_0}}\\


\end{array}
\end{array}
\end{array}
Derivation
  1. Split input into 2 regimes
  2. if (*.f64 (PI.f64) l) < 2e12

    1. Initial program 80.1%

      \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
    2. Add Preprocessing
    3. Step-by-step derivation
      1. lift--.f64N/A

        \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
      2. sub-negN/A

        \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell + \left(\mathsf{neg}\left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)\right)} \]
      3. +-commutativeN/A

        \[\leadsto \color{blue}{\left(\mathsf{neg}\left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)\right) + \mathsf{PI}\left(\right) \cdot \ell} \]
      4. lift-*.f64N/A

        \[\leadsto \left(\mathsf{neg}\left(\color{blue}{\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}\right)\right) + \mathsf{PI}\left(\right) \cdot \ell \]
      5. *-commutativeN/A

        \[\leadsto \left(\mathsf{neg}\left(\color{blue}{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \frac{1}{F \cdot F}}\right)\right) + \mathsf{PI}\left(\right) \cdot \ell \]
      6. lift-/.f64N/A

        \[\leadsto \left(\mathsf{neg}\left(\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \color{blue}{\frac{1}{F \cdot F}}\right)\right) + \mathsf{PI}\left(\right) \cdot \ell \]
      7. un-div-invN/A

        \[\leadsto \left(\mathsf{neg}\left(\color{blue}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F \cdot F}}\right)\right) + \mathsf{PI}\left(\right) \cdot \ell \]
      8. distribute-neg-frac2N/A

        \[\leadsto \color{blue}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\mathsf{neg}\left(F \cdot F\right)}} + \mathsf{PI}\left(\right) \cdot \ell \]
      9. *-rgt-identityN/A

        \[\leadsto \frac{\color{blue}{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot 1}}{\mathsf{neg}\left(F \cdot F\right)} + \mathsf{PI}\left(\right) \cdot \ell \]
      10. lift-*.f64N/A

        \[\leadsto \frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot 1}{\mathsf{neg}\left(\color{blue}{F \cdot F}\right)} + \mathsf{PI}\left(\right) \cdot \ell \]
      11. distribute-rgt-neg-inN/A

        \[\leadsto \frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot 1}{\color{blue}{F \cdot \left(\mathsf{neg}\left(F\right)\right)}} + \mathsf{PI}\left(\right) \cdot \ell \]
      12. times-fracN/A

        \[\leadsto \color{blue}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F} \cdot \frac{1}{\mathsf{neg}\left(F\right)}} + \mathsf{PI}\left(\right) \cdot \ell \]
      13. distribute-neg-frac2N/A

        \[\leadsto \frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F} \cdot \color{blue}{\left(\mathsf{neg}\left(\frac{1}{F}\right)\right)} + \mathsf{PI}\left(\right) \cdot \ell \]
      14. lower-fma.f64N/A

        \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F}, \mathsf{neg}\left(\frac{1}{F}\right), \mathsf{PI}\left(\right) \cdot \ell\right)} \]
    4. Applied rewrites88.5%

      \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{F}, \frac{-1}{F}, \ell \cdot \mathsf{PI}\left(\right)\right)} \]

    if 2e12 < (*.f64 (PI.f64) l)

    1. Initial program 58.9%

      \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
    2. Add Preprocessing
    3. Step-by-step derivation
      1. lift--.f64N/A

        \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
      2. flip--N/A

        \[\leadsto \color{blue}{\frac{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}} \]
      3. clear-numN/A

        \[\leadsto \color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}}} \]
      4. lower-/.f64N/A

        \[\leadsto \color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}}} \]
      5. clear-numN/A

        \[\leadsto \frac{1}{\color{blue}{\frac{1}{\frac{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}}}} \]
    4. Applied rewrites58.9%

      \[\leadsto \color{blue}{\frac{1}{\frac{1}{\ell \cdot \mathsf{PI}\left(\right) - \tan \left(\ell \cdot \mathsf{PI}\left(\right)\right) \cdot {F}^{-2}}}} \]
    5. Taylor expanded in F around inf

      \[\leadsto \frac{1}{\frac{1}{\color{blue}{\ell \cdot \mathsf{PI}\left(\right)}}} \]
    6. Step-by-step derivation
      1. *-commutativeN/A

        \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
      2. lower-*.f64N/A

        \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
      3. lower-PI.f6499.5

        \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right)} \cdot \ell}} \]
    7. Applied rewrites99.5%

      \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
  3. Recombined 2 regimes into one program.
  4. Final simplification91.0%

    \[\leadsto \begin{array}{l} \mathbf{if}\;\ell \cdot \mathsf{PI}\left(\right) \leq 2000000000000:\\ \;\;\;\;\mathsf{fma}\left(\frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{F}, \frac{-1}{F}, \ell \cdot \mathsf{PI}\left(\right)\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{1}{\ell \cdot \mathsf{PI}\left(\right)}}\\ \end{array} \]
  5. Add Preprocessing

Alternative 2: 83.1% accurate, 0.8× speedup?

\[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := l\_m \cdot \mathsf{PI}\left(\right)\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;t\_0 - \frac{1}{F \cdot F} \cdot \tan t\_0 \leq -1 \cdot 10^{-221}:\\ \;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(-F\right) \cdot F} \cdot l\_m\\ \mathbf{else}:\\ \;\;\;\;t\_0\\ \end{array} \end{array} \end{array} \]
l\_m = (fabs.f64 l)
l\_s = (copysign.f64 #s(literal 1 binary64) l)
(FPCore (l_s F l_m)
 :precision binary64
 (let* ((t_0 (* l_m (PI))))
   (*
    l_s
    (if (<= (- t_0 (* (/ 1.0 (* F F)) (tan t_0))) -1e-221)
      (* (/ (PI) (* (- F) F)) l_m)
      t_0))))
\begin{array}{l}
l\_m = \left|\ell\right|
\\
l\_s = \mathsf{copysign}\left(1, \ell\right)

\\
\begin{array}{l}
t_0 := l\_m \cdot \mathsf{PI}\left(\right)\\
l\_s \cdot \begin{array}{l}
\mathbf{if}\;t\_0 - \frac{1}{F \cdot F} \cdot \tan t\_0 \leq -1 \cdot 10^{-221}:\\
\;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(-F\right) \cdot F} \cdot l\_m\\

\mathbf{else}:\\
\;\;\;\;t\_0\\


\end{array}
\end{array}
\end{array}
Derivation
  1. Split input into 2 regimes
  2. if (-.f64 (*.f64 (PI.f64) l) (*.f64 (/.f64 #s(literal 1 binary64) (*.f64 F F)) (tan.f64 (*.f64 (PI.f64) l)))) < -1.00000000000000002e-221

    1. Initial program 75.8%

      \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
    2. Add Preprocessing
    3. Step-by-step derivation
      1. lift--.f64N/A

        \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
      2. flip--N/A

        \[\leadsto \color{blue}{\frac{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}} \]
      3. clear-numN/A

        \[\leadsto \color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}}} \]
      4. lower-/.f64N/A

        \[\leadsto \color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}}} \]
      5. clear-numN/A

        \[\leadsto \frac{1}{\color{blue}{\frac{1}{\frac{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}}}} \]
    4. Applied rewrites75.8%

      \[\leadsto \color{blue}{\frac{1}{\frac{1}{\ell \cdot \mathsf{PI}\left(\right) - \tan \left(\ell \cdot \mathsf{PI}\left(\right)\right) \cdot {F}^{-2}}}} \]
    5. Taylor expanded in l around 0

      \[\leadsto \color{blue}{\ell \cdot \left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{{F}^{2}}\right)} \]
    6. Step-by-step derivation
      1. *-commutativeN/A

        \[\leadsto \color{blue}{\left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{{F}^{2}}\right) \cdot \ell} \]
      2. lower-*.f64N/A

        \[\leadsto \color{blue}{\left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{{F}^{2}}\right) \cdot \ell} \]
      3. lower--.f64N/A

        \[\leadsto \color{blue}{\left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{{F}^{2}}\right)} \cdot \ell \]
      4. lower-PI.f64N/A

        \[\leadsto \left(\color{blue}{\mathsf{PI}\left(\right)} - \frac{\mathsf{PI}\left(\right)}{{F}^{2}}\right) \cdot \ell \]
      5. lower-/.f64N/A

        \[\leadsto \left(\mathsf{PI}\left(\right) - \color{blue}{\frac{\mathsf{PI}\left(\right)}{{F}^{2}}}\right) \cdot \ell \]
      6. lower-PI.f64N/A

        \[\leadsto \left(\mathsf{PI}\left(\right) - \frac{\color{blue}{\mathsf{PI}\left(\right)}}{{F}^{2}}\right) \cdot \ell \]
      7. unpow2N/A

        \[\leadsto \left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{\color{blue}{F \cdot F}}\right) \cdot \ell \]
      8. lower-*.f6470.3

        \[\leadsto \left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{\color{blue}{F \cdot F}}\right) \cdot \ell \]
    7. Applied rewrites70.3%

      \[\leadsto \color{blue}{\left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{F \cdot F}\right) \cdot \ell} \]
    8. Taylor expanded in F around 0

      \[\leadsto \left(-1 \cdot \frac{\mathsf{PI}\left(\right)}{{F}^{2}}\right) \cdot \ell \]
    9. Step-by-step derivation
      1. Applied rewrites21.3%

        \[\leadsto \frac{-\mathsf{PI}\left(\right)}{F \cdot F} \cdot \ell \]

      if -1.00000000000000002e-221 < (-.f64 (*.f64 (PI.f64) l) (*.f64 (/.f64 #s(literal 1 binary64) (*.f64 F F)) (tan.f64 (*.f64 (PI.f64) l))))

      1. Initial program 74.9%

        \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
      2. Add Preprocessing
      3. Taylor expanded in F around inf

        \[\leadsto \color{blue}{\ell \cdot \mathsf{PI}\left(\right)} \]
      4. Step-by-step derivation
        1. *-commutativeN/A

          \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell} \]
        2. lower-*.f64N/A

          \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell} \]
        3. lower-PI.f6471.5

          \[\leadsto \color{blue}{\mathsf{PI}\left(\right)} \cdot \ell \]
      5. Applied rewrites71.5%

        \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell} \]
    10. Recombined 2 regimes into one program.
    11. Final simplification48.0%

      \[\leadsto \begin{array}{l} \mathbf{if}\;\ell \cdot \mathsf{PI}\left(\right) - \frac{1}{F \cdot F} \cdot \tan \left(\ell \cdot \mathsf{PI}\left(\right)\right) \leq -1 \cdot 10^{-221}:\\ \;\;\;\;\frac{\mathsf{PI}\left(\right)}{\left(-F\right) \cdot F} \cdot \ell\\ \mathbf{else}:\\ \;\;\;\;\ell \cdot \mathsf{PI}\left(\right)\\ \end{array} \]
    12. Add Preprocessing

    Alternative 3: 99.0% accurate, 0.9× speedup?

    \[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := l\_m \cdot \mathsf{PI}\left(\right)\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;t\_0 \leq 2000000000000:\\ \;\;\;\;\mathsf{fma}\left(\mathsf{PI}\left(\right), l\_m, \frac{-1}{\frac{F}{\tan t\_0} \cdot F}\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{1}{t\_0}}\\ \end{array} \end{array} \end{array} \]
    l\_m = (fabs.f64 l)
    l\_s = (copysign.f64 #s(literal 1 binary64) l)
    (FPCore (l_s F l_m)
     :precision binary64
     (let* ((t_0 (* l_m (PI))))
       (*
        l_s
        (if (<= t_0 2000000000000.0)
          (fma (PI) l_m (/ -1.0 (* (/ F (tan t_0)) F)))
          (/ 1.0 (/ 1.0 t_0))))))
    \begin{array}{l}
    l\_m = \left|\ell\right|
    \\
    l\_s = \mathsf{copysign}\left(1, \ell\right)
    
    \\
    \begin{array}{l}
    t_0 := l\_m \cdot \mathsf{PI}\left(\right)\\
    l\_s \cdot \begin{array}{l}
    \mathbf{if}\;t\_0 \leq 2000000000000:\\
    \;\;\;\;\mathsf{fma}\left(\mathsf{PI}\left(\right), l\_m, \frac{-1}{\frac{F}{\tan t\_0} \cdot F}\right)\\
    
    \mathbf{else}:\\
    \;\;\;\;\frac{1}{\frac{1}{t\_0}}\\
    
    
    \end{array}
    \end{array}
    \end{array}
    
    Derivation
    1. Split input into 2 regimes
    2. if (*.f64 (PI.f64) l) < 2e12

      1. Initial program 80.1%

        \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
      2. Add Preprocessing
      3. Step-by-step derivation
        1. lift--.f64N/A

          \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
        2. sub-negN/A

          \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell + \left(\mathsf{neg}\left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)\right)} \]
        3. lift-*.f64N/A

          \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell} + \left(\mathsf{neg}\left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)\right) \]
        4. lower-fma.f64N/A

          \[\leadsto \color{blue}{\mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)\right)} \]
        5. lift-*.f64N/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\color{blue}{\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}\right)\right) \]
        6. *-commutativeN/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\color{blue}{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \frac{1}{F \cdot F}}\right)\right) \]
        7. lift-/.f64N/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \color{blue}{\frac{1}{F \cdot F}}\right)\right) \]
        8. un-div-invN/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\color{blue}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F \cdot F}}\right)\right) \]
        9. distribute-neg-frac2N/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\mathsf{neg}\left(F \cdot F\right)}}\right) \]
        10. lower-/.f64N/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\mathsf{neg}\left(F \cdot F\right)}}\right) \]
        11. lift-*.f64N/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}}{\mathsf{neg}\left(F \cdot F\right)}\right) \]
        12. *-commutativeN/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{\mathsf{neg}\left(F \cdot F\right)}\right) \]
        13. lower-*.f64N/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{\mathsf{neg}\left(F \cdot F\right)}\right) \]
        14. lift-*.f64N/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\mathsf{neg}\left(\color{blue}{F \cdot F}\right)}\right) \]
        15. distribute-lft-neg-inN/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\color{blue}{\left(\mathsf{neg}\left(F\right)\right) \cdot F}}\right) \]
        16. lower-*.f64N/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\color{blue}{\left(\mathsf{neg}\left(F\right)\right) \cdot F}}\right) \]
        17. lower-neg.f6480.9

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\color{blue}{\left(-F\right)} \cdot F}\right) \]
      4. Applied rewrites80.9%

        \[\leadsto \color{blue}{\mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\left(-F\right) \cdot F}\right)} \]
      5. Step-by-step derivation
        1. lift-/.f64N/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\left(-F\right) \cdot F}}\right) \]
        2. *-lft-identityN/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\color{blue}{1 \cdot \tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{\left(-F\right) \cdot F}\right) \]
        3. lift-*.f64N/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{1 \cdot \tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\color{blue}{\left(-F\right) \cdot F}}\right) \]
        4. frac-timesN/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{1}{-F} \cdot \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{F}}\right) \]
        5. metadata-evalN/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\color{blue}{\mathsf{neg}\left(-1\right)}}{-F} \cdot \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{F}\right) \]
        6. lift-neg.f64N/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\mathsf{neg}\left(-1\right)}{\color{blue}{\mathsf{neg}\left(F\right)}} \cdot \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{F}\right) \]
        7. frac-2negN/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{-1}{F}} \cdot \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{F}\right) \]
        8. clear-numN/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{-1}{F} \cdot \color{blue}{\frac{1}{\frac{F}{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}}}\right) \]
        9. frac-timesN/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{-1 \cdot 1}{F \cdot \frac{F}{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}}}\right) \]
        10. metadata-evalN/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\color{blue}{-1}}{F \cdot \frac{F}{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}}\right) \]
        11. lower-/.f64N/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{-1}{F \cdot \frac{F}{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}}}\right) \]
        12. lower-*.f64N/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{-1}{\color{blue}{F \cdot \frac{F}{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}}}\right) \]
        13. lower-/.f6488.5

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{-1}{F \cdot \color{blue}{\frac{F}{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}}}\right) \]
        14. lift-*.f64N/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{-1}{F \cdot \frac{F}{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}}\right) \]
        15. *-commutativeN/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{-1}{F \cdot \frac{F}{\tan \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}}}\right) \]
        16. lift-*.f6488.5

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{-1}{F \cdot \frac{F}{\tan \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}}}\right) \]
      6. Applied rewrites88.5%

        \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{-1}{F \cdot \frac{F}{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}}}\right) \]

      if 2e12 < (*.f64 (PI.f64) l)

      1. Initial program 58.9%

        \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
      2. Add Preprocessing
      3. Step-by-step derivation
        1. lift--.f64N/A

          \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
        2. flip--N/A

          \[\leadsto \color{blue}{\frac{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}} \]
        3. clear-numN/A

          \[\leadsto \color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}}} \]
        4. lower-/.f64N/A

          \[\leadsto \color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}}} \]
        5. clear-numN/A

          \[\leadsto \frac{1}{\color{blue}{\frac{1}{\frac{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}}}} \]
      4. Applied rewrites58.9%

        \[\leadsto \color{blue}{\frac{1}{\frac{1}{\ell \cdot \mathsf{PI}\left(\right) - \tan \left(\ell \cdot \mathsf{PI}\left(\right)\right) \cdot {F}^{-2}}}} \]
      5. Taylor expanded in F around inf

        \[\leadsto \frac{1}{\frac{1}{\color{blue}{\ell \cdot \mathsf{PI}\left(\right)}}} \]
      6. Step-by-step derivation
        1. *-commutativeN/A

          \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
        2. lower-*.f64N/A

          \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
        3. lower-PI.f6499.5

          \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right)} \cdot \ell}} \]
      7. Applied rewrites99.5%

        \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
    3. Recombined 2 regimes into one program.
    4. Final simplification90.9%

      \[\leadsto \begin{array}{l} \mathbf{if}\;\ell \cdot \mathsf{PI}\left(\right) \leq 2000000000000:\\ \;\;\;\;\mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{-1}{\frac{F}{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)} \cdot F}\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{1}{\ell \cdot \mathsf{PI}\left(\right)}}\\ \end{array} \]
    5. Add Preprocessing

    Alternative 4: 99.0% accurate, 0.9× speedup?

    \[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := l\_m \cdot \mathsf{PI}\left(\right)\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;t\_0 \leq 2000000000000:\\ \;\;\;\;t\_0 - \frac{\frac{\tan t\_0}{F}}{F}\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{1}{t\_0}}\\ \end{array} \end{array} \end{array} \]
    l\_m = (fabs.f64 l)
    l\_s = (copysign.f64 #s(literal 1 binary64) l)
    (FPCore (l_s F l_m)
     :precision binary64
     (let* ((t_0 (* l_m (PI))))
       (*
        l_s
        (if (<= t_0 2000000000000.0)
          (- t_0 (/ (/ (tan t_0) F) F))
          (/ 1.0 (/ 1.0 t_0))))))
    \begin{array}{l}
    l\_m = \left|\ell\right|
    \\
    l\_s = \mathsf{copysign}\left(1, \ell\right)
    
    \\
    \begin{array}{l}
    t_0 := l\_m \cdot \mathsf{PI}\left(\right)\\
    l\_s \cdot \begin{array}{l}
    \mathbf{if}\;t\_0 \leq 2000000000000:\\
    \;\;\;\;t\_0 - \frac{\frac{\tan t\_0}{F}}{F}\\
    
    \mathbf{else}:\\
    \;\;\;\;\frac{1}{\frac{1}{t\_0}}\\
    
    
    \end{array}
    \end{array}
    \end{array}
    
    Derivation
    1. Split input into 2 regimes
    2. if (*.f64 (PI.f64) l) < 2e12

      1. Initial program 80.1%

        \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
      2. Add Preprocessing
      3. Step-by-step derivation
        1. lift-*.f64N/A

          \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \color{blue}{\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
        2. *-commutativeN/A

          \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \color{blue}{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \frac{1}{F \cdot F}} \]
        3. lift-/.f64N/A

          \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \color{blue}{\frac{1}{F \cdot F}} \]
        4. un-div-invN/A

          \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \color{blue}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F \cdot F}} \]
        5. lift-*.f64N/A

          \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\color{blue}{F \cdot F}} \]
        6. associate-/r*N/A

          \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \color{blue}{\frac{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F}}{F}} \]
        7. lower-/.f64N/A

          \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \color{blue}{\frac{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F}}{F}} \]
        8. lower-/.f6488.5

          \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\color{blue}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F}}}{F} \]
        9. lift-*.f64N/A

          \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\frac{\tan \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}}{F}}{F} \]
        10. *-commutativeN/A

          \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\frac{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{F}}{F} \]
        11. lower-*.f6488.5

          \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\frac{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{F}}{F} \]
      4. Applied rewrites88.5%

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \color{blue}{\frac{\frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{F}}{F}} \]

      if 2e12 < (*.f64 (PI.f64) l)

      1. Initial program 58.9%

        \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
      2. Add Preprocessing
      3. Step-by-step derivation
        1. lift--.f64N/A

          \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
        2. flip--N/A

          \[\leadsto \color{blue}{\frac{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}} \]
        3. clear-numN/A

          \[\leadsto \color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}}} \]
        4. lower-/.f64N/A

          \[\leadsto \color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}}} \]
        5. clear-numN/A

          \[\leadsto \frac{1}{\color{blue}{\frac{1}{\frac{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}}}} \]
      4. Applied rewrites58.9%

        \[\leadsto \color{blue}{\frac{1}{\frac{1}{\ell \cdot \mathsf{PI}\left(\right) - \tan \left(\ell \cdot \mathsf{PI}\left(\right)\right) \cdot {F}^{-2}}}} \]
      5. Taylor expanded in F around inf

        \[\leadsto \frac{1}{\frac{1}{\color{blue}{\ell \cdot \mathsf{PI}\left(\right)}}} \]
      6. Step-by-step derivation
        1. *-commutativeN/A

          \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
        2. lower-*.f64N/A

          \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
        3. lower-PI.f6499.5

          \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right)} \cdot \ell}} \]
      7. Applied rewrites99.5%

        \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
    3. Recombined 2 regimes into one program.
    4. Final simplification90.9%

      \[\leadsto \begin{array}{l} \mathbf{if}\;\ell \cdot \mathsf{PI}\left(\right) \leq 2000000000000:\\ \;\;\;\;\ell \cdot \mathsf{PI}\left(\right) - \frac{\frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{F}}{F}\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{1}{\ell \cdot \mathsf{PI}\left(\right)}}\\ \end{array} \]
    5. Add Preprocessing

    Alternative 5: 98.1% accurate, 2.5× speedup?

    \[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := l\_m \cdot \mathsf{PI}\left(\right)\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;t\_0 \leq 400000:\\ \;\;\;\;\mathsf{fma}\left(\mathsf{PI}\left(\right), l\_m, \frac{\frac{\mathsf{PI}\left(\right)}{F}}{\frac{-F}{l\_m}}\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{1}{t\_0}}\\ \end{array} \end{array} \end{array} \]
    l\_m = (fabs.f64 l)
    l\_s = (copysign.f64 #s(literal 1 binary64) l)
    (FPCore (l_s F l_m)
     :precision binary64
     (let* ((t_0 (* l_m (PI))))
       (*
        l_s
        (if (<= t_0 400000.0)
          (fma (PI) l_m (/ (/ (PI) F) (/ (- F) l_m)))
          (/ 1.0 (/ 1.0 t_0))))))
    \begin{array}{l}
    l\_m = \left|\ell\right|
    \\
    l\_s = \mathsf{copysign}\left(1, \ell\right)
    
    \\
    \begin{array}{l}
    t_0 := l\_m \cdot \mathsf{PI}\left(\right)\\
    l\_s \cdot \begin{array}{l}
    \mathbf{if}\;t\_0 \leq 400000:\\
    \;\;\;\;\mathsf{fma}\left(\mathsf{PI}\left(\right), l\_m, \frac{\frac{\mathsf{PI}\left(\right)}{F}}{\frac{-F}{l\_m}}\right)\\
    
    \mathbf{else}:\\
    \;\;\;\;\frac{1}{\frac{1}{t\_0}}\\
    
    
    \end{array}
    \end{array}
    \end{array}
    
    Derivation
    1. Split input into 2 regimes
    2. if (*.f64 (PI.f64) l) < 4e5

      1. Initial program 80.1%

        \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
      2. Add Preprocessing
      3. Step-by-step derivation
        1. lift--.f64N/A

          \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
        2. sub-negN/A

          \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell + \left(\mathsf{neg}\left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)\right)} \]
        3. lift-*.f64N/A

          \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell} + \left(\mathsf{neg}\left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)\right) \]
        4. lower-fma.f64N/A

          \[\leadsto \color{blue}{\mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)\right)} \]
        5. lift-*.f64N/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\color{blue}{\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}\right)\right) \]
        6. *-commutativeN/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\color{blue}{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \frac{1}{F \cdot F}}\right)\right) \]
        7. lift-/.f64N/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \color{blue}{\frac{1}{F \cdot F}}\right)\right) \]
        8. un-div-invN/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\color{blue}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F \cdot F}}\right)\right) \]
        9. distribute-neg-frac2N/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\mathsf{neg}\left(F \cdot F\right)}}\right) \]
        10. lower-/.f64N/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\mathsf{neg}\left(F \cdot F\right)}}\right) \]
        11. lift-*.f64N/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}}{\mathsf{neg}\left(F \cdot F\right)}\right) \]
        12. *-commutativeN/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{\mathsf{neg}\left(F \cdot F\right)}\right) \]
        13. lower-*.f64N/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{\mathsf{neg}\left(F \cdot F\right)}\right) \]
        14. lift-*.f64N/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\mathsf{neg}\left(\color{blue}{F \cdot F}\right)}\right) \]
        15. distribute-lft-neg-inN/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\color{blue}{\left(\mathsf{neg}\left(F\right)\right) \cdot F}}\right) \]
        16. lower-*.f64N/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\color{blue}{\left(\mathsf{neg}\left(F\right)\right) \cdot F}}\right) \]
        17. lower-neg.f6480.9

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\color{blue}{\left(-F\right)} \cdot F}\right) \]
      4. Applied rewrites80.9%

        \[\leadsto \color{blue}{\mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\left(-F\right) \cdot F}\right)} \]
      5. Taylor expanded in l around 0

        \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{-1 \cdot \frac{\ell \cdot \mathsf{PI}\left(\right)}{{F}^{2}}}\right) \]
      6. Step-by-step derivation
        1. mul-1-negN/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\mathsf{neg}\left(\frac{\ell \cdot \mathsf{PI}\left(\right)}{{F}^{2}}\right)}\right) \]
        2. unpow2N/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\frac{\ell \cdot \mathsf{PI}\left(\right)}{\color{blue}{F \cdot F}}\right)\right) \]
        3. times-fracN/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\color{blue}{\frac{\ell}{F} \cdot \frac{\mathsf{PI}\left(\right)}{F}}\right)\right) \]
        4. distribute-rgt-neg-inN/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{\ell}{F} \cdot \left(\mathsf{neg}\left(\frac{\mathsf{PI}\left(\right)}{F}\right)\right)}\right) \]
        5. mul-1-negN/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\ell}{F} \cdot \color{blue}{\left(-1 \cdot \frac{\mathsf{PI}\left(\right)}{F}\right)}\right) \]
        6. lower-*.f64N/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{\ell}{F} \cdot \left(-1 \cdot \frac{\mathsf{PI}\left(\right)}{F}\right)}\right) \]
        7. lower-/.f64N/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{\ell}{F}} \cdot \left(-1 \cdot \frac{\mathsf{PI}\left(\right)}{F}\right)\right) \]
        8. associate-*r/N/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\ell}{F} \cdot \color{blue}{\frac{-1 \cdot \mathsf{PI}\left(\right)}{F}}\right) \]
        9. lower-/.f64N/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\ell}{F} \cdot \color{blue}{\frac{-1 \cdot \mathsf{PI}\left(\right)}{F}}\right) \]
        10. mul-1-negN/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\ell}{F} \cdot \frac{\color{blue}{\mathsf{neg}\left(\mathsf{PI}\left(\right)\right)}}{F}\right) \]
        11. lower-neg.f64N/A

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\ell}{F} \cdot \frac{\color{blue}{-\mathsf{PI}\left(\right)}}{F}\right) \]
        12. lower-PI.f6484.6

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\ell}{F} \cdot \frac{-\color{blue}{\mathsf{PI}\left(\right)}}{F}\right) \]
      7. Applied rewrites84.6%

        \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{\ell}{F} \cdot \frac{-\mathsf{PI}\left(\right)}{F}}\right) \]
      8. Step-by-step derivation
        1. Applied rewrites84.6%

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\frac{-\mathsf{PI}\left(\right)}{F}}{\color{blue}{\frac{F}{\ell}}}\right) \]

        if 4e5 < (*.f64 (PI.f64) l)

        1. Initial program 58.9%

          \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
        2. Add Preprocessing
        3. Step-by-step derivation
          1. lift--.f64N/A

            \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
          2. flip--N/A

            \[\leadsto \color{blue}{\frac{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}} \]
          3. clear-numN/A

            \[\leadsto \color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}}} \]
          4. lower-/.f64N/A

            \[\leadsto \color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}}} \]
          5. clear-numN/A

            \[\leadsto \frac{1}{\color{blue}{\frac{1}{\frac{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}}}} \]
        4. Applied rewrites58.9%

          \[\leadsto \color{blue}{\frac{1}{\frac{1}{\ell \cdot \mathsf{PI}\left(\right) - \tan \left(\ell \cdot \mathsf{PI}\left(\right)\right) \cdot {F}^{-2}}}} \]
        5. Taylor expanded in F around inf

          \[\leadsto \frac{1}{\frac{1}{\color{blue}{\ell \cdot \mathsf{PI}\left(\right)}}} \]
        6. Step-by-step derivation
          1. *-commutativeN/A

            \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
          2. lower-*.f64N/A

            \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
          3. lower-PI.f6499.5

            \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right)} \cdot \ell}} \]
        7. Applied rewrites99.5%

          \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
      9. Recombined 2 regimes into one program.
      10. Final simplification88.0%

        \[\leadsto \begin{array}{l} \mathbf{if}\;\ell \cdot \mathsf{PI}\left(\right) \leq 400000:\\ \;\;\;\;\mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\frac{\mathsf{PI}\left(\right)}{F}}{\frac{-F}{\ell}}\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{1}{\ell \cdot \mathsf{PI}\left(\right)}}\\ \end{array} \]
      11. Add Preprocessing

      Alternative 6: 98.1% accurate, 2.7× speedup?

      \[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := l\_m \cdot \mathsf{PI}\left(\right)\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;t\_0 \leq 400000:\\ \;\;\;\;\mathsf{fma}\left(\frac{\mathsf{PI}\left(\right)}{F} \cdot l\_m, \frac{-1}{F}, t\_0\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{1}{t\_0}}\\ \end{array} \end{array} \end{array} \]
      l\_m = (fabs.f64 l)
      l\_s = (copysign.f64 #s(literal 1 binary64) l)
      (FPCore (l_s F l_m)
       :precision binary64
       (let* ((t_0 (* l_m (PI))))
         (*
          l_s
          (if (<= t_0 400000.0)
            (fma (* (/ (PI) F) l_m) (/ -1.0 F) t_0)
            (/ 1.0 (/ 1.0 t_0))))))
      \begin{array}{l}
      l\_m = \left|\ell\right|
      \\
      l\_s = \mathsf{copysign}\left(1, \ell\right)
      
      \\
      \begin{array}{l}
      t_0 := l\_m \cdot \mathsf{PI}\left(\right)\\
      l\_s \cdot \begin{array}{l}
      \mathbf{if}\;t\_0 \leq 400000:\\
      \;\;\;\;\mathsf{fma}\left(\frac{\mathsf{PI}\left(\right)}{F} \cdot l\_m, \frac{-1}{F}, t\_0\right)\\
      
      \mathbf{else}:\\
      \;\;\;\;\frac{1}{\frac{1}{t\_0}}\\
      
      
      \end{array}
      \end{array}
      \end{array}
      
      Derivation
      1. Split input into 2 regimes
      2. if (*.f64 (PI.f64) l) < 4e5

        1. Initial program 80.1%

          \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
        2. Add Preprocessing
        3. Step-by-step derivation
          1. lift--.f64N/A

            \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
          2. sub-negN/A

            \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell + \left(\mathsf{neg}\left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)\right)} \]
          3. +-commutativeN/A

            \[\leadsto \color{blue}{\left(\mathsf{neg}\left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)\right) + \mathsf{PI}\left(\right) \cdot \ell} \]
          4. lift-*.f64N/A

            \[\leadsto \left(\mathsf{neg}\left(\color{blue}{\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}\right)\right) + \mathsf{PI}\left(\right) \cdot \ell \]
          5. *-commutativeN/A

            \[\leadsto \left(\mathsf{neg}\left(\color{blue}{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \frac{1}{F \cdot F}}\right)\right) + \mathsf{PI}\left(\right) \cdot \ell \]
          6. lift-/.f64N/A

            \[\leadsto \left(\mathsf{neg}\left(\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \color{blue}{\frac{1}{F \cdot F}}\right)\right) + \mathsf{PI}\left(\right) \cdot \ell \]
          7. un-div-invN/A

            \[\leadsto \left(\mathsf{neg}\left(\color{blue}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F \cdot F}}\right)\right) + \mathsf{PI}\left(\right) \cdot \ell \]
          8. distribute-neg-frac2N/A

            \[\leadsto \color{blue}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\mathsf{neg}\left(F \cdot F\right)}} + \mathsf{PI}\left(\right) \cdot \ell \]
          9. *-rgt-identityN/A

            \[\leadsto \frac{\color{blue}{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot 1}}{\mathsf{neg}\left(F \cdot F\right)} + \mathsf{PI}\left(\right) \cdot \ell \]
          10. lift-*.f64N/A

            \[\leadsto \frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot 1}{\mathsf{neg}\left(\color{blue}{F \cdot F}\right)} + \mathsf{PI}\left(\right) \cdot \ell \]
          11. distribute-rgt-neg-inN/A

            \[\leadsto \frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot 1}{\color{blue}{F \cdot \left(\mathsf{neg}\left(F\right)\right)}} + \mathsf{PI}\left(\right) \cdot \ell \]
          12. times-fracN/A

            \[\leadsto \color{blue}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F} \cdot \frac{1}{\mathsf{neg}\left(F\right)}} + \mathsf{PI}\left(\right) \cdot \ell \]
          13. distribute-neg-frac2N/A

            \[\leadsto \frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F} \cdot \color{blue}{\left(\mathsf{neg}\left(\frac{1}{F}\right)\right)} + \mathsf{PI}\left(\right) \cdot \ell \]
          14. lower-fma.f64N/A

            \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F}, \mathsf{neg}\left(\frac{1}{F}\right), \mathsf{PI}\left(\right) \cdot \ell\right)} \]
        4. Applied rewrites88.5%

          \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{F}, \frac{-1}{F}, \ell \cdot \mathsf{PI}\left(\right)\right)} \]
        5. Taylor expanded in l around 0

          \[\leadsto \mathsf{fma}\left(\color{blue}{\frac{\ell \cdot \mathsf{PI}\left(\right)}{F}}, \frac{-1}{F}, \ell \cdot \mathsf{PI}\left(\right)\right) \]
        6. Step-by-step derivation
          1. *-commutativeN/A

            \[\leadsto \mathsf{fma}\left(\frac{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}{F}, \frac{-1}{F}, \ell \cdot \mathsf{PI}\left(\right)\right) \]
          2. associate-*l/N/A

            \[\leadsto \mathsf{fma}\left(\color{blue}{\frac{\mathsf{PI}\left(\right)}{F} \cdot \ell}, \frac{-1}{F}, \ell \cdot \mathsf{PI}\left(\right)\right) \]
          3. lower-*.f64N/A

            \[\leadsto \mathsf{fma}\left(\color{blue}{\frac{\mathsf{PI}\left(\right)}{F} \cdot \ell}, \frac{-1}{F}, \ell \cdot \mathsf{PI}\left(\right)\right) \]
          4. lower-/.f64N/A

            \[\leadsto \mathsf{fma}\left(\color{blue}{\frac{\mathsf{PI}\left(\right)}{F}} \cdot \ell, \frac{-1}{F}, \ell \cdot \mathsf{PI}\left(\right)\right) \]
          5. lower-PI.f6484.6

            \[\leadsto \mathsf{fma}\left(\frac{\color{blue}{\mathsf{PI}\left(\right)}}{F} \cdot \ell, \frac{-1}{F}, \ell \cdot \mathsf{PI}\left(\right)\right) \]
        7. Applied rewrites84.6%

          \[\leadsto \mathsf{fma}\left(\color{blue}{\frac{\mathsf{PI}\left(\right)}{F} \cdot \ell}, \frac{-1}{F}, \ell \cdot \mathsf{PI}\left(\right)\right) \]

        if 4e5 < (*.f64 (PI.f64) l)

        1. Initial program 58.9%

          \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
        2. Add Preprocessing
        3. Step-by-step derivation
          1. lift--.f64N/A

            \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
          2. flip--N/A

            \[\leadsto \color{blue}{\frac{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}} \]
          3. clear-numN/A

            \[\leadsto \color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}}} \]
          4. lower-/.f64N/A

            \[\leadsto \color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}}} \]
          5. clear-numN/A

            \[\leadsto \frac{1}{\color{blue}{\frac{1}{\frac{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}}}} \]
        4. Applied rewrites58.9%

          \[\leadsto \color{blue}{\frac{1}{\frac{1}{\ell \cdot \mathsf{PI}\left(\right) - \tan \left(\ell \cdot \mathsf{PI}\left(\right)\right) \cdot {F}^{-2}}}} \]
        5. Taylor expanded in F around inf

          \[\leadsto \frac{1}{\frac{1}{\color{blue}{\ell \cdot \mathsf{PI}\left(\right)}}} \]
        6. Step-by-step derivation
          1. *-commutativeN/A

            \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
          2. lower-*.f64N/A

            \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
          3. lower-PI.f6499.5

            \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right)} \cdot \ell}} \]
        7. Applied rewrites99.5%

          \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
      3. Recombined 2 regimes into one program.
      4. Final simplification87.9%

        \[\leadsto \begin{array}{l} \mathbf{if}\;\ell \cdot \mathsf{PI}\left(\right) \leq 400000:\\ \;\;\;\;\mathsf{fma}\left(\frac{\mathsf{PI}\left(\right)}{F} \cdot \ell, \frac{-1}{F}, \ell \cdot \mathsf{PI}\left(\right)\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{1}{\ell \cdot \mathsf{PI}\left(\right)}}\\ \end{array} \]
      5. Add Preprocessing

      Alternative 7: 98.1% accurate, 2.9× speedup?

      \[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := l\_m \cdot \mathsf{PI}\left(\right)\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;t\_0 \leq 400000:\\ \;\;\;\;\mathsf{fma}\left(\mathsf{PI}\left(\right), l\_m, \frac{-\mathsf{PI}\left(\right)}{\frac{F}{l\_m} \cdot F}\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{1}{t\_0}}\\ \end{array} \end{array} \end{array} \]
      l\_m = (fabs.f64 l)
      l\_s = (copysign.f64 #s(literal 1 binary64) l)
      (FPCore (l_s F l_m)
       :precision binary64
       (let* ((t_0 (* l_m (PI))))
         (*
          l_s
          (if (<= t_0 400000.0)
            (fma (PI) l_m (/ (- (PI)) (* (/ F l_m) F)))
            (/ 1.0 (/ 1.0 t_0))))))
      \begin{array}{l}
      l\_m = \left|\ell\right|
      \\
      l\_s = \mathsf{copysign}\left(1, \ell\right)
      
      \\
      \begin{array}{l}
      t_0 := l\_m \cdot \mathsf{PI}\left(\right)\\
      l\_s \cdot \begin{array}{l}
      \mathbf{if}\;t\_0 \leq 400000:\\
      \;\;\;\;\mathsf{fma}\left(\mathsf{PI}\left(\right), l\_m, \frac{-\mathsf{PI}\left(\right)}{\frac{F}{l\_m} \cdot F}\right)\\
      
      \mathbf{else}:\\
      \;\;\;\;\frac{1}{\frac{1}{t\_0}}\\
      
      
      \end{array}
      \end{array}
      \end{array}
      
      Derivation
      1. Split input into 2 regimes
      2. if (*.f64 (PI.f64) l) < 4e5

        1. Initial program 80.1%

          \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
        2. Add Preprocessing
        3. Step-by-step derivation
          1. lift--.f64N/A

            \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
          2. sub-negN/A

            \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell + \left(\mathsf{neg}\left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)\right)} \]
          3. lift-*.f64N/A

            \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell} + \left(\mathsf{neg}\left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)\right) \]
          4. lower-fma.f64N/A

            \[\leadsto \color{blue}{\mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)\right)} \]
          5. lift-*.f64N/A

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\color{blue}{\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}\right)\right) \]
          6. *-commutativeN/A

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\color{blue}{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \frac{1}{F \cdot F}}\right)\right) \]
          7. lift-/.f64N/A

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \color{blue}{\frac{1}{F \cdot F}}\right)\right) \]
          8. un-div-invN/A

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\color{blue}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F \cdot F}}\right)\right) \]
          9. distribute-neg-frac2N/A

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\mathsf{neg}\left(F \cdot F\right)}}\right) \]
          10. lower-/.f64N/A

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\mathsf{neg}\left(F \cdot F\right)}}\right) \]
          11. lift-*.f64N/A

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}}{\mathsf{neg}\left(F \cdot F\right)}\right) \]
          12. *-commutativeN/A

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{\mathsf{neg}\left(F \cdot F\right)}\right) \]
          13. lower-*.f64N/A

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{\mathsf{neg}\left(F \cdot F\right)}\right) \]
          14. lift-*.f64N/A

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\mathsf{neg}\left(\color{blue}{F \cdot F}\right)}\right) \]
          15. distribute-lft-neg-inN/A

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\color{blue}{\left(\mathsf{neg}\left(F\right)\right) \cdot F}}\right) \]
          16. lower-*.f64N/A

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\color{blue}{\left(\mathsf{neg}\left(F\right)\right) \cdot F}}\right) \]
          17. lower-neg.f6480.9

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\color{blue}{\left(-F\right)} \cdot F}\right) \]
        4. Applied rewrites80.9%

          \[\leadsto \color{blue}{\mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\left(-F\right) \cdot F}\right)} \]
        5. Taylor expanded in l around 0

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{-1 \cdot \frac{\ell \cdot \mathsf{PI}\left(\right)}{{F}^{2}}}\right) \]
        6. Step-by-step derivation
          1. mul-1-negN/A

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\mathsf{neg}\left(\frac{\ell \cdot \mathsf{PI}\left(\right)}{{F}^{2}}\right)}\right) \]
          2. unpow2N/A

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\frac{\ell \cdot \mathsf{PI}\left(\right)}{\color{blue}{F \cdot F}}\right)\right) \]
          3. times-fracN/A

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\color{blue}{\frac{\ell}{F} \cdot \frac{\mathsf{PI}\left(\right)}{F}}\right)\right) \]
          4. distribute-rgt-neg-inN/A

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{\ell}{F} \cdot \left(\mathsf{neg}\left(\frac{\mathsf{PI}\left(\right)}{F}\right)\right)}\right) \]
          5. mul-1-negN/A

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\ell}{F} \cdot \color{blue}{\left(-1 \cdot \frac{\mathsf{PI}\left(\right)}{F}\right)}\right) \]
          6. lower-*.f64N/A

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{\ell}{F} \cdot \left(-1 \cdot \frac{\mathsf{PI}\left(\right)}{F}\right)}\right) \]
          7. lower-/.f64N/A

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{\ell}{F}} \cdot \left(-1 \cdot \frac{\mathsf{PI}\left(\right)}{F}\right)\right) \]
          8. associate-*r/N/A

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\ell}{F} \cdot \color{blue}{\frac{-1 \cdot \mathsf{PI}\left(\right)}{F}}\right) \]
          9. lower-/.f64N/A

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\ell}{F} \cdot \color{blue}{\frac{-1 \cdot \mathsf{PI}\left(\right)}{F}}\right) \]
          10. mul-1-negN/A

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\ell}{F} \cdot \frac{\color{blue}{\mathsf{neg}\left(\mathsf{PI}\left(\right)\right)}}{F}\right) \]
          11. lower-neg.f64N/A

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\ell}{F} \cdot \frac{\color{blue}{-\mathsf{PI}\left(\right)}}{F}\right) \]
          12. lower-PI.f6484.6

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\ell}{F} \cdot \frac{-\color{blue}{\mathsf{PI}\left(\right)}}{F}\right) \]
        7. Applied rewrites84.6%

          \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{\ell}{F} \cdot \frac{-\mathsf{PI}\left(\right)}{F}}\right) \]
        8. Step-by-step derivation
          1. Applied rewrites84.6%

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{-\mathsf{PI}\left(\right)}{\color{blue}{\frac{F}{\ell} \cdot F}}\right) \]

          if 4e5 < (*.f64 (PI.f64) l)

          1. Initial program 58.9%

            \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
          2. Add Preprocessing
          3. Step-by-step derivation
            1. lift--.f64N/A

              \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
            2. flip--N/A

              \[\leadsto \color{blue}{\frac{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}} \]
            3. clear-numN/A

              \[\leadsto \color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}}} \]
            4. lower-/.f64N/A

              \[\leadsto \color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}}} \]
            5. clear-numN/A

              \[\leadsto \frac{1}{\color{blue}{\frac{1}{\frac{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}}}} \]
          4. Applied rewrites58.9%

            \[\leadsto \color{blue}{\frac{1}{\frac{1}{\ell \cdot \mathsf{PI}\left(\right) - \tan \left(\ell \cdot \mathsf{PI}\left(\right)\right) \cdot {F}^{-2}}}} \]
          5. Taylor expanded in F around inf

            \[\leadsto \frac{1}{\frac{1}{\color{blue}{\ell \cdot \mathsf{PI}\left(\right)}}} \]
          6. Step-by-step derivation
            1. *-commutativeN/A

              \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
            2. lower-*.f64N/A

              \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
            3. lower-PI.f6499.5

              \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right)} \cdot \ell}} \]
          7. Applied rewrites99.5%

            \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
        9. Recombined 2 regimes into one program.
        10. Final simplification87.9%

          \[\leadsto \begin{array}{l} \mathbf{if}\;\ell \cdot \mathsf{PI}\left(\right) \leq 400000:\\ \;\;\;\;\mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{-\mathsf{PI}\left(\right)}{\frac{F}{\ell} \cdot F}\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{1}{\ell \cdot \mathsf{PI}\left(\right)}}\\ \end{array} \]
        11. Add Preprocessing

        Alternative 8: 98.1% accurate, 2.9× speedup?

        \[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := l\_m \cdot \mathsf{PI}\left(\right)\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;t\_0 \leq 400000:\\ \;\;\;\;\mathsf{fma}\left(\mathsf{PI}\left(\right), l\_m, \frac{l\_m}{-F} \cdot \frac{\mathsf{PI}\left(\right)}{F}\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{1}{t\_0}}\\ \end{array} \end{array} \end{array} \]
        l\_m = (fabs.f64 l)
        l\_s = (copysign.f64 #s(literal 1 binary64) l)
        (FPCore (l_s F l_m)
         :precision binary64
         (let* ((t_0 (* l_m (PI))))
           (*
            l_s
            (if (<= t_0 400000.0)
              (fma (PI) l_m (* (/ l_m (- F)) (/ (PI) F)))
              (/ 1.0 (/ 1.0 t_0))))))
        \begin{array}{l}
        l\_m = \left|\ell\right|
        \\
        l\_s = \mathsf{copysign}\left(1, \ell\right)
        
        \\
        \begin{array}{l}
        t_0 := l\_m \cdot \mathsf{PI}\left(\right)\\
        l\_s \cdot \begin{array}{l}
        \mathbf{if}\;t\_0 \leq 400000:\\
        \;\;\;\;\mathsf{fma}\left(\mathsf{PI}\left(\right), l\_m, \frac{l\_m}{-F} \cdot \frac{\mathsf{PI}\left(\right)}{F}\right)\\
        
        \mathbf{else}:\\
        \;\;\;\;\frac{1}{\frac{1}{t\_0}}\\
        
        
        \end{array}
        \end{array}
        \end{array}
        
        Derivation
        1. Split input into 2 regimes
        2. if (*.f64 (PI.f64) l) < 4e5

          1. Initial program 80.1%

            \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
          2. Add Preprocessing
          3. Step-by-step derivation
            1. lift--.f64N/A

              \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
            2. sub-negN/A

              \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell + \left(\mathsf{neg}\left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)\right)} \]
            3. lift-*.f64N/A

              \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell} + \left(\mathsf{neg}\left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)\right) \]
            4. lower-fma.f64N/A

              \[\leadsto \color{blue}{\mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)\right)} \]
            5. lift-*.f64N/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\color{blue}{\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}\right)\right) \]
            6. *-commutativeN/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\color{blue}{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \frac{1}{F \cdot F}}\right)\right) \]
            7. lift-/.f64N/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \color{blue}{\frac{1}{F \cdot F}}\right)\right) \]
            8. un-div-invN/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\color{blue}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F \cdot F}}\right)\right) \]
            9. distribute-neg-frac2N/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\mathsf{neg}\left(F \cdot F\right)}}\right) \]
            10. lower-/.f64N/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\mathsf{neg}\left(F \cdot F\right)}}\right) \]
            11. lift-*.f64N/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}}{\mathsf{neg}\left(F \cdot F\right)}\right) \]
            12. *-commutativeN/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{\mathsf{neg}\left(F \cdot F\right)}\right) \]
            13. lower-*.f64N/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{\mathsf{neg}\left(F \cdot F\right)}\right) \]
            14. lift-*.f64N/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\mathsf{neg}\left(\color{blue}{F \cdot F}\right)}\right) \]
            15. distribute-lft-neg-inN/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\color{blue}{\left(\mathsf{neg}\left(F\right)\right) \cdot F}}\right) \]
            16. lower-*.f64N/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\color{blue}{\left(\mathsf{neg}\left(F\right)\right) \cdot F}}\right) \]
            17. lower-neg.f6480.9

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\color{blue}{\left(-F\right)} \cdot F}\right) \]
          4. Applied rewrites80.9%

            \[\leadsto \color{blue}{\mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\left(-F\right) \cdot F}\right)} \]
          5. Taylor expanded in l around 0

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{-1 \cdot \frac{\ell \cdot \mathsf{PI}\left(\right)}{{F}^{2}}}\right) \]
          6. Step-by-step derivation
            1. mul-1-negN/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\mathsf{neg}\left(\frac{\ell \cdot \mathsf{PI}\left(\right)}{{F}^{2}}\right)}\right) \]
            2. unpow2N/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\frac{\ell \cdot \mathsf{PI}\left(\right)}{\color{blue}{F \cdot F}}\right)\right) \]
            3. times-fracN/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\color{blue}{\frac{\ell}{F} \cdot \frac{\mathsf{PI}\left(\right)}{F}}\right)\right) \]
            4. distribute-rgt-neg-inN/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{\ell}{F} \cdot \left(\mathsf{neg}\left(\frac{\mathsf{PI}\left(\right)}{F}\right)\right)}\right) \]
            5. mul-1-negN/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\ell}{F} \cdot \color{blue}{\left(-1 \cdot \frac{\mathsf{PI}\left(\right)}{F}\right)}\right) \]
            6. lower-*.f64N/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{\ell}{F} \cdot \left(-1 \cdot \frac{\mathsf{PI}\left(\right)}{F}\right)}\right) \]
            7. lower-/.f64N/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{\ell}{F}} \cdot \left(-1 \cdot \frac{\mathsf{PI}\left(\right)}{F}\right)\right) \]
            8. associate-*r/N/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\ell}{F} \cdot \color{blue}{\frac{-1 \cdot \mathsf{PI}\left(\right)}{F}}\right) \]
            9. lower-/.f64N/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\ell}{F} \cdot \color{blue}{\frac{-1 \cdot \mathsf{PI}\left(\right)}{F}}\right) \]
            10. mul-1-negN/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\ell}{F} \cdot \frac{\color{blue}{\mathsf{neg}\left(\mathsf{PI}\left(\right)\right)}}{F}\right) \]
            11. lower-neg.f64N/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\ell}{F} \cdot \frac{\color{blue}{-\mathsf{PI}\left(\right)}}{F}\right) \]
            12. lower-PI.f6484.6

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\ell}{F} \cdot \frac{-\color{blue}{\mathsf{PI}\left(\right)}}{F}\right) \]
          7. Applied rewrites84.6%

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{\ell}{F} \cdot \frac{-\mathsf{PI}\left(\right)}{F}}\right) \]

          if 4e5 < (*.f64 (PI.f64) l)

          1. Initial program 58.9%

            \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
          2. Add Preprocessing
          3. Step-by-step derivation
            1. lift--.f64N/A

              \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
            2. flip--N/A

              \[\leadsto \color{blue}{\frac{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}} \]
            3. clear-numN/A

              \[\leadsto \color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}}} \]
            4. lower-/.f64N/A

              \[\leadsto \color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}}} \]
            5. clear-numN/A

              \[\leadsto \frac{1}{\color{blue}{\frac{1}{\frac{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}}}} \]
          4. Applied rewrites58.9%

            \[\leadsto \color{blue}{\frac{1}{\frac{1}{\ell \cdot \mathsf{PI}\left(\right) - \tan \left(\ell \cdot \mathsf{PI}\left(\right)\right) \cdot {F}^{-2}}}} \]
          5. Taylor expanded in F around inf

            \[\leadsto \frac{1}{\frac{1}{\color{blue}{\ell \cdot \mathsf{PI}\left(\right)}}} \]
          6. Step-by-step derivation
            1. *-commutativeN/A

              \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
            2. lower-*.f64N/A

              \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
            3. lower-PI.f6499.5

              \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right)} \cdot \ell}} \]
          7. Applied rewrites99.5%

            \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
        3. Recombined 2 regimes into one program.
        4. Final simplification87.9%

          \[\leadsto \begin{array}{l} \mathbf{if}\;\ell \cdot \mathsf{PI}\left(\right) \leq 400000:\\ \;\;\;\;\mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\ell}{-F} \cdot \frac{\mathsf{PI}\left(\right)}{F}\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{1}{\ell \cdot \mathsf{PI}\left(\right)}}\\ \end{array} \]
        5. Add Preprocessing

        Alternative 9: 92.3% accurate, 3.3× speedup?

        \[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := l\_m \cdot \mathsf{PI}\left(\right)\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;t\_0 \leq 400000:\\ \;\;\;\;\mathsf{fma}\left(\mathsf{PI}\left(\right), l\_m, \frac{t\_0}{\left(-F\right) \cdot F}\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{1}{t\_0}}\\ \end{array} \end{array} \end{array} \]
        l\_m = (fabs.f64 l)
        l\_s = (copysign.f64 #s(literal 1 binary64) l)
        (FPCore (l_s F l_m)
         :precision binary64
         (let* ((t_0 (* l_m (PI))))
           (*
            l_s
            (if (<= t_0 400000.0)
              (fma (PI) l_m (/ t_0 (* (- F) F)))
              (/ 1.0 (/ 1.0 t_0))))))
        \begin{array}{l}
        l\_m = \left|\ell\right|
        \\
        l\_s = \mathsf{copysign}\left(1, \ell\right)
        
        \\
        \begin{array}{l}
        t_0 := l\_m \cdot \mathsf{PI}\left(\right)\\
        l\_s \cdot \begin{array}{l}
        \mathbf{if}\;t\_0 \leq 400000:\\
        \;\;\;\;\mathsf{fma}\left(\mathsf{PI}\left(\right), l\_m, \frac{t\_0}{\left(-F\right) \cdot F}\right)\\
        
        \mathbf{else}:\\
        \;\;\;\;\frac{1}{\frac{1}{t\_0}}\\
        
        
        \end{array}
        \end{array}
        \end{array}
        
        Derivation
        1. Split input into 2 regimes
        2. if (*.f64 (PI.f64) l) < 4e5

          1. Initial program 80.1%

            \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
          2. Add Preprocessing
          3. Step-by-step derivation
            1. lift--.f64N/A

              \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
            2. sub-negN/A

              \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell + \left(\mathsf{neg}\left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)\right)} \]
            3. lift-*.f64N/A

              \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell} + \left(\mathsf{neg}\left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)\right) \]
            4. lower-fma.f64N/A

              \[\leadsto \color{blue}{\mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)\right)} \]
            5. lift-*.f64N/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\color{blue}{\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}\right)\right) \]
            6. *-commutativeN/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\color{blue}{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \frac{1}{F \cdot F}}\right)\right) \]
            7. lift-/.f64N/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \color{blue}{\frac{1}{F \cdot F}}\right)\right) \]
            8. un-div-invN/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \mathsf{neg}\left(\color{blue}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F \cdot F}}\right)\right) \]
            9. distribute-neg-frac2N/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\mathsf{neg}\left(F \cdot F\right)}}\right) \]
            10. lower-/.f64N/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\mathsf{neg}\left(F \cdot F\right)}}\right) \]
            11. lift-*.f64N/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}}{\mathsf{neg}\left(F \cdot F\right)}\right) \]
            12. *-commutativeN/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{\mathsf{neg}\left(F \cdot F\right)}\right) \]
            13. lower-*.f64N/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{\mathsf{neg}\left(F \cdot F\right)}\right) \]
            14. lift-*.f64N/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\mathsf{neg}\left(\color{blue}{F \cdot F}\right)}\right) \]
            15. distribute-lft-neg-inN/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\color{blue}{\left(\mathsf{neg}\left(F\right)\right) \cdot F}}\right) \]
            16. lower-*.f64N/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\color{blue}{\left(\mathsf{neg}\left(F\right)\right) \cdot F}}\right) \]
            17. lower-neg.f6480.9

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\color{blue}{\left(-F\right)} \cdot F}\right) \]
          4. Applied rewrites80.9%

            \[\leadsto \color{blue}{\mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\left(-F\right) \cdot F}\right)} \]
          5. Taylor expanded in l around 0

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\color{blue}{\ell \cdot \mathsf{PI}\left(\right)}}{\left(-F\right) \cdot F}\right) \]
          6. Step-by-step derivation
            1. *-commutativeN/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}{\left(-F\right) \cdot F}\right) \]
            2. lower-*.f64N/A

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}{\left(-F\right) \cdot F}\right) \]
            3. lower-PI.f6477.0

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\color{blue}{\mathsf{PI}\left(\right)} \cdot \ell}{\left(-F\right) \cdot F}\right) \]
          7. Applied rewrites77.0%

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}{\left(-F\right) \cdot F}\right) \]

          if 4e5 < (*.f64 (PI.f64) l)

          1. Initial program 58.9%

            \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
          2. Add Preprocessing
          3. Step-by-step derivation
            1. lift--.f64N/A

              \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
            2. flip--N/A

              \[\leadsto \color{blue}{\frac{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}} \]
            3. clear-numN/A

              \[\leadsto \color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}}} \]
            4. lower-/.f64N/A

              \[\leadsto \color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}}} \]
            5. clear-numN/A

              \[\leadsto \frac{1}{\color{blue}{\frac{1}{\frac{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}}}} \]
          4. Applied rewrites58.9%

            \[\leadsto \color{blue}{\frac{1}{\frac{1}{\ell \cdot \mathsf{PI}\left(\right) - \tan \left(\ell \cdot \mathsf{PI}\left(\right)\right) \cdot {F}^{-2}}}} \]
          5. Taylor expanded in F around inf

            \[\leadsto \frac{1}{\frac{1}{\color{blue}{\ell \cdot \mathsf{PI}\left(\right)}}} \]
          6. Step-by-step derivation
            1. *-commutativeN/A

              \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
            2. lower-*.f64N/A

              \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
            3. lower-PI.f6499.5

              \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right)} \cdot \ell}} \]
          7. Applied rewrites99.5%

            \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
        3. Recombined 2 regimes into one program.
        4. Final simplification82.0%

          \[\leadsto \begin{array}{l} \mathbf{if}\;\ell \cdot \mathsf{PI}\left(\right) \leq 400000:\\ \;\;\;\;\mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\ell \cdot \mathsf{PI}\left(\right)}{\left(-F\right) \cdot F}\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{1}{\ell \cdot \mathsf{PI}\left(\right)}}\\ \end{array} \]
        5. Add Preprocessing

        Alternative 10: 92.0% accurate, 3.3× speedup?

        \[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := l\_m \cdot \mathsf{PI}\left(\right)\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;t\_0 \leq 400000:\\ \;\;\;\;t\_0 - \frac{\mathsf{PI}\left(\right)}{F \cdot F} \cdot l\_m\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{1}{t\_0}}\\ \end{array} \end{array} \end{array} \]
        l\_m = (fabs.f64 l)
        l\_s = (copysign.f64 #s(literal 1 binary64) l)
        (FPCore (l_s F l_m)
         :precision binary64
         (let* ((t_0 (* l_m (PI))))
           (*
            l_s
            (if (<= t_0 400000.0)
              (- t_0 (* (/ (PI) (* F F)) l_m))
              (/ 1.0 (/ 1.0 t_0))))))
        \begin{array}{l}
        l\_m = \left|\ell\right|
        \\
        l\_s = \mathsf{copysign}\left(1, \ell\right)
        
        \\
        \begin{array}{l}
        t_0 := l\_m \cdot \mathsf{PI}\left(\right)\\
        l\_s \cdot \begin{array}{l}
        \mathbf{if}\;t\_0 \leq 400000:\\
        \;\;\;\;t\_0 - \frac{\mathsf{PI}\left(\right)}{F \cdot F} \cdot l\_m\\
        
        \mathbf{else}:\\
        \;\;\;\;\frac{1}{\frac{1}{t\_0}}\\
        
        
        \end{array}
        \end{array}
        \end{array}
        
        Derivation
        1. Split input into 2 regimes
        2. if (*.f64 (PI.f64) l) < 4e5

          1. Initial program 80.1%

            \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
          2. Add Preprocessing
          3. Taylor expanded in l around 0

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

              \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}{{F}^{2}} \]
            2. associate-*l/N/A

              \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \color{blue}{\frac{\mathsf{PI}\left(\right)}{{F}^{2}} \cdot \ell} \]
            3. lower-*.f64N/A

              \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \color{blue}{\frac{\mathsf{PI}\left(\right)}{{F}^{2}} \cdot \ell} \]
            4. lower-/.f64N/A

              \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \color{blue}{\frac{\mathsf{PI}\left(\right)}{{F}^{2}}} \cdot \ell \]
            5. lower-PI.f64N/A

              \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\color{blue}{\mathsf{PI}\left(\right)}}{{F}^{2}} \cdot \ell \]
            6. unpow2N/A

              \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\mathsf{PI}\left(\right)}{\color{blue}{F \cdot F}} \cdot \ell \]
            7. lower-*.f6476.1

              \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\mathsf{PI}\left(\right)}{\color{blue}{F \cdot F}} \cdot \ell \]
          5. Applied rewrites76.1%

            \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \color{blue}{\frac{\mathsf{PI}\left(\right)}{F \cdot F} \cdot \ell} \]

          if 4e5 < (*.f64 (PI.f64) l)

          1. Initial program 58.9%

            \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
          2. Add Preprocessing
          3. Step-by-step derivation
            1. lift--.f64N/A

              \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
            2. flip--N/A

              \[\leadsto \color{blue}{\frac{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}} \]
            3. clear-numN/A

              \[\leadsto \color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}}} \]
            4. lower-/.f64N/A

              \[\leadsto \color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}}} \]
            5. clear-numN/A

              \[\leadsto \frac{1}{\color{blue}{\frac{1}{\frac{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}}}} \]
          4. Applied rewrites58.9%

            \[\leadsto \color{blue}{\frac{1}{\frac{1}{\ell \cdot \mathsf{PI}\left(\right) - \tan \left(\ell \cdot \mathsf{PI}\left(\right)\right) \cdot {F}^{-2}}}} \]
          5. Taylor expanded in F around inf

            \[\leadsto \frac{1}{\frac{1}{\color{blue}{\ell \cdot \mathsf{PI}\left(\right)}}} \]
          6. Step-by-step derivation
            1. *-commutativeN/A

              \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
            2. lower-*.f64N/A

              \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
            3. lower-PI.f6499.5

              \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right)} \cdot \ell}} \]
          7. Applied rewrites99.5%

            \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
        3. Recombined 2 regimes into one program.
        4. Final simplification81.4%

          \[\leadsto \begin{array}{l} \mathbf{if}\;\ell \cdot \mathsf{PI}\left(\right) \leq 400000:\\ \;\;\;\;\ell \cdot \mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{F \cdot F} \cdot \ell\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{1}{\ell \cdot \mathsf{PI}\left(\right)}}\\ \end{array} \]
        5. Add Preprocessing

        Alternative 11: 92.0% accurate, 3.5× speedup?

        \[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := l\_m \cdot \mathsf{PI}\left(\right)\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;t\_0 \leq 400000:\\ \;\;\;\;\left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{F \cdot F}\right) \cdot l\_m\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{1}{t\_0}}\\ \end{array} \end{array} \end{array} \]
        l\_m = (fabs.f64 l)
        l\_s = (copysign.f64 #s(literal 1 binary64) l)
        (FPCore (l_s F l_m)
         :precision binary64
         (let* ((t_0 (* l_m (PI))))
           (*
            l_s
            (if (<= t_0 400000.0)
              (* (- (PI) (/ (PI) (* F F))) l_m)
              (/ 1.0 (/ 1.0 t_0))))))
        \begin{array}{l}
        l\_m = \left|\ell\right|
        \\
        l\_s = \mathsf{copysign}\left(1, \ell\right)
        
        \\
        \begin{array}{l}
        t_0 := l\_m \cdot \mathsf{PI}\left(\right)\\
        l\_s \cdot \begin{array}{l}
        \mathbf{if}\;t\_0 \leq 400000:\\
        \;\;\;\;\left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{F \cdot F}\right) \cdot l\_m\\
        
        \mathbf{else}:\\
        \;\;\;\;\frac{1}{\frac{1}{t\_0}}\\
        
        
        \end{array}
        \end{array}
        \end{array}
        
        Derivation
        1. Split input into 2 regimes
        2. if (*.f64 (PI.f64) l) < 4e5

          1. Initial program 80.1%

            \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
          2. Add Preprocessing
          3. Taylor expanded in l around 0

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

              \[\leadsto \color{blue}{\left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{{F}^{2}}\right) \cdot \ell} \]
            2. lower-*.f64N/A

              \[\leadsto \color{blue}{\left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{{F}^{2}}\right) \cdot \ell} \]
            3. lower--.f64N/A

              \[\leadsto \color{blue}{\left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{{F}^{2}}\right)} \cdot \ell \]
            4. lower-PI.f64N/A

              \[\leadsto \left(\color{blue}{\mathsf{PI}\left(\right)} - \frac{\mathsf{PI}\left(\right)}{{F}^{2}}\right) \cdot \ell \]
            5. lower-/.f64N/A

              \[\leadsto \left(\mathsf{PI}\left(\right) - \color{blue}{\frac{\mathsf{PI}\left(\right)}{{F}^{2}}}\right) \cdot \ell \]
            6. lower-PI.f64N/A

              \[\leadsto \left(\mathsf{PI}\left(\right) - \frac{\color{blue}{\mathsf{PI}\left(\right)}}{{F}^{2}}\right) \cdot \ell \]
            7. unpow2N/A

              \[\leadsto \left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{\color{blue}{F \cdot F}}\right) \cdot \ell \]
            8. lower-*.f6476.1

              \[\leadsto \left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{\color{blue}{F \cdot F}}\right) \cdot \ell \]
          5. Applied rewrites76.1%

            \[\leadsto \color{blue}{\left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{F \cdot F}\right) \cdot \ell} \]

          if 4e5 < (*.f64 (PI.f64) l)

          1. Initial program 58.9%

            \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
          2. Add Preprocessing
          3. Step-by-step derivation
            1. lift--.f64N/A

              \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
            2. flip--N/A

              \[\leadsto \color{blue}{\frac{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}} \]
            3. clear-numN/A

              \[\leadsto \color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}}} \]
            4. lower-/.f64N/A

              \[\leadsto \color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}}} \]
            5. clear-numN/A

              \[\leadsto \frac{1}{\color{blue}{\frac{1}{\frac{\left(\mathsf{PI}\left(\right) \cdot \ell\right) \cdot \left(\mathsf{PI}\left(\right) \cdot \ell\right) - \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right) \cdot \left(\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)\right)}{\mathsf{PI}\left(\right) \cdot \ell + \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}}}} \]
          4. Applied rewrites58.9%

            \[\leadsto \color{blue}{\frac{1}{\frac{1}{\ell \cdot \mathsf{PI}\left(\right) - \tan \left(\ell \cdot \mathsf{PI}\left(\right)\right) \cdot {F}^{-2}}}} \]
          5. Taylor expanded in F around inf

            \[\leadsto \frac{1}{\frac{1}{\color{blue}{\ell \cdot \mathsf{PI}\left(\right)}}} \]
          6. Step-by-step derivation
            1. *-commutativeN/A

              \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
            2. lower-*.f64N/A

              \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
            3. lower-PI.f6499.5

              \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right)} \cdot \ell}} \]
          7. Applied rewrites99.5%

            \[\leadsto \frac{1}{\frac{1}{\color{blue}{\mathsf{PI}\left(\right) \cdot \ell}}} \]
        3. Recombined 2 regimes into one program.
        4. Final simplification81.3%

          \[\leadsto \begin{array}{l} \mathbf{if}\;\ell \cdot \mathsf{PI}\left(\right) \leq 400000:\\ \;\;\;\;\left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{F \cdot F}\right) \cdot \ell\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{1}{\ell \cdot \mathsf{PI}\left(\right)}}\\ \end{array} \]
        5. Add Preprocessing

        Alternative 12: 92.0% accurate, 3.7× speedup?

        \[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := l\_m \cdot \mathsf{PI}\left(\right)\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;t\_0 \leq 400000:\\ \;\;\;\;\left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{F \cdot F}\right) \cdot l\_m\\ \mathbf{else}:\\ \;\;\;\;t\_0\\ \end{array} \end{array} \end{array} \]
        l\_m = (fabs.f64 l)
        l\_s = (copysign.f64 #s(literal 1 binary64) l)
        (FPCore (l_s F l_m)
         :precision binary64
         (let* ((t_0 (* l_m (PI))))
           (* l_s (if (<= t_0 400000.0) (* (- (PI) (/ (PI) (* F F))) l_m) t_0))))
        \begin{array}{l}
        l\_m = \left|\ell\right|
        \\
        l\_s = \mathsf{copysign}\left(1, \ell\right)
        
        \\
        \begin{array}{l}
        t_0 := l\_m \cdot \mathsf{PI}\left(\right)\\
        l\_s \cdot \begin{array}{l}
        \mathbf{if}\;t\_0 \leq 400000:\\
        \;\;\;\;\left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{F \cdot F}\right) \cdot l\_m\\
        
        \mathbf{else}:\\
        \;\;\;\;t\_0\\
        
        
        \end{array}
        \end{array}
        \end{array}
        
        Derivation
        1. Split input into 2 regimes
        2. if (*.f64 (PI.f64) l) < 4e5

          1. Initial program 80.1%

            \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
          2. Add Preprocessing
          3. Taylor expanded in l around 0

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

              \[\leadsto \color{blue}{\left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{{F}^{2}}\right) \cdot \ell} \]
            2. lower-*.f64N/A

              \[\leadsto \color{blue}{\left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{{F}^{2}}\right) \cdot \ell} \]
            3. lower--.f64N/A

              \[\leadsto \color{blue}{\left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{{F}^{2}}\right)} \cdot \ell \]
            4. lower-PI.f64N/A

              \[\leadsto \left(\color{blue}{\mathsf{PI}\left(\right)} - \frac{\mathsf{PI}\left(\right)}{{F}^{2}}\right) \cdot \ell \]
            5. lower-/.f64N/A

              \[\leadsto \left(\mathsf{PI}\left(\right) - \color{blue}{\frac{\mathsf{PI}\left(\right)}{{F}^{2}}}\right) \cdot \ell \]
            6. lower-PI.f64N/A

              \[\leadsto \left(\mathsf{PI}\left(\right) - \frac{\color{blue}{\mathsf{PI}\left(\right)}}{{F}^{2}}\right) \cdot \ell \]
            7. unpow2N/A

              \[\leadsto \left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{\color{blue}{F \cdot F}}\right) \cdot \ell \]
            8. lower-*.f6476.1

              \[\leadsto \left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{\color{blue}{F \cdot F}}\right) \cdot \ell \]
          5. Applied rewrites76.1%

            \[\leadsto \color{blue}{\left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{F \cdot F}\right) \cdot \ell} \]

          if 4e5 < (*.f64 (PI.f64) l)

          1. Initial program 58.9%

            \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
          2. Add Preprocessing
          3. Taylor expanded in F around inf

            \[\leadsto \color{blue}{\ell \cdot \mathsf{PI}\left(\right)} \]
          4. Step-by-step derivation
            1. *-commutativeN/A

              \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell} \]
            2. lower-*.f64N/A

              \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell} \]
            3. lower-PI.f6499.5

              \[\leadsto \color{blue}{\mathsf{PI}\left(\right)} \cdot \ell \]
          5. Applied rewrites99.5%

            \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell} \]
        3. Recombined 2 regimes into one program.
        4. Final simplification81.3%

          \[\leadsto \begin{array}{l} \mathbf{if}\;\ell \cdot \mathsf{PI}\left(\right) \leq 400000:\\ \;\;\;\;\left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{F \cdot F}\right) \cdot \ell\\ \mathbf{else}:\\ \;\;\;\;\ell \cdot \mathsf{PI}\left(\right)\\ \end{array} \]
        5. Add Preprocessing

        Alternative 13: 73.6% accurate, 22.5× speedup?

        \[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ l\_s \cdot \left(l\_m \cdot \mathsf{PI}\left(\right)\right) \end{array} \]
        l\_m = (fabs.f64 l)
        l\_s = (copysign.f64 #s(literal 1 binary64) l)
        (FPCore (l_s F l_m) :precision binary64 (* l_s (* l_m (PI))))
        \begin{array}{l}
        l\_m = \left|\ell\right|
        \\
        l\_s = \mathsf{copysign}\left(1, \ell\right)
        
        \\
        l\_s \cdot \left(l\_m \cdot \mathsf{PI}\left(\right)\right)
        \end{array}
        
        Derivation
        1. Initial program 75.3%

          \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
        2. Add Preprocessing
        3. Taylor expanded in F around inf

          \[\leadsto \color{blue}{\ell \cdot \mathsf{PI}\left(\right)} \]
        4. Step-by-step derivation
          1. *-commutativeN/A

            \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell} \]
          2. lower-*.f64N/A

            \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell} \]
          3. lower-PI.f6471.5

            \[\leadsto \color{blue}{\mathsf{PI}\left(\right)} \cdot \ell \]
        5. Applied rewrites71.5%

          \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell} \]
        6. Final simplification71.5%

          \[\leadsto \ell \cdot \mathsf{PI}\left(\right) \]
        7. Add Preprocessing

        Reproduce

        ?
        herbie shell --seed 2024249 
        (FPCore (F l)
          :name "VandenBroeck and Keller, Equation (6)"
          :precision binary64
          (- (* (PI) l) (* (/ 1.0 (* F F)) (tan (* (PI) l)))))