VandenBroeck and Keller, Equation (6)

Percentage Accurate: 76.4% → 99.3%
Time: 4.0s
Alternatives: 9
Speedup: 4.4×

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 9 alternatives:

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

Initial Program: 76.4% 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: 99.3% accurate, 0.9× speedup?

\[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := \mathsf{PI}\left(\right) \cdot l\_m\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;l\_m \leq 9 \cdot 10^{-13}:\\ \;\;\;\;t\_0 - \frac{\frac{t\_0}{F}}{F}\\ \mathbf{elif}\;l\_m \leq 2.6 \cdot 10^{+15}:\\ \;\;\;\;t\_0 - \frac{1}{F \cdot F} \cdot \tan t\_0\\ \mathbf{else}:\\ \;\;\;\;t\_0\\ \end{array} \end{array} \end{array} \]
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 (* (PI) l_m)))
   (*
    l_s
    (if (<= l_m 9e-13)
      (- t_0 (/ (/ t_0 F) F))
      (if (<= l_m 2.6e+15) (- t_0 (* (/ 1.0 (* F F)) (tan t_0))) t_0)))))
\begin{array}{l}
l\_m = \left|\ell\right|
\\
l\_s = \mathsf{copysign}\left(1, \ell\right)

\\
\begin{array}{l}
t_0 := \mathsf{PI}\left(\right) \cdot l\_m\\
l\_s \cdot \begin{array}{l}
\mathbf{if}\;l\_m \leq 9 \cdot 10^{-13}:\\
\;\;\;\;t\_0 - \frac{\frac{t\_0}{F}}{F}\\

\mathbf{elif}\;l\_m \leq 2.6 \cdot 10^{+15}:\\
\;\;\;\;t\_0 - \frac{1}{F \cdot F} \cdot \tan t\_0\\

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


\end{array}
\end{array}
\end{array}
Derivation
  1. Split input into 3 regimes
  2. if l < 9e-13

    1. Initial program 81.7%

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

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

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

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

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

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

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\frac{1}{F}}{F} \cdot \color{blue}{\frac{\sin \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)}} \]
      10. frac-timesN/A

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\color{blue}{\frac{1}{F} \cdot \sin \left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{F \cdot \cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)} \]
      13. inv-powN/A

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\color{blue}{{F}^{-1}} \cdot \sin \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{F \cdot \cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)} \]
      14. lower-pow.f64N/A

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\color{blue}{{F}^{-1}} \cdot \sin \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{F \cdot \cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)} \]
      15. lower-sin.f64N/A

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}}{F \cdot \cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)} \]
      17. lift-*.f64N/A

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\color{blue}{F \cdot \cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)}} \]
      20. lower-cos.f64N/A

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F \cdot \cos \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}} \]
      22. lift-*.f64N/A

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F \cdot \cos \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}} \]
      23. lift-PI.f6488.3

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F \cdot \cos \left(\color{blue}{\mathsf{PI}\left(\right)} \cdot \ell\right)} \]
    4. Applied rewrites88.3%

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

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

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

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \left(\color{blue}{\mathsf{PI}\left(\right)} \cdot \ell\right)}{F \cdot \cos \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
      6. lift-*.f64N/A

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}}{F \cdot \cos \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
      7. inv-powN/A

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

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

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

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

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

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

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

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \frac{\sin \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\cos \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}} \]
    6. Applied rewrites88.3%

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

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\frac{\mathsf{PI}\left(\right) \cdot \color{blue}{\ell}}{F}}{F} \]
      3. lift-PI.f6483.0

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\frac{\mathsf{PI}\left(\right) \cdot \ell}{F}}{F} \]
    9. Applied rewrites83.0%

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

    if 9e-13 < l < 2.6e15

    1. Initial program 87.5%

      \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
    2. Add Preprocessing

    if 2.6e15 < l

    1. Initial program 65.4%

      \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
    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

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

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

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

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

Alternative 2: 83.7% accurate, 0.8× speedup?

\[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := \mathsf{PI}\left(\right) \cdot l\_m\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;t\_0 - \frac{1}{F \cdot F} \cdot \tan t\_0 \leq -5 \cdot 10^{-237}:\\ \;\;\;\;\frac{\left(-\mathsf{PI}\left(\right)\right) \cdot l\_m}{F \cdot F}\\ \mathbf{else}:\\ \;\;\;\;t\_0\\ \end{array} \end{array} \end{array} \]
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 (* (PI) l_m)))
   (*
    l_s
    (if (<= (- t_0 (* (/ 1.0 (* F F)) (tan t_0))) -5e-237)
      (/ (* (- (PI)) l_m) (* F F))
      t_0))))
\begin{array}{l}
l\_m = \left|\ell\right|
\\
l\_s = \mathsf{copysign}\left(1, \ell\right)

\\
\begin{array}{l}
t_0 := \mathsf{PI}\left(\right) \cdot l\_m\\
l\_s \cdot \begin{array}{l}
\mathbf{if}\;t\_0 - \frac{1}{F \cdot F} \cdot \tan t\_0 \leq -5 \cdot 10^{-237}:\\
\;\;\;\;\frac{\left(-\mathsf{PI}\left(\right)\right) \cdot l\_m}{F \cdot F}\\

\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)))) < -5.0000000000000002e-237

    1. Initial program 79.2%

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

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

        \[\leadsto \frac{-1 \cdot \sin \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\color{blue}{{F}^{2} \cdot \cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)}} \]
      2. times-fracN/A

        \[\leadsto \frac{-1}{{F}^{2}} \cdot \color{blue}{\frac{\sin \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)}} \]
      3. quot-tanN/A

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

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

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

        \[\leadsto \frac{-1}{{F}^{2}} \cdot \tan \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
      7. pow2N/A

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

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

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

        \[\leadsto \frac{-1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
      11. lift-tan.f6425.8

        \[\leadsto \frac{-1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
    5. Applied rewrites25.8%

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

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

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

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

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

        \[\leadsto \frac{-\ell \cdot \mathsf{PI}\left(\right)}{{F}^{2}} \]
      5. *-commutativeN/A

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

        \[\leadsto \frac{-\mathsf{PI}\left(\right) \cdot \ell}{{F}^{2}} \]
      7. lift-PI.f64N/A

        \[\leadsto \frac{-\mathsf{PI}\left(\right) \cdot \ell}{{F}^{2}} \]
      8. pow2N/A

        \[\leadsto \frac{-\mathsf{PI}\left(\right) \cdot \ell}{F \cdot F} \]
      9. lift-*.f6425.4

        \[\leadsto \frac{-\mathsf{PI}\left(\right) \cdot \ell}{F \cdot F} \]
    8. Applied rewrites25.4%

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

    if -5.0000000000000002e-237 < (-.f64 (*.f64 (PI.f64) l) (*.f64 (/.f64 #s(literal 1 binary64) (*.f64 F F)) (tan.f64 (*.f64 (PI.f64) l))))

    1. Initial program 77.0%

      \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
    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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \color{blue}{\ell} \]
      3. lift-PI.f6475.0

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell \]
    5. Applied rewrites75.0%

      \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell} \]
  3. Recombined 2 regimes into one program.
  4. Final simplification53.3%

    \[\leadsto \begin{array}{l} \mathbf{if}\;\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \leq -5 \cdot 10^{-237}:\\ \;\;\;\;\frac{\left(-\mathsf{PI}\left(\right)\right) \cdot \ell}{F \cdot F}\\ \mathbf{else}:\\ \;\;\;\;\mathsf{PI}\left(\right) \cdot \ell\\ \end{array} \]
  5. Add Preprocessing

Alternative 3: 99.3% accurate, 0.9× speedup?

\[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := \mathsf{PI}\left(\right) \cdot l\_m\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;l\_m \leq 5.2 \cdot 10^{-9}:\\ \;\;\;\;t\_0 - \frac{\frac{t\_0}{F}}{F}\\ \mathbf{elif}\;l\_m \leq 2.6 \cdot 10^{+15}:\\ \;\;\;\;t\_0 - \frac{\tan \left(\mathsf{fma}\left(\mathsf{PI}\left(\right), l\_m, \mathsf{PI}\left(\right)\right)\right)}{F \cdot F}\\ \mathbf{else}:\\ \;\;\;\;t\_0\\ \end{array} \end{array} \end{array} \]
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 (* (PI) l_m)))
   (*
    l_s
    (if (<= l_m 5.2e-9)
      (- t_0 (/ (/ t_0 F) F))
      (if (<= l_m 2.6e+15)
        (- t_0 (/ (tan (fma (PI) l_m (PI))) (* F F)))
        t_0)))))
\begin{array}{l}
l\_m = \left|\ell\right|
\\
l\_s = \mathsf{copysign}\left(1, \ell\right)

\\
\begin{array}{l}
t_0 := \mathsf{PI}\left(\right) \cdot l\_m\\
l\_s \cdot \begin{array}{l}
\mathbf{if}\;l\_m \leq 5.2 \cdot 10^{-9}:\\
\;\;\;\;t\_0 - \frac{\frac{t\_0}{F}}{F}\\

\mathbf{elif}\;l\_m \leq 2.6 \cdot 10^{+15}:\\
\;\;\;\;t\_0 - \frac{\tan \left(\mathsf{fma}\left(\mathsf{PI}\left(\right), l\_m, \mathsf{PI}\left(\right)\right)\right)}{F \cdot F}\\

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


\end{array}
\end{array}
\end{array}
Derivation
  1. Split input into 3 regimes
  2. if l < 5.2000000000000002e-9

    1. Initial program 81.8%

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

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

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

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

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

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

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

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\frac{1}{F}}{F} \cdot \color{blue}{\frac{\sin \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)}} \]
      10. frac-timesN/A

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\color{blue}{\frac{1}{F} \cdot \sin \left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{F \cdot \cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)} \]
      13. inv-powN/A

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\color{blue}{{F}^{-1}} \cdot \sin \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{F \cdot \cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)} \]
      14. lower-pow.f64N/A

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\color{blue}{{F}^{-1}} \cdot \sin \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{F \cdot \cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)} \]
      15. lower-sin.f64N/A

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}}{F \cdot \cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)} \]
      17. lift-*.f64N/A

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\color{blue}{F \cdot \cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)}} \]
      20. lower-cos.f64N/A

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F \cdot \cos \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}} \]
      22. lift-*.f64N/A

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F \cdot \cos \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}} \]
      23. lift-PI.f6488.3

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F \cdot \cos \left(\color{blue}{\mathsf{PI}\left(\right)} \cdot \ell\right)} \]
    4. Applied rewrites88.3%

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

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

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

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \left(\color{blue}{\mathsf{PI}\left(\right)} \cdot \ell\right)}{F \cdot \cos \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
      6. lift-*.f64N/A

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}}{F \cdot \cos \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
      7. inv-powN/A

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

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

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

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

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

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

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

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \frac{\sin \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\cos \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}} \]
    6. Applied rewrites88.4%

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

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\frac{\mathsf{PI}\left(\right) \cdot \color{blue}{\ell}}{F}}{F} \]
      3. lift-PI.f6483.1

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\frac{\mathsf{PI}\left(\right) \cdot \ell}{F}}{F} \]
    9. Applied rewrites83.1%

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

    if 5.2000000000000002e-9 < l < 2.6e15

    1. Initial program 85.7%

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1}{\color{blue}{F \cdot F}} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
      3. pow2N/A

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \color{blue}{\frac{1}{{F}^{2}}} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
      5. lift-tan.f64N/A

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1}{{F}^{2}} \cdot \color{blue}{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
      6. lift-PI.f64N/A

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

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

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

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1 \cdot \tan \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}}{{F}^{2}} \]
      12. lift-PI.f64N/A

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1 \cdot \tan \left(\color{blue}{\mathsf{PI}\left(\right)} \cdot \ell\right)}{{F}^{2}} \]
      13. lift-tan.f64N/A

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1 \cdot \color{blue}{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}}{{F}^{2}} \]
      14. pow2N/A

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1 \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\color{blue}{F \cdot F}} \]
      15. lift-*.f6485.7

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1 \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\color{blue}{F \cdot F}} \]
    4. Applied rewrites85.7%

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

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

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

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

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

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

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

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

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

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

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

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\tan \left(\mathsf{fma}\left(\color{blue}{\mathsf{PI}\left(\right)}, \ell, \mathsf{PI}\left(\right)\right)\right)}{F \cdot F} \]
      14. lift-PI.f6484.8

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

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

    if 2.6e15 < l

    1. Initial program 65.4%

      \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
    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

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

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

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

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

Alternative 4: 99.3% accurate, 1.0× speedup?

\[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := \mathsf{PI}\left(\right) \cdot l\_m\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;l\_m \leq 2.6 \cdot 10^{+15}:\\ \;\;\;\;t\_0 - \frac{\frac{\tan t\_0}{F}}{F}\\ \mathbf{else}:\\ \;\;\;\;t\_0\\ \end{array} \end{array} \end{array} \]
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 (* (PI) l_m)))
   (* l_s (if (<= l_m 2.6e+15) (- t_0 (/ (/ (tan t_0) F) F)) t_0))))
\begin{array}{l}
l\_m = \left|\ell\right|
\\
l\_s = \mathsf{copysign}\left(1, \ell\right)

\\
\begin{array}{l}
t_0 := \mathsf{PI}\left(\right) \cdot l\_m\\
l\_s \cdot \begin{array}{l}
\mathbf{if}\;l\_m \leq 2.6 \cdot 10^{+15}:\\
\;\;\;\;t\_0 - \frac{\frac{\tan t\_0}{F}}{F}\\

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


\end{array}
\end{array}
\end{array}
Derivation
  1. Split input into 2 regimes
  2. if l < 2.6e15

    1. Initial program 82.0%

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

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

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

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

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

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

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\frac{1}{F}}{F} \cdot \color{blue}{\frac{\sin \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)}} \]
      10. frac-timesN/A

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\color{blue}{\frac{1}{F} \cdot \sin \left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{F \cdot \cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)} \]
      13. inv-powN/A

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\color{blue}{{F}^{-1}} \cdot \sin \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{F \cdot \cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)} \]
      14. lower-pow.f64N/A

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\color{blue}{{F}^{-1}} \cdot \sin \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{F \cdot \cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)} \]
      15. lower-sin.f64N/A

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}}{F \cdot \cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)} \]
      17. lift-*.f64N/A

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\color{blue}{F \cdot \cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)}} \]
      20. lower-cos.f64N/A

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F \cdot \cos \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}} \]
      22. lift-*.f64N/A

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F \cdot \cos \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}} \]
      23. lift-PI.f6488.2

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F \cdot \cos \left(\color{blue}{\mathsf{PI}\left(\right)} \cdot \ell\right)} \]
    4. Applied rewrites88.2%

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

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

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

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \left(\color{blue}{\mathsf{PI}\left(\right)} \cdot \ell\right)}{F \cdot \cos \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
      6. lift-*.f64N/A

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}}{F \cdot \cos \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
      7. inv-powN/A

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

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

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

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

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

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

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

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \frac{\sin \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\cos \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}} \]
    6. Applied rewrites88.3%

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

    if 2.6e15 < l

    1. Initial program 65.4%

      \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
    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

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

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

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

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

Alternative 5: 98.5% accurate, 3.2× speedup?

\[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := \mathsf{PI}\left(\right) \cdot l\_m\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;l\_m \leq 1600:\\ \;\;\;\;t\_0 - \frac{\frac{t\_0}{F}}{F}\\ \mathbf{else}:\\ \;\;\;\;t\_0\\ \end{array} \end{array} \end{array} \]
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 (* (PI) l_m)))
   (* l_s (if (<= l_m 1600.0) (- t_0 (/ (/ t_0 F) F)) t_0))))
\begin{array}{l}
l\_m = \left|\ell\right|
\\
l\_s = \mathsf{copysign}\left(1, \ell\right)

\\
\begin{array}{l}
t_0 := \mathsf{PI}\left(\right) \cdot l\_m\\
l\_s \cdot \begin{array}{l}
\mathbf{if}\;l\_m \leq 1600:\\
\;\;\;\;t\_0 - \frac{\frac{t\_0}{F}}{F}\\

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


\end{array}
\end{array}
\end{array}
Derivation
  1. Split input into 2 regimes
  2. if l < 1600

    1. Initial program 82.0%

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

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

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

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

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

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

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\frac{1}{F}}{F} \cdot \color{blue}{\frac{\sin \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)}} \]
      10. frac-timesN/A

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\color{blue}{\frac{1}{F} \cdot \sin \left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{F \cdot \cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)} \]
      13. inv-powN/A

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\color{blue}{{F}^{-1}} \cdot \sin \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{F \cdot \cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)} \]
      14. lower-pow.f64N/A

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\color{blue}{{F}^{-1}} \cdot \sin \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{F \cdot \cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)} \]
      15. lower-sin.f64N/A

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}}{F \cdot \cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)} \]
      17. lift-*.f64N/A

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\color{blue}{F \cdot \cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)}} \]
      20. lower-cos.f64N/A

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F \cdot \cos \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}} \]
      22. lift-*.f64N/A

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F \cdot \cos \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}} \]
      23. lift-PI.f6488.5

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F \cdot \cos \left(\color{blue}{\mathsf{PI}\left(\right)} \cdot \ell\right)} \]
    4. Applied rewrites88.5%

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

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

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

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \left(\color{blue}{\mathsf{PI}\left(\right)} \cdot \ell\right)}{F \cdot \cos \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
      6. lift-*.f64N/A

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}}{F \cdot \cos \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
      7. inv-powN/A

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

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

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

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

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

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

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

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

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

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

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

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\frac{\mathsf{PI}\left(\right) \cdot \color{blue}{\ell}}{F}}{F} \]
      3. lift-PI.f6483.3

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\frac{\mathsf{PI}\left(\right) \cdot \ell}{F}}{F} \]
    9. Applied rewrites83.3%

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

    if 1600 < l

    1. Initial program 66.5%

      \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
    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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \color{blue}{\ell} \]
      3. lift-PI.f6493.9

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell \]
    5. Applied rewrites93.9%

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

Alternative 6: 98.5% accurate, 3.2× speedup?

\[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := \mathsf{PI}\left(\right) \cdot l\_m\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;l\_m \leq 1600:\\ \;\;\;\;t\_0 - \frac{l\_m \cdot \frac{\mathsf{PI}\left(\right)}{F}}{F}\\ \mathbf{else}:\\ \;\;\;\;t\_0\\ \end{array} \end{array} \end{array} \]
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 (* (PI) l_m)))
   (* l_s (if (<= l_m 1600.0) (- t_0 (/ (* l_m (/ (PI) F)) F)) t_0))))
\begin{array}{l}
l\_m = \left|\ell\right|
\\
l\_s = \mathsf{copysign}\left(1, \ell\right)

\\
\begin{array}{l}
t_0 := \mathsf{PI}\left(\right) \cdot l\_m\\
l\_s \cdot \begin{array}{l}
\mathbf{if}\;l\_m \leq 1600:\\
\;\;\;\;t\_0 - \frac{l\_m \cdot \frac{\mathsf{PI}\left(\right)}{F}}{F}\\

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


\end{array}
\end{array}
\end{array}
Derivation
  1. Split input into 2 regimes
  2. if l < 1600

    1. Initial program 82.0%

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

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

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

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

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

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

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\frac{1}{F}}{F} \cdot \color{blue}{\frac{\sin \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)}} \]
      10. frac-timesN/A

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\color{blue}{\frac{1}{F} \cdot \sin \left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{F \cdot \cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)} \]
      13. inv-powN/A

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\color{blue}{{F}^{-1}} \cdot \sin \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{F \cdot \cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)} \]
      14. lower-pow.f64N/A

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\color{blue}{{F}^{-1}} \cdot \sin \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{F \cdot \cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)} \]
      15. lower-sin.f64N/A

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}}{F \cdot \cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)} \]
      17. lift-*.f64N/A

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\color{blue}{F \cdot \cos \left(\ell \cdot \mathsf{PI}\left(\right)\right)}} \]
      20. lower-cos.f64N/A

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F \cdot \cos \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}} \]
      22. lift-*.f64N/A

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F \cdot \cos \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}} \]
      23. lift-PI.f6488.5

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F \cdot \cos \left(\color{blue}{\mathsf{PI}\left(\right)} \cdot \ell\right)} \]
    4. Applied rewrites88.5%

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

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

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

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \left(\color{blue}{\mathsf{PI}\left(\right)} \cdot \ell\right)}{F \cdot \cos \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
      6. lift-*.f64N/A

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{{F}^{-1} \cdot \sin \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}}{F \cdot \cos \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
      7. inv-powN/A

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

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

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

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

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

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

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

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

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

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

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

      \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\color{blue}{\frac{\ell \cdot \mathsf{PI}\left(\right)}{F}}}{F} \]
    8. Step-by-step derivation
      1. associate-/l*N/A

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\ell \cdot \frac{\mathsf{PI}\left(\right)}{\color{blue}{F}}}{F} \]
      4. lift-PI.f6483.3

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\ell \cdot \frac{\mathsf{PI}\left(\right)}{F}}{F} \]
    9. Applied rewrites83.3%

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

    if 1600 < l

    1. Initial program 66.5%

      \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
    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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \color{blue}{\ell} \]
      3. lift-PI.f6493.9

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell \]
    5. Applied rewrites93.9%

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

Alternative 7: 93.3% accurate, 3.7× speedup?

\[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := \mathsf{PI}\left(\right) \cdot l\_m\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;l\_m \leq 1600:\\ \;\;\;\;t\_0 - \frac{t\_0}{F \cdot F}\\ \mathbf{else}:\\ \;\;\;\;t\_0\\ \end{array} \end{array} \end{array} \]
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 (* (PI) l_m)))
   (* l_s (if (<= l_m 1600.0) (- t_0 (/ t_0 (* F F))) t_0))))
\begin{array}{l}
l\_m = \left|\ell\right|
\\
l\_s = \mathsf{copysign}\left(1, \ell\right)

\\
\begin{array}{l}
t_0 := \mathsf{PI}\left(\right) \cdot l\_m\\
l\_s \cdot \begin{array}{l}
\mathbf{if}\;l\_m \leq 1600:\\
\;\;\;\;t\_0 - \frac{t\_0}{F \cdot F}\\

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


\end{array}
\end{array}
\end{array}
Derivation
  1. Split input into 2 regimes
  2. if l < 1600

    1. Initial program 82.0%

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1}{\color{blue}{F \cdot F}} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
      3. pow2N/A

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \color{blue}{\frac{1}{{F}^{2}}} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
      5. lift-tan.f64N/A

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1}{{F}^{2}} \cdot \color{blue}{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
      6. lift-PI.f64N/A

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

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

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

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1 \cdot \tan \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}}{{F}^{2}} \]
      12. lift-PI.f64N/A

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1 \cdot \tan \left(\color{blue}{\mathsf{PI}\left(\right)} \cdot \ell\right)}{{F}^{2}} \]
      13. lift-tan.f64N/A

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1 \cdot \color{blue}{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}}{{F}^{2}} \]
      14. pow2N/A

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1 \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\color{blue}{F \cdot F}} \]
      15. lift-*.f6482.8

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1 \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{\color{blue}{F \cdot F}} \]
    4. Applied rewrites82.8%

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

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

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\mathsf{PI}\left(\right) \cdot \color{blue}{\ell}}{F \cdot F} \]
      4. lift-PI.f6477.6

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\mathsf{PI}\left(\right) \cdot \ell}{F \cdot F} \]
    7. Applied rewrites77.6%

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

    if 1600 < l

    1. Initial program 66.5%

      \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
    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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \color{blue}{\ell} \]
      3. lift-PI.f6493.9

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell \]
    5. Applied rewrites93.9%

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

Alternative 8: 92.9% accurate, 4.4× speedup?

\[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ l\_s \cdot \begin{array}{l} \mathbf{if}\;l\_m \leq 1600:\\ \;\;\;\;\left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{F \cdot F}\right) \cdot l\_m\\ \mathbf{else}:\\ \;\;\;\;\mathsf{PI}\left(\right) \cdot l\_m\\ \end{array} \end{array} \]
l\_m = (fabs.f64 l)
l\_s = (copysign.f64 #s(literal 1 binary64) l)
(FPCore (l_s F l_m)
 :precision binary64
 (* l_s (if (<= l_m 1600.0) (* (- (PI) (/ (PI) (* F F))) l_m) (* (PI) l_m))))
\begin{array}{l}
l\_m = \left|\ell\right|
\\
l\_s = \mathsf{copysign}\left(1, \ell\right)

\\
l\_s \cdot \begin{array}{l}
\mathbf{if}\;l\_m \leq 1600:\\
\;\;\;\;\left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{F \cdot F}\right) \cdot l\_m\\

\mathbf{else}:\\
\;\;\;\;\mathsf{PI}\left(\right) \cdot l\_m\\


\end{array}
\end{array}
Derivation
  1. Split input into 2 regimes
  2. if l < 1600

    1. Initial program 82.0%

      \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
    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

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

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

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

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

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

        \[\leadsto \left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{{F}^{2}}\right) \cdot \ell \]
      7. pow2N/A

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

        \[\leadsto \left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{F \cdot F}\right) \cdot \ell \]
    5. Applied rewrites76.8%

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

    if 1600 < l

    1. Initial program 66.5%

      \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
    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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \color{blue}{\ell} \]
      3. lift-PI.f6493.9

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell \]
    5. Applied rewrites93.9%

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

Alternative 9: 74.2% accurate, 22.5× speedup?

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

\\
l\_s \cdot \left(\mathsf{PI}\left(\right) \cdot l\_m\right)
\end{array}
Derivation
  1. Initial program 78.0%

    \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
  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

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

      \[\leadsto \mathsf{PI}\left(\right) \cdot \color{blue}{\ell} \]
    3. lift-PI.f6473.1

      \[\leadsto \mathsf{PI}\left(\right) \cdot \ell \]
  5. Applied rewrites73.1%

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

Reproduce

?
herbie shell --seed 2025027 
(FPCore (F l)
  :name "VandenBroeck and Keller, Equation (6)"
  :precision binary64
  (- (* (PI) l) (* (/ 1.0 (* F F)) (tan (* (PI) l)))))