VandenBroeck and Keller, Equation (6)

Percentage Accurate: 76.5% → 99.3%
Time: 7.3s
Alternatives: 9
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 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: 76.5% 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, 0.5× speedup?

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

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


\end{array}
\end{array}
\end{array}
Derivation
  1. Split input into 2 regimes
  2. if (*.f64 (PI.f64) l) < 1e15

    1. Initial program 80.8%

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

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1}{\color{blue}{\frac{F}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F}}}} \]
      10. lower-/.f6487.6

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1}{\frac{F}{\frac{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{F}}} \]
      13. lower-*.f6487.6

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1}{\frac{F}{\frac{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{F}}} \]
    4. Applied rewrites87.6%

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

    if 1e15 < (*.f64 (PI.f64) l)

    1. Initial program 60.8%

      \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
    2. Add Preprocessing
    3. 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.f6499.7

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

      \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell} \]
  3. Recombined 2 regimes into one program.
  4. Final simplification90.6%

    \[\leadsto \begin{array}{l} \mathbf{if}\;\mathsf{PI}\left(\right) \cdot \ell \leq 10^{+15}:\\ \;\;\;\;\mathsf{PI}\left(\right) \cdot \ell - {\left(\frac{F}{\frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{F}}\right)}^{-1}\\ \mathbf{else}:\\ \;\;\;\;\mathsf{PI}\left(\right) \cdot \ell\\ \end{array} \]
  5. Add Preprocessing

Alternative 2: 83.7% accurate, 0.5× speedup?

\[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := \mathsf{PI}\left(\right) \cdot l\_m\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;t\_0 - {\left(F \cdot F\right)}^{-1} \cdot \tan t\_0 \leq -5 \cdot 10^{-227}:\\ \;\;\;\;\frac{-\mathsf{PI}\left(\right)}{F \cdot F} \cdot l\_m\\ \mathbf{else}:\\ \;\;\;\;t\_0\\ \end{array} \end{array} \end{array} \]
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 (* (PI) l_m)))
   (*
    l_s
    (if (<= (- t_0 (* (pow (* F F) -1.0) (tan t_0))) -5e-227)
      (* (/ (- (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 := \mathsf{PI}\left(\right) \cdot l\_m\\
l\_s \cdot \begin{array}{l}
\mathbf{if}\;t\_0 - {\left(F \cdot F\right)}^{-1} \cdot \tan t\_0 \leq -5 \cdot 10^{-227}:\\
\;\;\;\;\frac{-\mathsf{PI}\left(\right)}{F \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)))) < -4.99999999999999961e-227

    1. Initial program 73.5%

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

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1}{\color{blue}{\frac{F}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F}}}} \]
      10. lower-/.f6480.2

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1}{\frac{F}{\frac{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{F}}} \]
      13. lower-*.f6480.2

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1}{\frac{F}{\frac{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{F}}} \]
    4. Applied rewrites80.2%

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

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

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

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

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

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

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

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

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

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

        \[\leadsto \left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{\color{blue}{F \cdot F}}\right) \cdot \ell \]
      12. lower-*.f6465.8

        \[\leadsto \left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{\color{blue}{F \cdot F}}\right) \cdot \ell \]
    7. Applied rewrites65.8%

      \[\leadsto \color{blue}{\left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{F \cdot F}\right) \cdot \ell} \]
    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 rewrites23.2%

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

      if -4.99999999999999961e-227 < (-.f64 (*.f64 (PI.f64) l) (*.f64 (/.f64 #s(literal 1 binary64) (*.f64 F F)) (tan.f64 (*.f64 (PI.f64) l))))

      1. Initial program 77.5%

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

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

          \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell} \]
        3. lower-PI.f6475.5

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

        \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell} \]
    10. Recombined 2 regimes into one program.
    11. Final simplification53.1%

      \[\leadsto \begin{array}{l} \mathbf{if}\;\mathsf{PI}\left(\right) \cdot \ell - {\left(F \cdot F\right)}^{-1} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \leq -5 \cdot 10^{-227}:\\ \;\;\;\;\frac{-\mathsf{PI}\left(\right)}{F \cdot F} \cdot \ell\\ \mathbf{else}:\\ \;\;\;\;\mathsf{PI}\left(\right) \cdot \ell\\ \end{array} \]
    12. Add Preprocessing

    Alternative 3: 99.3% accurate, 0.9× speedup?

    \[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := \mathsf{PI}\left(\right) \cdot l\_m\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;t\_0 \leq 10^{+15}:\\ \;\;\;\;t\_0 - \frac{\frac{\tan \left(l\_m \cdot \mathsf{PI}\left(\right)\right)}{F}}{F}\\ \mathbf{else}:\\ \;\;\;\;t\_0\\ \end{array} \end{array} \end{array} \]
    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 (<= t_0 1e+15) (- t_0 (/ (/ (tan (* 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}\;t\_0 \leq 10^{+15}:\\
    \;\;\;\;t\_0 - \frac{\frac{\tan \left(l\_m \cdot \mathsf{PI}\left(\right)\right)}{F}}{F}\\
    
    \mathbf{else}:\\
    \;\;\;\;t\_0\\
    
    
    \end{array}
    \end{array}
    \end{array}
    
    Derivation
    1. Split input into 2 regimes
    2. if (*.f64 (PI.f64) l) < 1e15

      1. Initial program 80.8%

        \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
      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. *-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-/.f6487.6

          \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\color{blue}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F}}}{F} \]
        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-*.f6487.6

          \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\frac{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{F}}{F} \]
      4. Applied rewrites87.6%

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

      if 1e15 < (*.f64 (PI.f64) l)

      1. Initial program 60.8%

        \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
      2. Add Preprocessing
      3. 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.f6499.7

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

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

    Alternative 4: 92.9% accurate, 1.0× speedup?

    \[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := \mathsf{PI}\left(\right) \cdot l\_m\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;t\_0 \leq 50000000000000:\\ \;\;\;\;\left(\mathsf{PI}\left(\right) \cdot \left(1 - {\left(F \cdot F\right)}^{-1}\right)\right) \cdot l\_m\\ \mathbf{else}:\\ \;\;\;\;t\_0\\ \end{array} \end{array} \end{array} \]
    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 (* (PI) l_m)))
       (*
        l_s
        (if (<= t_0 50000000000000.0)
          (* (* (PI) (- 1.0 (pow (* F F) -1.0))) 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 := \mathsf{PI}\left(\right) \cdot l\_m\\
    l\_s \cdot \begin{array}{l}
    \mathbf{if}\;t\_0 \leq 50000000000000:\\
    \;\;\;\;\left(\mathsf{PI}\left(\right) \cdot \left(1 - {\left(F \cdot F\right)}^{-1}\right)\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) < 5e13

      1. Initial program 81.1%

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

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

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

          \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1}{\color{blue}{\frac{F}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F}}}} \]
        10. lower-/.f6487.9

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

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

          \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1}{\frac{F}{\frac{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{F}}} \]
        13. lower-*.f6487.9

          \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1}{\frac{F}{\frac{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{F}}} \]
      4. Applied rewrites87.9%

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

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

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

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

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

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

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

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

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

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

          \[\leadsto \left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{\color{blue}{F \cdot F}}\right) \cdot \ell \]
        12. lower-*.f6476.5

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

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

        \[\leadsto \frac{{F}^{2} \cdot \mathsf{PI}\left(\right) - \mathsf{PI}\left(\right)}{{F}^{2}} \cdot \ell \]
      9. Step-by-step derivation
        1. Applied rewrites76.5%

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

        if 5e13 < (*.f64 (PI.f64) l)

        1. Initial program 60.2%

          \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
        2. Add Preprocessing
        3. Taylor expanded in F around 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.f6498.3

            \[\leadsto \color{blue}{\mathsf{PI}\left(\right)} \cdot \ell \]
        5. Applied rewrites98.3%

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

        \[\leadsto \begin{array}{l} \mathbf{if}\;\mathsf{PI}\left(\right) \cdot \ell \leq 50000000000000:\\ \;\;\;\;\left(\mathsf{PI}\left(\right) \cdot \left(1 - {\left(F \cdot F\right)}^{-1}\right)\right) \cdot \ell\\ \mathbf{else}:\\ \;\;\;\;\mathsf{PI}\left(\right) \cdot \ell\\ \end{array} \]
      12. Add Preprocessing

      Alternative 5: 98.7% accurate, 2.9× speedup?

      \[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := \mathsf{PI}\left(\right) \cdot l\_m\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;t\_0 \leq 50000000000000:\\ \;\;\;\;\mathsf{fma}\left(\mathsf{PI}\left(\right), l\_m, \frac{l\_m}{F} \cdot \frac{-\mathsf{PI}\left(\right)}{F}\right)\\ \mathbf{else}:\\ \;\;\;\;t\_0\\ \end{array} \end{array} \end{array} \]
      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 50000000000000.0)
            (fma (PI) l_m (* (/ l_m F) (/ (- (PI)) 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 \leq 50000000000000:\\
      \;\;\;\;\mathsf{fma}\left(\mathsf{PI}\left(\right), l\_m, \frac{l\_m}{F} \cdot \frac{-\mathsf{PI}\left(\right)}{F}\right)\\
      
      \mathbf{else}:\\
      \;\;\;\;t\_0\\
      
      
      \end{array}
      \end{array}
      \end{array}
      
      Derivation
      1. Split input into 2 regimes
      2. if (*.f64 (PI.f64) l) < 5e13

        1. Initial program 81.1%

          \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
        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.f6481.6

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\color{blue}{\left(-F\right)} \cdot F}\right) \]
        4. Applied rewrites81.6%

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

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

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\color{blue}{\left(-1 \cdot \ell\right) \cdot \mathsf{PI}\left(\right)}}{{F}^{2}}\right) \]
          3. unpow2N/A

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

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

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

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

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

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

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

            \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{-\ell}{F} \cdot \frac{\color{blue}{\mathsf{PI}\left(\right)}}{F}\right) \]
        7. Applied rewrites83.3%

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

        if 5e13 < (*.f64 (PI.f64) l)

        1. Initial program 60.2%

          \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
        2. Add Preprocessing
        3. Taylor expanded in F around 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.f6498.3

            \[\leadsto \color{blue}{\mathsf{PI}\left(\right)} \cdot \ell \]
        5. Applied rewrites98.3%

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

        \[\leadsto \begin{array}{l} \mathbf{if}\;\mathsf{PI}\left(\right) \cdot \ell \leq 50000000000000:\\ \;\;\;\;\mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\ell}{F} \cdot \frac{-\mathsf{PI}\left(\right)}{F}\right)\\ \mathbf{else}:\\ \;\;\;\;\mathsf{PI}\left(\right) \cdot \ell\\ \end{array} \]
      5. Add Preprocessing

      Alternative 6: 98.7% accurate, 2.9× speedup?

      \[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := \mathsf{PI}\left(\right) \cdot l\_m\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;t\_0 \leq 50000000000000:\\ \;\;\;\;t\_0 - \frac{\frac{l\_m \cdot \mathsf{PI}\left(\right)}{F}}{F}\\ \mathbf{else}:\\ \;\;\;\;t\_0\\ \end{array} \end{array} \end{array} \]
      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 (<= t_0 50000000000000.0) (- 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}\;t\_0 \leq 50000000000000:\\
      \;\;\;\;t\_0 - \frac{\frac{l\_m \cdot \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 (*.f64 (PI.f64) l) < 5e13

        1. Initial program 81.1%

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

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

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

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

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

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

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

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

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

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

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

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

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

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

            \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\frac{-1}{F} \cdot \tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{\mathsf{neg}\left(F\right)} \]
          17. lower-neg.f6487.9

            \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\frac{-1}{F} \cdot \tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\color{blue}{-F}} \]
        4. Applied rewrites87.9%

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

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

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

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

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

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

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

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

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

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

          \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \color{blue}{\frac{\ell \cdot \mathsf{PI}\left(\right)}{{F}^{2}}} \]
        9. 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-*.f6476.5

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

          \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \color{blue}{\frac{\mathsf{PI}\left(\right)}{F \cdot F} \cdot \ell} \]
        11. Step-by-step derivation
          1. Applied rewrites83.2%

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

          if 5e13 < (*.f64 (PI.f64) l)

          1. Initial program 60.2%

            \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
          2. Add Preprocessing
          3. Taylor expanded in F around 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.f6498.3

              \[\leadsto \color{blue}{\mathsf{PI}\left(\right)} \cdot \ell \]
          5. Applied rewrites98.3%

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

        Alternative 7: 93.2% accurate, 3.3× speedup?

        \[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := \mathsf{PI}\left(\right) \cdot l\_m\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;t\_0 \leq 50000000000000:\\ \;\;\;\;t\_0 - \mathsf{PI}\left(\right) \cdot \frac{l\_m}{F \cdot F}\\ \mathbf{else}:\\ \;\;\;\;t\_0\\ \end{array} \end{array} \end{array} \]
        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 50000000000000.0) (- t_0 (* (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 \leq 50000000000000:\\
        \;\;\;\;t\_0 - \mathsf{PI}\left(\right) \cdot \frac{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 (PI.f64) l) < 5e13

          1. Initial program 81.1%

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

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

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

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

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

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

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

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

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

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

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

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

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

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

              \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\frac{-1}{F} \cdot \tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{\mathsf{neg}\left(F\right)} \]
            17. lower-neg.f6487.9

              \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\frac{-1}{F} \cdot \tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\color{blue}{-F}} \]
          4. Applied rewrites87.9%

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

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

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

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

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

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

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

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

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

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

            \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \color{blue}{\frac{\ell \cdot \mathsf{PI}\left(\right)}{{F}^{2}}} \]
          9. 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-*.f6476.5

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

            \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \color{blue}{\frac{\mathsf{PI}\left(\right)}{F \cdot F} \cdot \ell} \]
          11. Step-by-step derivation
            1. Applied rewrites77.0%

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

            if 5e13 < (*.f64 (PI.f64) l)

            1. Initial program 60.2%

              \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
            2. Add Preprocessing
            3. Taylor expanded in F around 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.f6498.3

                \[\leadsto \color{blue}{\mathsf{PI}\left(\right)} \cdot \ell \]
            5. Applied rewrites98.3%

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

          Alternative 8: 92.9% accurate, 3.7× speedup?

          \[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := \mathsf{PI}\left(\right) \cdot l\_m\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;t\_0 \leq 50000000000000:\\ \;\;\;\;\left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{F \cdot F}\right) \cdot l\_m\\ \mathbf{else}:\\ \;\;\;\;t\_0\\ \end{array} \end{array} \end{array} \]
          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 (* (PI) l_m)))
             (*
              l_s
              (if (<= t_0 50000000000000.0) (* (- (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 := \mathsf{PI}\left(\right) \cdot l\_m\\
          l\_s \cdot \begin{array}{l}
          \mathbf{if}\;t\_0 \leq 50000000000000:\\
          \;\;\;\;\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) < 5e13

            1. Initial program 81.1%

              \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
            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-*.f6476.5

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

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

            if 5e13 < (*.f64 (PI.f64) l)

            1. Initial program 60.2%

              \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
            2. Add Preprocessing
            3. Taylor expanded in F around 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.f6498.3

                \[\leadsto \color{blue}{\mathsf{PI}\left(\right)} \cdot \ell \]
            5. Applied rewrites98.3%

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

          Alternative 9: 74.0% 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 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. 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.f6473.3

              \[\leadsto \color{blue}{\mathsf{PI}\left(\right)} \cdot \ell \]
          5. Applied rewrites73.3%

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

          Reproduce

          ?
          herbie shell --seed 2024314 
          (FPCore (F l)
            :name "VandenBroeck and Keller, Equation (6)"
            :precision binary64
            (- (* (PI) l) (* (/ 1.0 (* F F)) (tan (* (PI) l)))))