VandenBroeck and Keller, Equation (6)

Percentage Accurate: 76.6% → 99.4%
Time: 7.2s
Alternatives: 7
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 7 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: 76.6% 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: 99.4% accurate, 0.9× speedup?

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

    1. Initial program 84.9%

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \color{blue}{\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
      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-/.f6493.1

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\color{blue}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F}}}{F} \]
      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-*.f6493.1

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\frac{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{F}}{F} \]
    4. Applied rewrites93.1%

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

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

    1. Initial program 57.0%

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

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

        \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell} \]
      3. lower-PI.f6499.6

        \[\leadsto \color{blue}{\mathsf{PI}\left(\right)} \cdot \ell \]
    5. Applied rewrites99.6%

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

Alternative 2: 83.9% accurate, 0.5× speedup?

\[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := \mathsf{PI}\left(\right) \cdot l\_m\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;t\_0 - {\left(F \cdot F\right)}^{-1} \cdot \tan t\_0 \leq -2 \cdot 10^{-231}:\\ \;\;\;\;\frac{-\mathsf{PI}\left(\right)}{F \cdot F} \cdot l\_m\\ \mathbf{else}:\\ \;\;\;\;t\_0\\ \end{array} \end{array} \end{array} \]
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))) -2e-231)
      (* (/ (- (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 -2 \cdot 10^{-231}:\\
\;\;\;\;\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)))) < -2e-231

    1. Initial program 77.1%

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

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

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

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

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

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \color{blue}{\frac{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F}}{F}} \]
      8. lower-/.f6484.9

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\color{blue}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F}}}{F} \]
      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-*.f6484.9

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\frac{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{F}}{F} \]
    4. Applied rewrites84.9%

      \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \color{blue}{\frac{\frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{F}}{F}} \]
    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. 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-*.f6471.0

        \[\leadsto \left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{\color{blue}{F \cdot F}}\right) \cdot \ell \]
    7. Applied rewrites71.0%

      \[\leadsto \color{blue}{\left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{F \cdot F}\right) \cdot \ell} \]
    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 rewrites22.8%

        \[\leadsto \frac{\frac{-\mathsf{PI}\left(\right)}{F}}{F} \cdot \ell \]
      2. Step-by-step derivation
        1. Applied rewrites22.8%

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

        if -2e-231 < (-.f64 (*.f64 (PI.f64) l) (*.f64 (/.f64 #s(literal 1 binary64) (*.f64 F F)) (tan.f64 (*.f64 (PI.f64) l))))

        1. Initial program 78.9%

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

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

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

            \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell} \]
          3. lower-PI.f6474.7

            \[\leadsto \color{blue}{\mathsf{PI}\left(\right)} \cdot \ell \]
        5. Applied rewrites74.7%

          \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell} \]
      3. Recombined 2 regimes into one program.
      4. Final simplification50.6%

        \[\leadsto \begin{array}{l} \mathbf{if}\;\mathsf{PI}\left(\right) \cdot \ell - {\left(F \cdot F\right)}^{-1} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \leq -2 \cdot 10^{-231}:\\ \;\;\;\;\frac{-\mathsf{PI}\left(\right)}{F \cdot F} \cdot \ell\\ \mathbf{else}:\\ \;\;\;\;\mathsf{PI}\left(\right) \cdot \ell\\ \end{array} \]
      5. Add Preprocessing

      Alternative 3: 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 84.9%

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

            \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \color{blue}{\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
          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-/.f6493.1

            \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\color{blue}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F}}}{F} \]
          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-*.f6493.1

            \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\frac{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{F}}{F} \]
        4. Applied rewrites93.1%

          \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \color{blue}{\frac{\frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{F}}{F}} \]
        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. 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-*.f6480.7

            \[\leadsto \left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{\color{blue}{F \cdot F}}\right) \cdot \ell \]
        7. Applied rewrites80.7%

          \[\leadsto \color{blue}{\left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{F \cdot F}\right) \cdot \ell} \]
        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 rewrites80.7%

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

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

          1. Initial program 57.0%

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

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

              \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell} \]
            3. lower-PI.f6499.6

              \[\leadsto \color{blue}{\mathsf{PI}\left(\right)} \cdot \ell \]
          5. Applied rewrites99.6%

            \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell} \]
        10. Recombined 2 regimes into one program.
        11. Final simplification85.3%

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

        Alternative 4: 98.7% accurate, 2.7× speedup?

        \[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := \mathsf{PI}\left(\right) \cdot l\_m\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;t\_0 \leq 50000000000000:\\ \;\;\;\;\mathsf{fma}\left(\mathsf{PI}\left(\right), l\_m, \frac{-1}{F \cdot \frac{F}{l\_m \cdot \mathsf{PI}\left(\right)}}\right)\\ \mathbf{else}:\\ \;\;\;\;t\_0\\ \end{array} \end{array} \end{array} \]
        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 (/ -1.0 (* F (/ F (* l_m (PI))))))
              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{-1}{F \cdot \frac{F}{l\_m \cdot \mathsf{PI}\left(\right)}}\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 84.9%

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

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

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

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

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

              \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1}{\frac{F \cdot F}{\color{blue}{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}}} \]
            7. lower-/.f6485.6

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

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

              \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1}{\frac{F \cdot F}{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}} \]
            10. lower-*.f6485.6

              \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1}{\frac{F \cdot F}{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}} \]
          4. Applied rewrites85.6%

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

            \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1}{\color{blue}{\frac{{F}^{2}}{\ell \cdot \mathsf{PI}\left(\right)}}} \]
          6. Step-by-step derivation
            1. unpow2N/A

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

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

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

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

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

              \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1}{\frac{F}{\color{blue}{\mathsf{PI}\left(\right)}} \cdot \frac{F}{\ell}} \]
            7. lower-/.f6488.8

              \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{1}{\frac{F}{\mathsf{PI}\left(\right)} \cdot \color{blue}{\frac{F}{\ell}}} \]
          7. Applied rewrites88.8%

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

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

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

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

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

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

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

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{\color{blue}{-1}}{\frac{F}{\mathsf{PI}\left(\right)} \cdot \frac{F}{\ell}}\right) \]
            8. lower-/.f6488.8

              \[\leadsto \mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \color{blue}{\frac{-1}{\frac{F}{\mathsf{PI}\left(\right)} \cdot \frac{F}{\ell}}}\right) \]
          9. Applied rewrites88.8%

            \[\leadsto \color{blue}{\mathsf{fma}\left(\mathsf{PI}\left(\right), \ell, \frac{-1}{\frac{F}{\ell} \cdot \frac{F}{\mathsf{PI}\left(\right)}}\right)} \]
          10. Step-by-step derivation
            1. Applied rewrites88.8%

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

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

            1. Initial program 57.0%

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

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

                \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell} \]
              3. lower-PI.f6499.6

                \[\leadsto \color{blue}{\mathsf{PI}\left(\right)} \cdot \ell \]
            5. Applied rewrites99.6%

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

          Alternative 5: 98.7% accurate, 2.7× speedup?

          \[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := \mathsf{PI}\left(\right) \cdot l\_m\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;t\_0 \leq 50000000000000:\\ \;\;\;\;\mathsf{fma}\left(\frac{\mathsf{PI}\left(\right)}{F} \cdot l\_m, \frac{-1}{F}, t\_0\right)\\ \mathbf{else}:\\ \;\;\;\;t\_0\\ \end{array} \end{array} \end{array} \]
          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) F) l_m) (/ -1.0 F) 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}\;t\_0 \leq 50000000000000:\\
          \;\;\;\;\mathsf{fma}\left(\frac{\mathsf{PI}\left(\right)}{F} \cdot l\_m, \frac{-1}{F}, t\_0\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 84.9%

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

                \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \color{blue}{\frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)} \]
              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-/.f6493.1

                \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\color{blue}{\frac{\tan \left(\mathsf{PI}\left(\right) \cdot \ell\right)}{F}}}{F} \]
              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-*.f6493.1

                \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\frac{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{F}}{F} \]
            4. Applied rewrites93.1%

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

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

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

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

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

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

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

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

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

                \[\leadsto \frac{\tan \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{F} \cdot \color{blue}{\frac{-1}{F}} + \mathsf{PI}\left(\right) \cdot \ell \]
              10. lower-fma.f6493.0

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

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

                \[\leadsto \mathsf{fma}\left(\frac{\tan \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}}{F}, \frac{-1}{F}, \mathsf{PI}\left(\right) \cdot \ell\right) \]
              13. lift-*.f6493.0

                \[\leadsto \mathsf{fma}\left(\frac{\tan \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \ell\right)}}{F}, \frac{-1}{F}, \mathsf{PI}\left(\right) \cdot \ell\right) \]
            6. Applied rewrites93.0%

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

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

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

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

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

                \[\leadsto \mathsf{fma}\left(\color{blue}{\frac{\mathsf{PI}\left(\right)}{F}} \cdot \ell, \frac{-1}{F}, \mathsf{PI}\left(\right) \cdot \ell\right) \]
              5. lower-PI.f6488.7

                \[\leadsto \mathsf{fma}\left(\frac{\color{blue}{\mathsf{PI}\left(\right)}}{F} \cdot \ell, \frac{-1}{F}, \mathsf{PI}\left(\right) \cdot \ell\right) \]
            9. Applied rewrites88.7%

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

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

            1. Initial program 57.0%

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

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

                \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell} \]
              3. lower-PI.f6499.6

                \[\leadsto \color{blue}{\mathsf{PI}\left(\right)} \cdot \ell \]
            5. Applied rewrites99.6%

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

          Alternative 6: 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 84.9%

              \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
            2. Add Preprocessing
            3. Taylor expanded in 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-*.f6480.7

                \[\leadsto \left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{\color{blue}{F \cdot F}}\right) \cdot \ell \]
            5. Applied rewrites80.7%

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

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

            1. Initial program 57.0%

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

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

                \[\leadsto \color{blue}{\mathsf{PI}\left(\right) \cdot \ell} \]
              3. lower-PI.f6499.6

                \[\leadsto \color{blue}{\mathsf{PI}\left(\right)} \cdot \ell \]
            5. Applied rewrites99.6%

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

          Alternative 7: 73.9% 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 78.1%

            \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
          2. Add Preprocessing
          3. Taylor expanded in 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.f6472.6

              \[\leadsto \color{blue}{\mathsf{PI}\left(\right)} \cdot \ell \]
          5. Applied rewrites72.6%

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

          Reproduce

          ?
          herbie shell --seed 2024307 
          (FPCore (F l)
            :name "VandenBroeck and Keller, Equation (6)"
            :precision binary64
            (- (* (PI) l) (* (/ 1.0 (* F F)) (tan (* (PI) l)))))