VandenBroeck and Keller, Equation (6)

Percentage Accurate: 76.4% → 99.4%
Time: 7.8s
Alternatives: 5
Speedup: 4.4×

Specification

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

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

Sampling outcomes in binary64 precision:

Local Percentage Accuracy vs ?

The average percentage accuracy by input value. Horizontal axis shows value of an input variable; the variable is choosen in the title. Vertical axis is accuracy; higher is better. Red represent the original program, while blue represents Herbie's suggestion. These can be toggled with buttons below the plot. The line is an average while dots represent individual samples.

Accuracy vs Speed?

Herbie found 5 alternatives:

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

Initial Program: 76.4% accurate, 1.0× speedup?

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

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

Alternative 1: 99.4% accurate, 0.5× speedup?

\[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := \mathsf{PI}\left(\right) \cdot l\_m\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;l\_m \leq 3.8 \cdot 10^{+14}:\\ \;\;\;\;t\_0 + \frac{\frac{\frac{\sin \left(l\_m \cdot \mathsf{PI}\left(\right)\right)}{\cos \left(\mathsf{fma}\left(l\_m, \mathsf{PI}\left(\right), \mathsf{PI}\left(\right)\right)\right)}}{F}}{F}\\ \mathbf{else}:\\ \;\;\;\;t\_0\\ \end{array} \end{array} \end{array} \]
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 (<= l_m 3.8e+14)
      (+ t_0 (/ (/ (/ (sin (* l_m (PI))) (cos (fma l_m (PI) (PI)))) F) F))
      t_0))))
\begin{array}{l}
l\_m = \left|\ell\right|
\\
l\_s = \mathsf{copysign}\left(1, \ell\right)

\\
\begin{array}{l}
t_0 := \mathsf{PI}\left(\right) \cdot l\_m\\
l\_s \cdot \begin{array}{l}
\mathbf{if}\;l\_m \leq 3.8 \cdot 10^{+14}:\\
\;\;\;\;t\_0 + \frac{\frac{\frac{\sin \left(l\_m \cdot \mathsf{PI}\left(\right)\right)}{\cos \left(\mathsf{fma}\left(l\_m, \mathsf{PI}\left(\right), \mathsf{PI}\left(\right)\right)\right)}}{F}}{F}\\

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


\end{array}
\end{array}
\end{array}
Derivation
  1. Split input into 2 regimes
  2. if l < 3.8e14

    1. Initial program 80.9%

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

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

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

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

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

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

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\frac{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{F}}{F} \]
      12. 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%

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\frac{\frac{\sin \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{-\cos \left(\ell \cdot \mathsf{PI}\left(\right) + \color{blue}{\mathsf{PI}\left(\right)}\right)}}{F}}{F} \]
      24. lower-fma.f6487.4

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

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

    if 3.8e14 < l

    1. Initial program 63.6%

      \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
    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. Final simplification90.3%

    \[\leadsto \begin{array}{l} \mathbf{if}\;\ell \leq 3.8 \cdot 10^{+14}:\\ \;\;\;\;\mathsf{PI}\left(\right) \cdot \ell + \frac{\frac{\frac{\sin \left(\ell \cdot \mathsf{PI}\left(\right)\right)}{\cos \left(\mathsf{fma}\left(\ell, \mathsf{PI}\left(\right), \mathsf{PI}\left(\right)\right)\right)}}{F}}{F}\\ \mathbf{else}:\\ \;\;\;\;\mathsf{PI}\left(\right) \cdot \ell\\ \end{array} \]
  5. Add Preprocessing

Alternative 2: 99.3% accurate, 1.0× speedup?

\[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := \mathsf{PI}\left(\right) \cdot l\_m\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;l\_m \leq 3.6 \cdot 10^{+15}:\\ \;\;\;\;t\_0 - \frac{\frac{\tan \left(l\_m \cdot \mathsf{PI}\left(\right)\right)}{F}}{F}\\ \mathbf{else}:\\ \;\;\;\;t\_0\\ \end{array} \end{array} \end{array} \]
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 (<= l_m 3.6e+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}\;l\_m \leq 3.6 \cdot 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 l < 3.6e15

    1. Initial program 80.9%

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

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

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

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

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

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

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\frac{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{F}}{F} \]
      12. 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 3.6e15 < l

    1. Initial program 63.6%

      \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
    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 3: 98.5% accurate, 3.2× speedup?

\[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ \begin{array}{l} t_0 := \mathsf{PI}\left(\right) \cdot l\_m\\ l\_s \cdot \begin{array}{l} \mathbf{if}\;l\_m \leq 3.8 \cdot 10^{+14}:\\ \;\;\;\;t\_0 - \frac{\mathsf{PI}\left(\right) \cdot \frac{l\_m}{F}}{F}\\ \mathbf{else}:\\ \;\;\;\;t\_0\\ \end{array} \end{array} \end{array} \]
l\_m = (fabs.f64 l)
l\_s = (copysign.f64 #s(literal 1 binary64) l)
(FPCore (l_s F l_m)
 :precision binary64
 (let* ((t_0 (* (PI) l_m)))
   (* l_s (if (<= l_m 3.8e+14) (- 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}\;l\_m \leq 3.8 \cdot 10^{+14}:\\
\;\;\;\;t\_0 - \frac{\mathsf{PI}\left(\right) \cdot \frac{l\_m}{F}}{F}\\

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


\end{array}
\end{array}
\end{array}
Derivation
  1. Split input into 2 regimes
  2. if l < 3.8e14

    1. Initial program 80.9%

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

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

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

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

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

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

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\frac{\tan \color{blue}{\left(\ell \cdot \mathsf{PI}\left(\right)\right)}}{F}}{F} \]
      12. 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%

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

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

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

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

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

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\color{blue}{\frac{\mathsf{PI}\left(\right)}{F}} \cdot \ell}{F} \]
      5. lower-PI.f6482.9

        \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\frac{\color{blue}{\mathsf{PI}\left(\right)}}{F} \cdot \ell}{F} \]
    7. Applied rewrites82.9%

      \[\leadsto \mathsf{PI}\left(\right) \cdot \ell - \frac{\color{blue}{\frac{\mathsf{PI}\left(\right)}{F} \cdot \ell}}{F} \]
    8. Step-by-step derivation
      1. Applied rewrites82.9%

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

      if 3.8e14 < l

      1. Initial program 63.6%

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

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

    Alternative 4: 92.2% accurate, 4.4× speedup?

    \[\begin{array}{l} l\_m = \left|\ell\right| \\ l\_s = \mathsf{copysign}\left(1, \ell\right) \\ l\_s \cdot \begin{array}{l} \mathbf{if}\;l\_m \leq 3.8 \cdot 10^{+14}:\\ \;\;\;\;\left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{F \cdot F}\right) \cdot l\_m\\ \mathbf{else}:\\ \;\;\;\;\mathsf{PI}\left(\right) \cdot l\_m\\ \end{array} \end{array} \]
    l\_m = (fabs.f64 l)
    l\_s = (copysign.f64 #s(literal 1 binary64) l)
    (FPCore (l_s F l_m)
     :precision binary64
     (* l_s (if (<= l_m 3.8e+14) (* (- (PI) (/ (PI) (* F F))) l_m) (* (PI) l_m))))
    \begin{array}{l}
    l\_m = \left|\ell\right|
    \\
    l\_s = \mathsf{copysign}\left(1, \ell\right)
    
    \\
    l\_s \cdot \begin{array}{l}
    \mathbf{if}\;l\_m \leq 3.8 \cdot 10^{+14}:\\
    \;\;\;\;\left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{F \cdot F}\right) \cdot l\_m\\
    
    \mathbf{else}:\\
    \;\;\;\;\mathsf{PI}\left(\right) \cdot l\_m\\
    
    
    \end{array}
    \end{array}
    
    Derivation
    1. Split input into 2 regimes
    2. if l < 3.8e14

      1. Initial program 80.9%

        \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
      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-*.f6476.3

          \[\leadsto \left(\mathsf{PI}\left(\right) - \frac{\mathsf{PI}\left(\right)}{\color{blue}{F \cdot F}}\right) \cdot \ell \]
      5. Applied rewrites76.3%

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

      if 3.8e14 < l

      1. Initial program 63.6%

        \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
      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 5: 73.0% 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 76.8%

      \[\mathsf{PI}\left(\right) \cdot \ell - \frac{1}{F \cdot F} \cdot \tan \left(\mathsf{PI}\left(\right) \cdot \ell\right) \]
    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.f6475.6

        \[\leadsto \color{blue}{\mathsf{PI}\left(\right)} \cdot \ell \]
    5. Applied rewrites75.6%

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

    Reproduce

    ?
    herbie shell --seed 2024359 
    (FPCore (F l)
      :name "VandenBroeck and Keller, Equation (6)"
      :precision binary64
      (- (* (PI) l) (* (/ 1.0 (* F F)) (tan (* (PI) l)))))