VandenBroeck and Keller, Equation (20)

Percentage Accurate: 6.8% → 97.1%
Time: 14.9s
Alternatives: 7
Speedup: 4.8×

Specification

?
\[\begin{array}{l} \\ \begin{array}{l} t_0 := \frac{\mathsf{PI}\left(\right)}{4}\\ t_1 := t\_0 \cdot f\\ t_2 := e^{t\_1}\\ t_3 := e^{-t\_1}\\ -\frac{1}{t\_0} \cdot \log \left(\frac{t\_2 + t\_3}{t\_2 - t\_3}\right) \end{array} \end{array} \]
(FPCore (f)
 :precision binary64
 (let* ((t_0 (/ (PI) 4.0)) (t_1 (* t_0 f)) (t_2 (exp t_1)) (t_3 (exp (- t_1))))
   (- (* (/ 1.0 t_0) (log (/ (+ t_2 t_3) (- t_2 t_3)))))))
\begin{array}{l}

\\
\begin{array}{l}
t_0 := \frac{\mathsf{PI}\left(\right)}{4}\\
t_1 := t\_0 \cdot f\\
t_2 := e^{t\_1}\\
t_3 := e^{-t\_1}\\
-\frac{1}{t\_0} \cdot \log \left(\frac{t\_2 + t\_3}{t\_2 - t\_3}\right)
\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: 6.8% accurate, 1.0× speedup?

\[\begin{array}{l} \\ \begin{array}{l} t_0 := \frac{\mathsf{PI}\left(\right)}{4}\\ t_1 := t\_0 \cdot f\\ t_2 := e^{t\_1}\\ t_3 := e^{-t\_1}\\ -\frac{1}{t\_0} \cdot \log \left(\frac{t\_2 + t\_3}{t\_2 - t\_3}\right) \end{array} \end{array} \]
(FPCore (f)
 :precision binary64
 (let* ((t_0 (/ (PI) 4.0)) (t_1 (* t_0 f)) (t_2 (exp t_1)) (t_3 (exp (- t_1))))
   (- (* (/ 1.0 t_0) (log (/ (+ t_2 t_3) (- t_2 t_3)))))))
\begin{array}{l}

\\
\begin{array}{l}
t_0 := \frac{\mathsf{PI}\left(\right)}{4}\\
t_1 := t\_0 \cdot f\\
t_2 := e^{t\_1}\\
t_3 := e^{-t\_1}\\
-\frac{1}{t\_0} \cdot \log \left(\frac{t\_2 + t\_3}{t\_2 - t\_3}\right)
\end{array}
\end{array}

Alternative 1: 97.1% accurate, 1.7× speedup?

\[\begin{array}{l} \\ \frac{\log \left(\frac{\sinh \left(\frac{\mathsf{PI}\left(\right)}{-4} \cdot f\right)}{-2} \cdot \frac{2}{\cosh \left(-0.25 \cdot \left(f \cdot \mathsf{PI}\left(\right)\right)\right)}\right) \cdot 4}{\mathsf{PI}\left(\right)} \end{array} \]
(FPCore (f)
 :precision binary64
 (/
  (*
   (log
    (*
     (/ (sinh (* (/ (PI) -4.0) f)) -2.0)
     (/ 2.0 (cosh (* -0.25 (* f (PI)))))))
   4.0)
  (PI)))
\begin{array}{l}

\\
\frac{\log \left(\frac{\sinh \left(\frac{\mathsf{PI}\left(\right)}{-4} \cdot f\right)}{-2} \cdot \frac{2}{\cosh \left(-0.25 \cdot \left(f \cdot \mathsf{PI}\left(\right)\right)\right)}\right) \cdot 4}{\mathsf{PI}\left(\right)}
\end{array}
Derivation
  1. Initial program 7.3%

    \[-\frac{1}{\frac{\mathsf{PI}\left(\right)}{4}} \cdot \log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right) \]
  2. Add Preprocessing
  3. Step-by-step derivation
    1. lift-neg.f64N/A

      \[\leadsto \color{blue}{\mathsf{neg}\left(\frac{1}{\frac{\mathsf{PI}\left(\right)}{4}} \cdot \log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right)\right)} \]
    2. lift-*.f64N/A

      \[\leadsto \mathsf{neg}\left(\color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right)}{4}} \cdot \log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right)}\right) \]
    3. *-commutativeN/A

      \[\leadsto \mathsf{neg}\left(\color{blue}{\log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right) \cdot \frac{1}{\frac{\mathsf{PI}\left(\right)}{4}}}\right) \]
    4. lift-/.f64N/A

      \[\leadsto \mathsf{neg}\left(\log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right) \cdot \color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right)}{4}}}\right) \]
    5. lift-/.f64N/A

      \[\leadsto \mathsf{neg}\left(\log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right) \cdot \frac{1}{\color{blue}{\frac{\mathsf{PI}\left(\right)}{4}}}\right) \]
    6. associate-/r/N/A

      \[\leadsto \mathsf{neg}\left(\log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right) \cdot \color{blue}{\left(\frac{1}{\mathsf{PI}\left(\right)} \cdot 4\right)}\right) \]
  4. Applied rewrites98.8%

    \[\leadsto \color{blue}{\frac{\log \left(\frac{\cosh \left(\frac{\mathsf{PI}\left(\right)}{-4} \cdot f\right)}{\sinh \left(f \cdot \frac{\mathsf{PI}\left(\right)}{4}\right)}\right)}{\mathsf{PI}\left(\right)} \cdot -4} \]
  5. Applied rewrites98.8%

    \[\leadsto \color{blue}{\frac{\log \left(\frac{\sinh \left(\frac{\mathsf{PI}\left(\right)}{4} \cdot f\right)}{\cosh \left(f \cdot \frac{\mathsf{PI}\left(\right)}{-4}\right)}\right) \cdot 4}{\mathsf{PI}\left(\right)}} \]
  6. Taylor expanded in f around 0

    \[\leadsto \frac{\log \left(\frac{\sinh \left(\frac{\mathsf{PI}\left(\right)}{4} \cdot f\right)}{\cosh \color{blue}{\left(\frac{-1}{4} \cdot \left(f \cdot \mathsf{PI}\left(\right)\right)\right)}}\right) \cdot 4}{\mathsf{PI}\left(\right)} \]
  7. Step-by-step derivation
    1. *-commutativeN/A

      \[\leadsto \frac{\log \left(\frac{\sinh \left(\frac{\mathsf{PI}\left(\right)}{4} \cdot f\right)}{\cosh \color{blue}{\left(\left(f \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{-1}{4}\right)}}\right) \cdot 4}{\mathsf{PI}\left(\right)} \]
    2. lower-*.f64N/A

      \[\leadsto \frac{\log \left(\frac{\sinh \left(\frac{\mathsf{PI}\left(\right)}{4} \cdot f\right)}{\cosh \color{blue}{\left(\left(f \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{-1}{4}\right)}}\right) \cdot 4}{\mathsf{PI}\left(\right)} \]
    3. *-commutativeN/A

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

      \[\leadsto \frac{\log \left(\frac{\sinh \left(\frac{\mathsf{PI}\left(\right)}{4} \cdot f\right)}{\cosh \left(\color{blue}{\left(\mathsf{PI}\left(\right) \cdot f\right)} \cdot \frac{-1}{4}\right)}\right) \cdot 4}{\mathsf{PI}\left(\right)} \]
    5. lower-PI.f6498.8

      \[\leadsto \frac{\log \left(\frac{\sinh \left(\frac{\mathsf{PI}\left(\right)}{4} \cdot f\right)}{\cosh \left(\left(\color{blue}{\mathsf{PI}\left(\right)} \cdot f\right) \cdot -0.25\right)}\right) \cdot 4}{\mathsf{PI}\left(\right)} \]
  8. Applied rewrites98.8%

    \[\leadsto \frac{\log \left(\frac{\sinh \left(\frac{\mathsf{PI}\left(\right)}{4} \cdot f\right)}{\cosh \color{blue}{\left(\left(\mathsf{PI}\left(\right) \cdot f\right) \cdot -0.25\right)}}\right) \cdot 4}{\mathsf{PI}\left(\right)} \]
  9. Applied rewrites98.8%

    \[\leadsto \frac{\log \color{blue}{\left(\frac{\sinh \left(\frac{\mathsf{PI}\left(\right)}{-4} \cdot f\right)}{-2} \cdot \frac{2}{\cosh \left(-0.25 \cdot \left(f \cdot \mathsf{PI}\left(\right)\right)\right)}\right)} \cdot 4}{\mathsf{PI}\left(\right)} \]
  10. Add Preprocessing

Alternative 2: 97.1% accurate, 1.7× speedup?

\[\begin{array}{l} \\ \frac{\log \left(\frac{\sinh \left(\frac{\mathsf{PI}\left(\right)}{4} \cdot f\right)}{\cosh \left(\left(\mathsf{PI}\left(\right) \cdot f\right) \cdot -0.25\right)}\right) \cdot 4}{\mathsf{PI}\left(\right)} \end{array} \]
(FPCore (f)
 :precision binary64
 (/
  (* (log (/ (sinh (* (/ (PI) 4.0) f)) (cosh (* (* (PI) f) -0.25)))) 4.0)
  (PI)))
\begin{array}{l}

\\
\frac{\log \left(\frac{\sinh \left(\frac{\mathsf{PI}\left(\right)}{4} \cdot f\right)}{\cosh \left(\left(\mathsf{PI}\left(\right) \cdot f\right) \cdot -0.25\right)}\right) \cdot 4}{\mathsf{PI}\left(\right)}
\end{array}
Derivation
  1. Initial program 7.3%

    \[-\frac{1}{\frac{\mathsf{PI}\left(\right)}{4}} \cdot \log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right) \]
  2. Add Preprocessing
  3. Step-by-step derivation
    1. lift-neg.f64N/A

      \[\leadsto \color{blue}{\mathsf{neg}\left(\frac{1}{\frac{\mathsf{PI}\left(\right)}{4}} \cdot \log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right)\right)} \]
    2. lift-*.f64N/A

      \[\leadsto \mathsf{neg}\left(\color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right)}{4}} \cdot \log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right)}\right) \]
    3. *-commutativeN/A

      \[\leadsto \mathsf{neg}\left(\color{blue}{\log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right) \cdot \frac{1}{\frac{\mathsf{PI}\left(\right)}{4}}}\right) \]
    4. lift-/.f64N/A

      \[\leadsto \mathsf{neg}\left(\log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right) \cdot \color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right)}{4}}}\right) \]
    5. lift-/.f64N/A

      \[\leadsto \mathsf{neg}\left(\log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right) \cdot \frac{1}{\color{blue}{\frac{\mathsf{PI}\left(\right)}{4}}}\right) \]
    6. associate-/r/N/A

      \[\leadsto \mathsf{neg}\left(\log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right) \cdot \color{blue}{\left(\frac{1}{\mathsf{PI}\left(\right)} \cdot 4\right)}\right) \]
  4. Applied rewrites98.8%

    \[\leadsto \color{blue}{\frac{\log \left(\frac{\cosh \left(\frac{\mathsf{PI}\left(\right)}{-4} \cdot f\right)}{\sinh \left(f \cdot \frac{\mathsf{PI}\left(\right)}{4}\right)}\right)}{\mathsf{PI}\left(\right)} \cdot -4} \]
  5. Applied rewrites98.8%

    \[\leadsto \color{blue}{\frac{\log \left(\frac{\sinh \left(\frac{\mathsf{PI}\left(\right)}{4} \cdot f\right)}{\cosh \left(f \cdot \frac{\mathsf{PI}\left(\right)}{-4}\right)}\right) \cdot 4}{\mathsf{PI}\left(\right)}} \]
  6. Taylor expanded in f around 0

    \[\leadsto \frac{\log \left(\frac{\sinh \left(\frac{\mathsf{PI}\left(\right)}{4} \cdot f\right)}{\cosh \color{blue}{\left(\frac{-1}{4} \cdot \left(f \cdot \mathsf{PI}\left(\right)\right)\right)}}\right) \cdot 4}{\mathsf{PI}\left(\right)} \]
  7. Step-by-step derivation
    1. *-commutativeN/A

      \[\leadsto \frac{\log \left(\frac{\sinh \left(\frac{\mathsf{PI}\left(\right)}{4} \cdot f\right)}{\cosh \color{blue}{\left(\left(f \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{-1}{4}\right)}}\right) \cdot 4}{\mathsf{PI}\left(\right)} \]
    2. lower-*.f64N/A

      \[\leadsto \frac{\log \left(\frac{\sinh \left(\frac{\mathsf{PI}\left(\right)}{4} \cdot f\right)}{\cosh \color{blue}{\left(\left(f \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{-1}{4}\right)}}\right) \cdot 4}{\mathsf{PI}\left(\right)} \]
    3. *-commutativeN/A

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

      \[\leadsto \frac{\log \left(\frac{\sinh \left(\frac{\mathsf{PI}\left(\right)}{4} \cdot f\right)}{\cosh \left(\color{blue}{\left(\mathsf{PI}\left(\right) \cdot f\right)} \cdot \frac{-1}{4}\right)}\right) \cdot 4}{\mathsf{PI}\left(\right)} \]
    5. lower-PI.f6498.8

      \[\leadsto \frac{\log \left(\frac{\sinh \left(\frac{\mathsf{PI}\left(\right)}{4} \cdot f\right)}{\cosh \left(\left(\color{blue}{\mathsf{PI}\left(\right)} \cdot f\right) \cdot -0.25\right)}\right) \cdot 4}{\mathsf{PI}\left(\right)} \]
  8. Applied rewrites98.8%

    \[\leadsto \frac{\log \left(\frac{\sinh \left(\frac{\mathsf{PI}\left(\right)}{4} \cdot f\right)}{\cosh \color{blue}{\left(\left(\mathsf{PI}\left(\right) \cdot f\right) \cdot -0.25\right)}}\right) \cdot 4}{\mathsf{PI}\left(\right)} \]
  9. Add Preprocessing

Alternative 3: 97.1% accurate, 1.7× speedup?

\[\begin{array}{l} \\ \frac{\log \left(\frac{\cosh \left(\frac{\mathsf{PI}\left(\right)}{-4} \cdot f\right)}{\sinh \left(\left(\mathsf{PI}\left(\right) \cdot f\right) \cdot 0.25\right)}\right)}{\mathsf{PI}\left(\right)} \cdot -4 \end{array} \]
(FPCore (f)
 :precision binary64
 (*
  (/ (log (/ (cosh (* (/ (PI) -4.0) f)) (sinh (* (* (PI) f) 0.25)))) (PI))
  -4.0))
\begin{array}{l}

\\
\frac{\log \left(\frac{\cosh \left(\frac{\mathsf{PI}\left(\right)}{-4} \cdot f\right)}{\sinh \left(\left(\mathsf{PI}\left(\right) \cdot f\right) \cdot 0.25\right)}\right)}{\mathsf{PI}\left(\right)} \cdot -4
\end{array}
Derivation
  1. Initial program 7.3%

    \[-\frac{1}{\frac{\mathsf{PI}\left(\right)}{4}} \cdot \log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right) \]
  2. Add Preprocessing
  3. Step-by-step derivation
    1. lift-neg.f64N/A

      \[\leadsto \color{blue}{\mathsf{neg}\left(\frac{1}{\frac{\mathsf{PI}\left(\right)}{4}} \cdot \log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right)\right)} \]
    2. lift-*.f64N/A

      \[\leadsto \mathsf{neg}\left(\color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right)}{4}} \cdot \log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right)}\right) \]
    3. *-commutativeN/A

      \[\leadsto \mathsf{neg}\left(\color{blue}{\log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right) \cdot \frac{1}{\frac{\mathsf{PI}\left(\right)}{4}}}\right) \]
    4. lift-/.f64N/A

      \[\leadsto \mathsf{neg}\left(\log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right) \cdot \color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right)}{4}}}\right) \]
    5. lift-/.f64N/A

      \[\leadsto \mathsf{neg}\left(\log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right) \cdot \frac{1}{\color{blue}{\frac{\mathsf{PI}\left(\right)}{4}}}\right) \]
    6. associate-/r/N/A

      \[\leadsto \mathsf{neg}\left(\log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right) \cdot \color{blue}{\left(\frac{1}{\mathsf{PI}\left(\right)} \cdot 4\right)}\right) \]
  4. Applied rewrites98.8%

    \[\leadsto \color{blue}{\frac{\log \left(\frac{\cosh \left(\frac{\mathsf{PI}\left(\right)}{-4} \cdot f\right)}{\sinh \left(f \cdot \frac{\mathsf{PI}\left(\right)}{4}\right)}\right)}{\mathsf{PI}\left(\right)} \cdot -4} \]
  5. Taylor expanded in f around 0

    \[\leadsto \frac{\log \left(\frac{\cosh \left(\frac{\mathsf{PI}\left(\right)}{-4} \cdot f\right)}{\sinh \color{blue}{\left(\frac{1}{4} \cdot \left(f \cdot \mathsf{PI}\left(\right)\right)\right)}}\right)}{\mathsf{PI}\left(\right)} \cdot -4 \]
  6. Step-by-step derivation
    1. *-commutativeN/A

      \[\leadsto \frac{\log \left(\frac{\cosh \left(\frac{\mathsf{PI}\left(\right)}{-4} \cdot f\right)}{\sinh \color{blue}{\left(\left(f \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{1}{4}\right)}}\right)}{\mathsf{PI}\left(\right)} \cdot -4 \]
    2. lower-*.f64N/A

      \[\leadsto \frac{\log \left(\frac{\cosh \left(\frac{\mathsf{PI}\left(\right)}{-4} \cdot f\right)}{\sinh \color{blue}{\left(\left(f \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{1}{4}\right)}}\right)}{\mathsf{PI}\left(\right)} \cdot -4 \]
    3. *-commutativeN/A

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

      \[\leadsto \frac{\log \left(\frac{\cosh \left(\frac{\mathsf{PI}\left(\right)}{-4} \cdot f\right)}{\sinh \left(\color{blue}{\left(\mathsf{PI}\left(\right) \cdot f\right)} \cdot \frac{1}{4}\right)}\right)}{\mathsf{PI}\left(\right)} \cdot -4 \]
    5. lower-PI.f6498.8

      \[\leadsto \frac{\log \left(\frac{\cosh \left(\frac{\mathsf{PI}\left(\right)}{-4} \cdot f\right)}{\sinh \left(\left(\color{blue}{\mathsf{PI}\left(\right)} \cdot f\right) \cdot 0.25\right)}\right)}{\mathsf{PI}\left(\right)} \cdot -4 \]
  7. Applied rewrites98.8%

    \[\leadsto \frac{\log \left(\frac{\cosh \left(\frac{\mathsf{PI}\left(\right)}{-4} \cdot f\right)}{\sinh \color{blue}{\left(\left(\mathsf{PI}\left(\right) \cdot f\right) \cdot 0.25\right)}}\right)}{\mathsf{PI}\left(\right)} \cdot -4 \]
  8. Add Preprocessing

Alternative 4: 96.4% accurate, 3.1× speedup?

\[\begin{array}{l} \\ \begin{array}{l} t_0 := \mathsf{PI}\left(\right) \cdot 2\\ \frac{-1}{\frac{\mathsf{PI}\left(\right)}{4}} \cdot \log \left(\mathsf{fma}\left(\mathsf{fma}\left(\left(t\_0 \cdot 2\right) \cdot 0.005208333333333333, -2, t\_0 \cdot 0.0625\right) \cdot f, 1, \frac{\frac{2}{0.5 \cdot \mathsf{PI}\left(\right)}}{f}\right)\right) \end{array} \end{array} \]
(FPCore (f)
 :precision binary64
 (let* ((t_0 (* (PI) 2.0)))
   (*
    (/ -1.0 (/ (PI) 4.0))
    (log
     (fma
      (* (fma (* (* t_0 2.0) 0.005208333333333333) -2.0 (* t_0 0.0625)) f)
      1.0
      (/ (/ 2.0 (* 0.5 (PI))) f))))))
\begin{array}{l}

\\
\begin{array}{l}
t_0 := \mathsf{PI}\left(\right) \cdot 2\\
\frac{-1}{\frac{\mathsf{PI}\left(\right)}{4}} \cdot \log \left(\mathsf{fma}\left(\mathsf{fma}\left(\left(t\_0 \cdot 2\right) \cdot 0.005208333333333333, -2, t\_0 \cdot 0.0625\right) \cdot f, 1, \frac{\frac{2}{0.5 \cdot \mathsf{PI}\left(\right)}}{f}\right)\right)
\end{array}
\end{array}
Derivation
  1. Initial program 7.3%

    \[-\frac{1}{\frac{\mathsf{PI}\left(\right)}{4}} \cdot \log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right) \]
  2. Add Preprocessing
  3. Taylor expanded in f around 0

    \[\leadsto -\frac{1}{\frac{\mathsf{PI}\left(\right)}{4}} \cdot \log \color{blue}{\left(\frac{f \cdot \left(\frac{-1}{4} \cdot \frac{\mathsf{PI}\left(\right)}{\frac{1}{4} \cdot \mathsf{PI}\left(\right) - \frac{-1}{4} \cdot \mathsf{PI}\left(\right)} + \left(\frac{1}{4} \cdot \frac{\mathsf{PI}\left(\right)}{\frac{1}{4} \cdot \mathsf{PI}\left(\right) - \frac{-1}{4} \cdot \mathsf{PI}\left(\right)} + f \cdot \left(\frac{1}{16} \cdot \frac{{\mathsf{PI}\left(\right)}^{2}}{\frac{1}{4} \cdot \mathsf{PI}\left(\right) - \frac{-1}{4} \cdot \mathsf{PI}\left(\right)} - 2 \cdot \frac{\frac{1}{384} \cdot {\mathsf{PI}\left(\right)}^{3} - \frac{-1}{384} \cdot {\mathsf{PI}\left(\right)}^{3}}{{\left(\frac{1}{4} \cdot \mathsf{PI}\left(\right) - \frac{-1}{4} \cdot \mathsf{PI}\left(\right)\right)}^{2}}\right)\right)\right) + 2 \cdot \frac{1}{\frac{1}{4} \cdot \mathsf{PI}\left(\right) - \frac{-1}{4} \cdot \mathsf{PI}\left(\right)}}{f}\right)} \]
  4. Applied rewrites98.0%

    \[\leadsto -\frac{1}{\frac{\mathsf{PI}\left(\right)}{4}} \cdot \log \color{blue}{\left(\mathsf{fma}\left(\mathsf{fma}\left(\left(\left(\mathsf{PI}\left(\right) \cdot 2\right) \cdot 2\right) \cdot 0.005208333333333333, -2, \left(\mathsf{PI}\left(\right) \cdot 2\right) \cdot 0.0625\right) \cdot f, 1, \frac{\frac{2}{0.5 \cdot \mathsf{PI}\left(\right)}}{f}\right)\right)} \]
  5. Final simplification98.0%

    \[\leadsto \frac{-1}{\frac{\mathsf{PI}\left(\right)}{4}} \cdot \log \left(\mathsf{fma}\left(\mathsf{fma}\left(\left(\left(\mathsf{PI}\left(\right) \cdot 2\right) \cdot 2\right) \cdot 0.005208333333333333, -2, \left(\mathsf{PI}\left(\right) \cdot 2\right) \cdot 0.0625\right) \cdot f, 1, \frac{\frac{2}{0.5 \cdot \mathsf{PI}\left(\right)}}{f}\right)\right) \]
  6. Add Preprocessing

Alternative 5: 96.0% accurate, 4.8× speedup?

\[\begin{array}{l} \\ \frac{\log \left(\left(\mathsf{PI}\left(\right) \cdot f\right) \cdot 0.25\right) \cdot 4}{\mathsf{PI}\left(\right)} \end{array} \]
(FPCore (f) :precision binary64 (/ (* (log (* (* (PI) f) 0.25)) 4.0) (PI)))
\begin{array}{l}

\\
\frac{\log \left(\left(\mathsf{PI}\left(\right) \cdot f\right) \cdot 0.25\right) \cdot 4}{\mathsf{PI}\left(\right)}
\end{array}
Derivation
  1. Initial program 7.3%

    \[-\frac{1}{\frac{\mathsf{PI}\left(\right)}{4}} \cdot \log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right) \]
  2. Add Preprocessing
  3. Step-by-step derivation
    1. lift-neg.f64N/A

      \[\leadsto \color{blue}{\mathsf{neg}\left(\frac{1}{\frac{\mathsf{PI}\left(\right)}{4}} \cdot \log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right)\right)} \]
    2. lift-*.f64N/A

      \[\leadsto \mathsf{neg}\left(\color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right)}{4}} \cdot \log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right)}\right) \]
    3. *-commutativeN/A

      \[\leadsto \mathsf{neg}\left(\color{blue}{\log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right) \cdot \frac{1}{\frac{\mathsf{PI}\left(\right)}{4}}}\right) \]
    4. lift-/.f64N/A

      \[\leadsto \mathsf{neg}\left(\log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right) \cdot \color{blue}{\frac{1}{\frac{\mathsf{PI}\left(\right)}{4}}}\right) \]
    5. lift-/.f64N/A

      \[\leadsto \mathsf{neg}\left(\log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right) \cdot \frac{1}{\color{blue}{\frac{\mathsf{PI}\left(\right)}{4}}}\right) \]
    6. associate-/r/N/A

      \[\leadsto \mathsf{neg}\left(\log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right) \cdot \color{blue}{\left(\frac{1}{\mathsf{PI}\left(\right)} \cdot 4\right)}\right) \]
  4. Applied rewrites98.8%

    \[\leadsto \color{blue}{\frac{\log \left(\frac{\cosh \left(\frac{\mathsf{PI}\left(\right)}{-4} \cdot f\right)}{\sinh \left(f \cdot \frac{\mathsf{PI}\left(\right)}{4}\right)}\right)}{\mathsf{PI}\left(\right)} \cdot -4} \]
  5. Applied rewrites98.8%

    \[\leadsto \color{blue}{\frac{\log \left(\frac{\sinh \left(\frac{\mathsf{PI}\left(\right)}{4} \cdot f\right)}{\cosh \left(f \cdot \frac{\mathsf{PI}\left(\right)}{-4}\right)}\right) \cdot 4}{\mathsf{PI}\left(\right)}} \]
  6. Taylor expanded in f around 0

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

      \[\leadsto \frac{\log \color{blue}{\left(\left(f \cdot \left(\frac{1}{4} \cdot \mathsf{PI}\left(\right) - \frac{-1}{4} \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \frac{1}{2}\right)} \cdot 4}{\mathsf{PI}\left(\right)} \]
    2. associate-*r*N/A

      \[\leadsto \frac{\log \color{blue}{\left(f \cdot \left(\left(\frac{1}{4} \cdot \mathsf{PI}\left(\right) - \frac{-1}{4} \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{1}{2}\right)\right)} \cdot 4}{\mathsf{PI}\left(\right)} \]
    3. distribute-rgt-out--N/A

      \[\leadsto \frac{\log \left(f \cdot \left(\color{blue}{\left(\mathsf{PI}\left(\right) \cdot \left(\frac{1}{4} - \frac{-1}{4}\right)\right)} \cdot \frac{1}{2}\right)\right) \cdot 4}{\mathsf{PI}\left(\right)} \]
    4. metadata-evalN/A

      \[\leadsto \frac{\log \left(f \cdot \left(\left(\mathsf{PI}\left(\right) \cdot \color{blue}{\frac{1}{2}}\right) \cdot \frac{1}{2}\right)\right) \cdot 4}{\mathsf{PI}\left(\right)} \]
    5. associate-*l*N/A

      \[\leadsto \frac{\log \left(f \cdot \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \left(\frac{1}{2} \cdot \frac{1}{2}\right)\right)}\right) \cdot 4}{\mathsf{PI}\left(\right)} \]
    6. metadata-evalN/A

      \[\leadsto \frac{\log \left(f \cdot \left(\mathsf{PI}\left(\right) \cdot \color{blue}{\frac{1}{4}}\right)\right) \cdot 4}{\mathsf{PI}\left(\right)} \]
    7. associate-*l*N/A

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

      \[\leadsto \frac{\log \color{blue}{\left(\left(f \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{1}{4}\right)} \cdot 4}{\mathsf{PI}\left(\right)} \]
    9. *-commutativeN/A

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

      \[\leadsto \frac{\log \left(\color{blue}{\left(\mathsf{PI}\left(\right) \cdot f\right)} \cdot \frac{1}{4}\right) \cdot 4}{\mathsf{PI}\left(\right)} \]
    11. lower-PI.f6497.8

      \[\leadsto \frac{\log \left(\left(\color{blue}{\mathsf{PI}\left(\right)} \cdot f\right) \cdot 0.25\right) \cdot 4}{\mathsf{PI}\left(\right)} \]
  8. Applied rewrites97.8%

    \[\leadsto \frac{\log \color{blue}{\left(\left(\mathsf{PI}\left(\right) \cdot f\right) \cdot 0.25\right)} \cdot 4}{\mathsf{PI}\left(\right)} \]
  9. Final simplification97.8%

    \[\leadsto \frac{\log \left(\left(\mathsf{PI}\left(\right) \cdot f\right) \cdot 0.25\right) \cdot 4}{\mathsf{PI}\left(\right)} \]
  10. Add Preprocessing

Alternative 6: 95.9% accurate, 4.8× speedup?

\[\begin{array}{l} \\ \frac{4}{\mathsf{PI}\left(\right)} \cdot \log \left(0.25 \cdot \left(f \cdot \mathsf{PI}\left(\right)\right)\right) \end{array} \]
(FPCore (f) :precision binary64 (* (/ 4.0 (PI)) (log (* 0.25 (* f (PI))))))
\begin{array}{l}

\\
\frac{4}{\mathsf{PI}\left(\right)} \cdot \log \left(0.25 \cdot \left(f \cdot \mathsf{PI}\left(\right)\right)\right)
\end{array}
Derivation
  1. Initial program 7.3%

    \[-\frac{1}{\frac{\mathsf{PI}\left(\right)}{4}} \cdot \log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right) \]
  2. Add Preprocessing
  3. Applied rewrites83.0%

    \[\leadsto \color{blue}{\log \left({\left(\frac{1}{\cosh \left(\frac{\mathsf{PI}\left(\right)}{-4} \cdot f\right)} \cdot \sinh \left(f \cdot \frac{\mathsf{PI}\left(\right)}{4}\right)\right)}^{\left(\frac{4}{\mathsf{PI}\left(\right)}\right)}\right)} \]
  4. Taylor expanded in f around 0

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

      \[\leadsto \log \left({\color{blue}{\left(\left(f \cdot \left(\frac{1}{4} \cdot \mathsf{PI}\left(\right) - \frac{-1}{4} \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \frac{1}{2}\right)}}^{\left(\frac{4}{\mathsf{PI}\left(\right)}\right)}\right) \]
    2. associate-*r*N/A

      \[\leadsto \log \left({\color{blue}{\left(f \cdot \left(\left(\frac{1}{4} \cdot \mathsf{PI}\left(\right) - \frac{-1}{4} \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{1}{2}\right)\right)}}^{\left(\frac{4}{\mathsf{PI}\left(\right)}\right)}\right) \]
    3. distribute-rgt-out--N/A

      \[\leadsto \log \left({\left(f \cdot \left(\color{blue}{\left(\mathsf{PI}\left(\right) \cdot \left(\frac{1}{4} - \frac{-1}{4}\right)\right)} \cdot \frac{1}{2}\right)\right)}^{\left(\frac{4}{\mathsf{PI}\left(\right)}\right)}\right) \]
    4. metadata-evalN/A

      \[\leadsto \log \left({\left(f \cdot \left(\left(\mathsf{PI}\left(\right) \cdot \color{blue}{\frac{1}{2}}\right) \cdot \frac{1}{2}\right)\right)}^{\left(\frac{4}{\mathsf{PI}\left(\right)}\right)}\right) \]
    5. associate-*l*N/A

      \[\leadsto \log \left({\left(f \cdot \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \left(\frac{1}{2} \cdot \frac{1}{2}\right)\right)}\right)}^{\left(\frac{4}{\mathsf{PI}\left(\right)}\right)}\right) \]
    6. metadata-evalN/A

      \[\leadsto \log \left({\left(f \cdot \left(\mathsf{PI}\left(\right) \cdot \color{blue}{\frac{1}{4}}\right)\right)}^{\left(\frac{4}{\mathsf{PI}\left(\right)}\right)}\right) \]
    7. associate-*l*N/A

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

      \[\leadsto \log \left({\color{blue}{\left(\left(f \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{1}{4}\right)}}^{\left(\frac{4}{\mathsf{PI}\left(\right)}\right)}\right) \]
    9. *-commutativeN/A

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

      \[\leadsto \log \left({\left(\color{blue}{\left(\mathsf{PI}\left(\right) \cdot f\right)} \cdot \frac{1}{4}\right)}^{\left(\frac{4}{\mathsf{PI}\left(\right)}\right)}\right) \]
    11. lower-PI.f6482.0

      \[\leadsto \log \left({\left(\left(\color{blue}{\mathsf{PI}\left(\right)} \cdot f\right) \cdot 0.25\right)}^{\left(\frac{4}{\mathsf{PI}\left(\right)}\right)}\right) \]
  6. Applied rewrites82.0%

    \[\leadsto \log \left({\color{blue}{\left(\left(\mathsf{PI}\left(\right) \cdot f\right) \cdot 0.25\right)}}^{\left(\frac{4}{\mathsf{PI}\left(\right)}\right)}\right) \]
  7. Step-by-step derivation
    1. lift-log.f64N/A

      \[\leadsto \color{blue}{\log \left({\left(\left(\mathsf{PI}\left(\right) \cdot f\right) \cdot \frac{1}{4}\right)}^{\left(\frac{4}{\mathsf{PI}\left(\right)}\right)}\right)} \]
    2. lift-pow.f64N/A

      \[\leadsto \log \color{blue}{\left({\left(\left(\mathsf{PI}\left(\right) \cdot f\right) \cdot \frac{1}{4}\right)}^{\left(\frac{4}{\mathsf{PI}\left(\right)}\right)}\right)} \]
    3. log-powN/A

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

      \[\leadsto \color{blue}{\frac{4}{\mathsf{PI}\left(\right)} \cdot \log \left(\left(\mathsf{PI}\left(\right) \cdot f\right) \cdot \frac{1}{4}\right)} \]
    5. lower-log.f6497.6

      \[\leadsto \frac{4}{\mathsf{PI}\left(\right)} \cdot \color{blue}{\log \left(\left(\mathsf{PI}\left(\right) \cdot f\right) \cdot 0.25\right)} \]
  8. Applied rewrites97.6%

    \[\leadsto \color{blue}{\frac{4}{\mathsf{PI}\left(\right)} \cdot \log \left(0.25 \cdot \left(f \cdot \mathsf{PI}\left(\right)\right)\right)} \]
  9. Add Preprocessing

Alternative 7: 1.6% accurate, 4.8× speedup?

\[\begin{array}{l} \\ \frac{-4}{\mathsf{PI}\left(\right)} \cdot \log \left(0.25 \cdot \left(f \cdot \mathsf{PI}\left(\right)\right)\right) \end{array} \]
(FPCore (f) :precision binary64 (* (/ -4.0 (PI)) (log (* 0.25 (* f (PI))))))
\begin{array}{l}

\\
\frac{-4}{\mathsf{PI}\left(\right)} \cdot \log \left(0.25 \cdot \left(f \cdot \mathsf{PI}\left(\right)\right)\right)
\end{array}
Derivation
  1. Initial program 7.3%

    \[-\frac{1}{\frac{\mathsf{PI}\left(\right)}{4}} \cdot \log \left(\frac{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} + e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}{e^{\frac{\mathsf{PI}\left(\right)}{4} \cdot f} - e^{-\frac{\mathsf{PI}\left(\right)}{4} \cdot f}}\right) \]
  2. Add Preprocessing
  3. Applied rewrites83.0%

    \[\leadsto \color{blue}{\log \left({\left(\frac{1}{\cosh \left(\frac{\mathsf{PI}\left(\right)}{-4} \cdot f\right)} \cdot \sinh \left(f \cdot \frac{\mathsf{PI}\left(\right)}{4}\right)\right)}^{\left(\frac{4}{\mathsf{PI}\left(\right)}\right)}\right)} \]
  4. Taylor expanded in f around 0

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

      \[\leadsto \log \left({\color{blue}{\left(\left(f \cdot \left(\frac{1}{4} \cdot \mathsf{PI}\left(\right) - \frac{-1}{4} \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \frac{1}{2}\right)}}^{\left(\frac{4}{\mathsf{PI}\left(\right)}\right)}\right) \]
    2. associate-*r*N/A

      \[\leadsto \log \left({\color{blue}{\left(f \cdot \left(\left(\frac{1}{4} \cdot \mathsf{PI}\left(\right) - \frac{-1}{4} \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{1}{2}\right)\right)}}^{\left(\frac{4}{\mathsf{PI}\left(\right)}\right)}\right) \]
    3. distribute-rgt-out--N/A

      \[\leadsto \log \left({\left(f \cdot \left(\color{blue}{\left(\mathsf{PI}\left(\right) \cdot \left(\frac{1}{4} - \frac{-1}{4}\right)\right)} \cdot \frac{1}{2}\right)\right)}^{\left(\frac{4}{\mathsf{PI}\left(\right)}\right)}\right) \]
    4. metadata-evalN/A

      \[\leadsto \log \left({\left(f \cdot \left(\left(\mathsf{PI}\left(\right) \cdot \color{blue}{\frac{1}{2}}\right) \cdot \frac{1}{2}\right)\right)}^{\left(\frac{4}{\mathsf{PI}\left(\right)}\right)}\right) \]
    5. associate-*l*N/A

      \[\leadsto \log \left({\left(f \cdot \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \left(\frac{1}{2} \cdot \frac{1}{2}\right)\right)}\right)}^{\left(\frac{4}{\mathsf{PI}\left(\right)}\right)}\right) \]
    6. metadata-evalN/A

      \[\leadsto \log \left({\left(f \cdot \left(\mathsf{PI}\left(\right) \cdot \color{blue}{\frac{1}{4}}\right)\right)}^{\left(\frac{4}{\mathsf{PI}\left(\right)}\right)}\right) \]
    7. associate-*l*N/A

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

      \[\leadsto \log \left({\color{blue}{\left(\left(f \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{1}{4}\right)}}^{\left(\frac{4}{\mathsf{PI}\left(\right)}\right)}\right) \]
    9. *-commutativeN/A

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

      \[\leadsto \log \left({\left(\color{blue}{\left(\mathsf{PI}\left(\right) \cdot f\right)} \cdot \frac{1}{4}\right)}^{\left(\frac{4}{\mathsf{PI}\left(\right)}\right)}\right) \]
    11. lower-PI.f6482.0

      \[\leadsto \log \left({\left(\left(\color{blue}{\mathsf{PI}\left(\right)} \cdot f\right) \cdot 0.25\right)}^{\left(\frac{4}{\mathsf{PI}\left(\right)}\right)}\right) \]
  6. Applied rewrites82.0%

    \[\leadsto \log \left({\color{blue}{\left(\left(\mathsf{PI}\left(\right) \cdot f\right) \cdot 0.25\right)}}^{\left(\frac{4}{\mathsf{PI}\left(\right)}\right)}\right) \]
  7. Step-by-step derivation
    1. lift-log.f64N/A

      \[\leadsto \color{blue}{\log \left({\left(\left(\mathsf{PI}\left(\right) \cdot f\right) \cdot \frac{1}{4}\right)}^{\left(\frac{4}{\mathsf{PI}\left(\right)}\right)}\right)} \]
    2. lift-pow.f64N/A

      \[\leadsto \log \color{blue}{\left({\left(\left(\mathsf{PI}\left(\right) \cdot f\right) \cdot \frac{1}{4}\right)}^{\left(\frac{4}{\mathsf{PI}\left(\right)}\right)}\right)} \]
    3. log-powN/A

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

      \[\leadsto \color{blue}{\frac{4}{\mathsf{PI}\left(\right)} \cdot \log \left(\left(\mathsf{PI}\left(\right) \cdot f\right) \cdot \frac{1}{4}\right)} \]
    5. lower-log.f6497.6

      \[\leadsto \frac{4}{\mathsf{PI}\left(\right)} \cdot \color{blue}{\log \left(\left(\mathsf{PI}\left(\right) \cdot f\right) \cdot 0.25\right)} \]
  8. Applied rewrites97.6%

    \[\leadsto \color{blue}{\frac{4}{\mathsf{PI}\left(\right)} \cdot \log \left(0.25 \cdot \left(f \cdot \mathsf{PI}\left(\right)\right)\right)} \]
  9. Step-by-step derivation
    1. Applied rewrites1.6%

      \[\leadsto \color{blue}{\frac{-4}{\mathsf{PI}\left(\right)} \cdot \log \left(0.25 \cdot \left(f \cdot \mathsf{PI}\left(\right)\right)\right)} \]
    2. Add Preprocessing

    Reproduce

    ?
    herbie shell --seed 2024361 
    (FPCore (f)
      :name "VandenBroeck and Keller, Equation (20)"
      :precision binary64
      (- (* (/ 1.0 (/ (PI) 4.0)) (log (/ (+ (exp (* (/ (PI) 4.0) f)) (exp (- (* (/ (PI) 4.0) f)))) (- (exp (* (/ (PI) 4.0) f)) (exp (- (* (/ (PI) 4.0) f)))))))))