Lanczos kernel

Percentage Accurate: 97.9% → 97.9%
Time: 6.1s
Alternatives: 11
Speedup: N/A×

Specification

?
\[\left(10^{-5} \leq x \land x \leq 1\right) \land \left(1 \leq tau \land tau \leq 5\right)\]
\[\begin{array}{l} \\ \begin{array}{l} t_1 := x \cdot \mathsf{PI}\left(\right)\\ t_2 := t\_1 \cdot tau\\ \frac{\sin t\_2}{t\_2} \cdot \frac{\sin t\_1}{t\_1} \end{array} \end{array} \]
(FPCore (x tau)
 :precision binary32
 (let* ((t_1 (* x (PI))) (t_2 (* t_1 tau)))
   (* (/ (sin t_2) t_2) (/ (sin t_1) t_1))))
\begin{array}{l}

\\
\begin{array}{l}
t_1 := x \cdot \mathsf{PI}\left(\right)\\
t_2 := t\_1 \cdot tau\\
\frac{\sin t\_2}{t\_2} \cdot \frac{\sin t\_1}{t\_1}
\end{array}
\end{array}

Sampling outcomes in binary32 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 11 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: 97.9% accurate, 1.0× speedup?

\[\begin{array}{l} \\ \begin{array}{l} t_1 := x \cdot \mathsf{PI}\left(\right)\\ t_2 := t\_1 \cdot tau\\ \frac{\sin t\_2}{t\_2} \cdot \frac{\sin t\_1}{t\_1} \end{array} \end{array} \]
(FPCore (x tau)
 :precision binary32
 (let* ((t_1 (* x (PI))) (t_2 (* t_1 tau)))
   (* (/ (sin t_2) t_2) (/ (sin t_1) t_1))))
\begin{array}{l}

\\
\begin{array}{l}
t_1 := x \cdot \mathsf{PI}\left(\right)\\
t_2 := t\_1 \cdot tau\\
\frac{\sin t\_2}{t\_2} \cdot \frac{\sin t\_1}{t\_1}
\end{array}
\end{array}

Alternative 1: 97.9% accurate, 1.0× speedup?

\[\begin{array}{l} \\ \begin{array}{l} t_1 := \left(x \cdot tau\right) \cdot \mathsf{PI}\left(\right)\\ t_2 := x \cdot \mathsf{PI}\left(\right)\\ \frac{\sin t\_1}{t\_1} \cdot \frac{\sin t\_2}{t\_2} \end{array} \end{array} \]
(FPCore (x tau)
 :precision binary32
 (let* ((t_1 (* (* x tau) (PI))) (t_2 (* x (PI))))
   (* (/ (sin t_1) t_1) (/ (sin t_2) t_2))))
\begin{array}{l}

\\
\begin{array}{l}
t_1 := \left(x \cdot tau\right) \cdot \mathsf{PI}\left(\right)\\
t_2 := x \cdot \mathsf{PI}\left(\right)\\
\frac{\sin t\_1}{t\_1} \cdot \frac{\sin t\_2}{t\_2}
\end{array}
\end{array}
Derivation
  1. Initial program 98.0%

    \[\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
  2. Add Preprocessing
  3. Step-by-step derivation
    1. lift-*.f32N/A

      \[\leadsto \color{blue}{\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)}} \]
    2. lift-/.f32N/A

      \[\leadsto \color{blue}{\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau}} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
    3. associate-*l/N/A

      \[\leadsto \color{blue}{\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right) \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)}}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau}} \]
    4. lower-/.f32N/A

      \[\leadsto \color{blue}{\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right) \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)}}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau}} \]
  4. Applied rewrites97.9%

    \[\leadsto \color{blue}{\frac{\frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}{\mathsf{PI}\left(\right) \cdot x} \cdot \sin \left(\mathsf{PI}\left(\right) \cdot x\right)}{tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)}} \]
  5. Applied rewrites98.0%

    \[\leadsto \color{blue}{\frac{\sin \left(\left(x \cdot tau\right) \cdot \mathsf{PI}\left(\right)\right)}{\left(x \cdot tau\right) \cdot \mathsf{PI}\left(\right)} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)}} \]
  6. Add Preprocessing

Alternative 2: 97.7% accurate, 1.0× speedup?

\[\begin{array}{l} \\ \begin{array}{l} t_1 := \mathsf{PI}\left(\right) \cdot x\\ t_2 := tau \cdot t\_1\\ \frac{\sin t\_1}{t\_2} \cdot \frac{\sin t\_2}{t\_1} \end{array} \end{array} \]
(FPCore (x tau)
 :precision binary32
 (let* ((t_1 (* (PI) x)) (t_2 (* tau t_1)))
   (* (/ (sin t_1) t_2) (/ (sin t_2) t_1))))
\begin{array}{l}

\\
\begin{array}{l}
t_1 := \mathsf{PI}\left(\right) \cdot x\\
t_2 := tau \cdot t\_1\\
\frac{\sin t\_1}{t\_2} \cdot \frac{\sin t\_2}{t\_1}
\end{array}
\end{array}
Derivation
  1. Initial program 98.0%

    \[\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
  2. Add Preprocessing
  3. Step-by-step derivation
    1. lift-*.f32N/A

      \[\leadsto \color{blue}{\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)}} \]
    2. lift-/.f32N/A

      \[\leadsto \color{blue}{\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau}} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
    3. associate-*l/N/A

      \[\leadsto \color{blue}{\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right) \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)}}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau}} \]
    4. lift-*.f32N/A

      \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right) \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)}}{\color{blue}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau}} \]
    5. times-fracN/A

      \[\leadsto \color{blue}{\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{x \cdot \mathsf{PI}\left(\right)} \cdot \frac{\frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)}}{tau}} \]
    6. *-commutativeN/A

      \[\leadsto \color{blue}{\frac{\frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)}}{tau} \cdot \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{x \cdot \mathsf{PI}\left(\right)}} \]
    7. lower-*.f32N/A

      \[\leadsto \color{blue}{\frac{\frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)}}{tau} \cdot \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{x \cdot \mathsf{PI}\left(\right)}} \]
  4. Applied rewrites97.8%

    \[\leadsto \color{blue}{\frac{\sin \left(\mathsf{PI}\left(\right) \cdot x\right)}{tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)} \cdot \frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}{\mathsf{PI}\left(\right) \cdot x}} \]
  5. Add Preprocessing

Alternative 3: 97.8% accurate, 1.0× speedup?

\[\begin{array}{l} \\ \begin{array}{l} t_1 := \mathsf{PI}\left(\right) \cdot x\\ t_2 := tau \cdot t\_1\\ \sin t\_1 \cdot \frac{\frac{\sin t\_2}{t\_2}}{t\_1} \end{array} \end{array} \]
(FPCore (x tau)
 :precision binary32
 (let* ((t_1 (* (PI) x)) (t_2 (* tau t_1)))
   (* (sin t_1) (/ (/ (sin t_2) t_2) t_1))))
\begin{array}{l}

\\
\begin{array}{l}
t_1 := \mathsf{PI}\left(\right) \cdot x\\
t_2 := tau \cdot t\_1\\
\sin t\_1 \cdot \frac{\frac{\sin t\_2}{t\_2}}{t\_1}
\end{array}
\end{array}
Derivation
  1. Initial program 98.0%

    \[\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
  2. Add Preprocessing
  3. Step-by-step derivation
    1. lift-*.f32N/A

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

      \[\leadsto \color{blue}{\frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \cdot \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau}} \]
    3. lift-/.f32N/A

      \[\leadsto \color{blue}{\frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)}} \cdot \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \]
    4. associate-*l/N/A

      \[\leadsto \color{blue}{\frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau}}{x \cdot \mathsf{PI}\left(\right)}} \]
    5. associate-/l*N/A

      \[\leadsto \color{blue}{\sin \left(x \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau}}{x \cdot \mathsf{PI}\left(\right)}} \]
    6. lower-*.f32N/A

      \[\leadsto \color{blue}{\sin \left(x \cdot \mathsf{PI}\left(\right)\right) \cdot \frac{\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau}}{x \cdot \mathsf{PI}\left(\right)}} \]
    7. lift-*.f32N/A

      \[\leadsto \sin \color{blue}{\left(x \cdot \mathsf{PI}\left(\right)\right)} \cdot \frac{\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau}}{x \cdot \mathsf{PI}\left(\right)} \]
    8. *-commutativeN/A

      \[\leadsto \sin \color{blue}{\left(\mathsf{PI}\left(\right) \cdot x\right)} \cdot \frac{\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau}}{x \cdot \mathsf{PI}\left(\right)} \]
    9. lower-*.f32N/A

      \[\leadsto \sin \color{blue}{\left(\mathsf{PI}\left(\right) \cdot x\right)} \cdot \frac{\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau}}{x \cdot \mathsf{PI}\left(\right)} \]
    10. lower-/.f3297.7

      \[\leadsto \sin \left(\mathsf{PI}\left(\right) \cdot x\right) \cdot \color{blue}{\frac{\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau}}{x \cdot \mathsf{PI}\left(\right)}} \]
  4. Applied rewrites97.7%

    \[\leadsto \color{blue}{\sin \left(\mathsf{PI}\left(\right) \cdot x\right) \cdot \frac{\frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}{tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)}}{\mathsf{PI}\left(\right) \cdot x}} \]
  5. Add Preprocessing

Alternative 4: 97.2% accurate, 1.0× speedup?

\[\begin{array}{l} \\ \begin{array}{l} t_1 := x \cdot \mathsf{PI}\left(\right)\\ \frac{\sin \left(\left(x \cdot tau\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sin t\_1}{\left(tau \cdot t\_1\right) \cdot t\_1} \end{array} \end{array} \]
(FPCore (x tau)
 :precision binary32
 (let* ((t_1 (* x (PI))))
   (/ (* (sin (* (* x tau) (PI))) (sin t_1)) (* (* tau t_1) t_1))))
\begin{array}{l}

\\
\begin{array}{l}
t_1 := x \cdot \mathsf{PI}\left(\right)\\
\frac{\sin \left(\left(x \cdot tau\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sin t\_1}{\left(tau \cdot t\_1\right) \cdot t\_1}
\end{array}
\end{array}
Derivation
  1. Initial program 98.0%

    \[\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
  2. Add Preprocessing
  3. Step-by-step derivation
    1. remove-double-negN/A

      \[\leadsto \frac{\color{blue}{\mathsf{neg}\left(\left(\mathsf{neg}\left(\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)\right)\right)\right)}}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
    2. lift-sin.f32N/A

      \[\leadsto \frac{\mathsf{neg}\left(\left(\mathsf{neg}\left(\color{blue}{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}\right)\right)\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
    3. sin-+PI-revN/A

      \[\leadsto \frac{\mathsf{neg}\left(\color{blue}{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau + \mathsf{PI}\left(\right)\right)}\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
    4. sin-+PI-revN/A

      \[\leadsto \frac{\color{blue}{\sin \left(\left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau + \mathsf{PI}\left(\right)\right) + \mathsf{PI}\left(\right)\right)}}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
    5. lower-sin.f32N/A

      \[\leadsto \frac{\color{blue}{\sin \left(\left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau + \mathsf{PI}\left(\right)\right) + \mathsf{PI}\left(\right)\right)}}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
    6. lift-*.f32N/A

      \[\leadsto \frac{\sin \left(\left(\color{blue}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} + \mathsf{PI}\left(\right)\right) + \mathsf{PI}\left(\right)\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
    7. *-commutativeN/A

      \[\leadsto \frac{\sin \left(\left(\color{blue}{tau \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)} + \mathsf{PI}\left(\right)\right) + \mathsf{PI}\left(\right)\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
    8. lift-*.f32N/A

      \[\leadsto \frac{\sin \left(\left(tau \cdot \color{blue}{\left(x \cdot \mathsf{PI}\left(\right)\right)} + \mathsf{PI}\left(\right)\right) + \mathsf{PI}\left(\right)\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
    9. associate-*r*N/A

      \[\leadsto \frac{\sin \left(\left(\color{blue}{\left(tau \cdot x\right) \cdot \mathsf{PI}\left(\right)} + \mathsf{PI}\left(\right)\right) + \mathsf{PI}\left(\right)\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
    10. lift-PI.f32N/A

      \[\leadsto \frac{\sin \left(\left(\left(tau \cdot x\right) \cdot \mathsf{PI}\left(\right) + \color{blue}{\mathsf{PI}\left(\right)}\right) + \mathsf{PI}\left(\right)\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
    11. distribute-lft1-inN/A

      \[\leadsto \frac{\sin \left(\color{blue}{\left(tau \cdot x + 1\right) \cdot \mathsf{PI}\left(\right)} + \mathsf{PI}\left(\right)\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
    12. lift-PI.f32N/A

      \[\leadsto \frac{\sin \left(\left(tau \cdot x + 1\right) \cdot \mathsf{PI}\left(\right) + \color{blue}{\mathsf{PI}\left(\right)}\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
    13. lower-fma.f32N/A

      \[\leadsto \frac{\sin \color{blue}{\left(\mathsf{fma}\left(tau \cdot x + 1, \mathsf{PI}\left(\right), \mathsf{PI}\left(\right)\right)\right)}}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
    14. lower-fma.f3279.2

      \[\leadsto \frac{\sin \left(\mathsf{fma}\left(\color{blue}{\mathsf{fma}\left(tau, x, 1\right)}, \mathsf{PI}\left(\right), \mathsf{PI}\left(\right)\right)\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
  4. Applied rewrites79.2%

    \[\leadsto \frac{\color{blue}{\sin \left(\mathsf{fma}\left(\mathsf{fma}\left(tau, x, 1\right), \mathsf{PI}\left(\right), \mathsf{PI}\left(\right)\right)\right)}}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
  5. Step-by-step derivation
    1. lift-*.f32N/A

      \[\leadsto \color{blue}{\frac{\sin \left(\mathsf{fma}\left(\mathsf{fma}\left(tau, x, 1\right), \mathsf{PI}\left(\right), \mathsf{PI}\left(\right)\right)\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)}} \]
    2. lift-/.f32N/A

      \[\leadsto \color{blue}{\frac{\sin \left(\mathsf{fma}\left(\mathsf{fma}\left(tau, x, 1\right), \mathsf{PI}\left(\right), \mathsf{PI}\left(\right)\right)\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau}} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
    3. frac-2negN/A

      \[\leadsto \color{blue}{\frac{\mathsf{neg}\left(\sin \left(\mathsf{fma}\left(\mathsf{fma}\left(tau, x, 1\right), \mathsf{PI}\left(\right), \mathsf{PI}\left(\right)\right)\right)\right)}{\mathsf{neg}\left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
    4. lift-*.f32N/A

      \[\leadsto \frac{\mathsf{neg}\left(\sin \left(\mathsf{fma}\left(\mathsf{fma}\left(tau, x, 1\right), \mathsf{PI}\left(\right), \mathsf{PI}\left(\right)\right)\right)\right)}{\mathsf{neg}\left(\color{blue}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau}\right)} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
    5. *-commutativeN/A

      \[\leadsto \frac{\mathsf{neg}\left(\sin \left(\mathsf{fma}\left(\mathsf{fma}\left(tau, x, 1\right), \mathsf{PI}\left(\right), \mathsf{PI}\left(\right)\right)\right)\right)}{\mathsf{neg}\left(\color{blue}{tau \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)}\right)} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
    6. lift-*.f32N/A

      \[\leadsto \frac{\mathsf{neg}\left(\sin \left(\mathsf{fma}\left(\mathsf{fma}\left(tau, x, 1\right), \mathsf{PI}\left(\right), \mathsf{PI}\left(\right)\right)\right)\right)}{\mathsf{neg}\left(tau \cdot \color{blue}{\left(x \cdot \mathsf{PI}\left(\right)\right)}\right)} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
    7. *-commutativeN/A

      \[\leadsto \frac{\mathsf{neg}\left(\sin \left(\mathsf{fma}\left(\mathsf{fma}\left(tau, x, 1\right), \mathsf{PI}\left(\right), \mathsf{PI}\left(\right)\right)\right)\right)}{\mathsf{neg}\left(tau \cdot \color{blue}{\left(\mathsf{PI}\left(\right) \cdot x\right)}\right)} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
    8. lift-*.f32N/A

      \[\leadsto \frac{\mathsf{neg}\left(\sin \left(\mathsf{fma}\left(\mathsf{fma}\left(tau, x, 1\right), \mathsf{PI}\left(\right), \mathsf{PI}\left(\right)\right)\right)\right)}{\mathsf{neg}\left(tau \cdot \color{blue}{\left(\mathsf{PI}\left(\right) \cdot x\right)}\right)} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
    9. lift-*.f32N/A

      \[\leadsto \frac{\mathsf{neg}\left(\sin \left(\mathsf{fma}\left(\mathsf{fma}\left(tau, x, 1\right), \mathsf{PI}\left(\right), \mathsf{PI}\left(\right)\right)\right)\right)}{\mathsf{neg}\left(\color{blue}{tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)}\right)} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
    10. lift-/.f32N/A

      \[\leadsto \frac{\mathsf{neg}\left(\sin \left(\mathsf{fma}\left(\mathsf{fma}\left(tau, x, 1\right), \mathsf{PI}\left(\right), \mathsf{PI}\left(\right)\right)\right)\right)}{\mathsf{neg}\left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)} \cdot \color{blue}{\frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)}} \]
    11. lift-*.f32N/A

      \[\leadsto \frac{\mathsf{neg}\left(\sin \left(\mathsf{fma}\left(\mathsf{fma}\left(tau, x, 1\right), \mathsf{PI}\left(\right), \mathsf{PI}\left(\right)\right)\right)\right)}{\mathsf{neg}\left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)} \cdot \frac{\sin \color{blue}{\left(x \cdot \mathsf{PI}\left(\right)\right)}}{x \cdot \mathsf{PI}\left(\right)} \]
    12. *-commutativeN/A

      \[\leadsto \frac{\mathsf{neg}\left(\sin \left(\mathsf{fma}\left(\mathsf{fma}\left(tau, x, 1\right), \mathsf{PI}\left(\right), \mathsf{PI}\left(\right)\right)\right)\right)}{\mathsf{neg}\left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)} \cdot \frac{\sin \color{blue}{\left(\mathsf{PI}\left(\right) \cdot x\right)}}{x \cdot \mathsf{PI}\left(\right)} \]
    13. lift-*.f32N/A

      \[\leadsto \frac{\mathsf{neg}\left(\sin \left(\mathsf{fma}\left(\mathsf{fma}\left(tau, x, 1\right), \mathsf{PI}\left(\right), \mathsf{PI}\left(\right)\right)\right)\right)}{\mathsf{neg}\left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)} \cdot \frac{\sin \color{blue}{\left(\mathsf{PI}\left(\right) \cdot x\right)}}{x \cdot \mathsf{PI}\left(\right)} \]
  6. Applied rewrites80.9%

    \[\leadsto \color{blue}{\frac{\sin \left(\mathsf{fma}\left(tau, x, 1\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{\left(\left(-tau\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)}} \]
  7. Step-by-step derivation
    1. lift-sin.f32N/A

      \[\leadsto \frac{\color{blue}{\sin \left(\mathsf{fma}\left(tau, x, 1\right) \cdot \mathsf{PI}\left(\right)\right)} \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{\left(\left(-tau\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)} \]
    2. lift-*.f32N/A

      \[\leadsto \frac{\sin \color{blue}{\left(\mathsf{fma}\left(tau, x, 1\right) \cdot \mathsf{PI}\left(\right)\right)} \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{\left(\left(-tau\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)} \]
    3. *-commutativeN/A

      \[\leadsto \frac{\sin \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{fma}\left(tau, x, 1\right)\right)} \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{\left(\left(-tau\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)} \]
    4. lift-fma.f32N/A

      \[\leadsto \frac{\sin \left(\mathsf{PI}\left(\right) \cdot \color{blue}{\left(tau \cdot x + 1\right)}\right) \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{\left(\left(-tau\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)} \]
    5. lift-*.f32N/A

      \[\leadsto \frac{\sin \left(\mathsf{PI}\left(\right) \cdot \left(\color{blue}{tau \cdot x} + 1\right)\right) \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{\left(\left(-tau\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)} \]
    6. distribute-lft-inN/A

      \[\leadsto \frac{\sin \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \left(tau \cdot x\right) + \mathsf{PI}\left(\right) \cdot 1\right)} \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{\left(\left(-tau\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)} \]
    7. lift-*.f32N/A

      \[\leadsto \frac{\sin \left(\mathsf{PI}\left(\right) \cdot \color{blue}{\left(tau \cdot x\right)} + \mathsf{PI}\left(\right) \cdot 1\right) \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{\left(\left(-tau\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)} \]
    8. *-commutativeN/A

      \[\leadsto \frac{\sin \left(\mathsf{PI}\left(\right) \cdot \color{blue}{\left(x \cdot tau\right)} + \mathsf{PI}\left(\right) \cdot 1\right) \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{\left(\left(-tau\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)} \]
    9. associate-*l*N/A

      \[\leadsto \frac{\sin \left(\color{blue}{\left(\mathsf{PI}\left(\right) \cdot x\right) \cdot tau} + \mathsf{PI}\left(\right) \cdot 1\right) \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{\left(\left(-tau\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)} \]
    10. lift-*.f32N/A

      \[\leadsto \frac{\sin \left(\color{blue}{\left(\mathsf{PI}\left(\right) \cdot x\right)} \cdot tau + \mathsf{PI}\left(\right) \cdot 1\right) \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{\left(\left(-tau\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)} \]
    11. *-commutativeN/A

      \[\leadsto \frac{\sin \left(\color{blue}{tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)} + \mathsf{PI}\left(\right) \cdot 1\right) \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{\left(\left(-tau\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)} \]
    12. lift-*.f32N/A

      \[\leadsto \frac{\sin \left(\color{blue}{tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)} + \mathsf{PI}\left(\right) \cdot 1\right) \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{\left(\left(-tau\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)} \]
    13. unpow1N/A

      \[\leadsto \frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right) + \color{blue}{{\mathsf{PI}\left(\right)}^{1}} \cdot 1\right) \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{\left(\left(-tau\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)} \]
    14. metadata-evalN/A

      \[\leadsto \frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right) + {\mathsf{PI}\left(\right)}^{1} \cdot \color{blue}{{\mathsf{PI}\left(\right)}^{0}}\right) \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{\left(\left(-tau\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)} \]
    15. unpow-prod-upN/A

      \[\leadsto \frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right) + \color{blue}{{\mathsf{PI}\left(\right)}^{\left(1 + 0\right)}}\right) \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{\left(\left(-tau\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)} \]
    16. lift-PI.f32N/A

      \[\leadsto \frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right) + {\color{blue}{\mathsf{PI}\left(\right)}}^{\left(1 + 0\right)}\right) \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{\left(\left(-tau\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)} \]
    17. metadata-evalN/A

      \[\leadsto \frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right) + {\mathsf{PI}\left(\right)}^{\color{blue}{1}}\right) \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{\left(\left(-tau\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)} \]
    18. pow1N/A

      \[\leadsto \frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right) + \color{blue}{\mathsf{PI}\left(\right)}\right) \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{\left(\left(-tau\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)} \]
    19. sin-+PI-revN/A

      \[\leadsto \frac{\color{blue}{\left(\mathsf{neg}\left(\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)\right)\right)} \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{\left(\left(-tau\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)} \]
    20. lift-sin.f32N/A

      \[\leadsto \frac{\left(\mathsf{neg}\left(\color{blue}{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}\right)\right) \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{\left(\left(-tau\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)} \]
    21. lower-neg.f3297.9

      \[\leadsto \frac{\color{blue}{\left(-\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)\right)} \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{\left(\left(-tau\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)} \]
    22. lift-sin.f32N/A

      \[\leadsto \frac{\left(-\color{blue}{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}\right) \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{\left(\left(-tau\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)} \]
  8. Applied rewrites97.4%

    \[\leadsto \frac{\color{blue}{\left(-\sin \left(\left(x \cdot tau\right) \cdot \mathsf{PI}\left(\right)\right)\right)} \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{\left(\left(-tau\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)} \]
  9. Final simplification97.4%

    \[\leadsto \frac{\sin \left(\left(x \cdot tau\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{\left(tau \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)} \]
  10. Add Preprocessing

Alternative 5: 97.4% accurate, 1.0× speedup?

\[\begin{array}{l} \\ \begin{array}{l} t_1 := tau \cdot \mathsf{PI}\left(\right)\\ t_2 := x \cdot \mathsf{PI}\left(\right)\\ \frac{\sin \left(t\_1 \cdot x\right) \cdot \sin t\_2}{t\_1 \cdot \left(x \cdot t\_2\right)} \end{array} \end{array} \]
(FPCore (x tau)
 :precision binary32
 (let* ((t_1 (* tau (PI))) (t_2 (* x (PI))))
   (/ (* (sin (* t_1 x)) (sin t_2)) (* t_1 (* x t_2)))))
\begin{array}{l}

\\
\begin{array}{l}
t_1 := tau \cdot \mathsf{PI}\left(\right)\\
t_2 := x \cdot \mathsf{PI}\left(\right)\\
\frac{\sin \left(t\_1 \cdot x\right) \cdot \sin t\_2}{t\_1 \cdot \left(x \cdot t\_2\right)}
\end{array}
\end{array}
Derivation
  1. Initial program 98.0%

    \[\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
  2. Add Preprocessing
  3. Step-by-step derivation
    1. lift-*.f32N/A

      \[\leadsto \color{blue}{\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)}} \]
    2. lift-/.f32N/A

      \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \color{blue}{\frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)}} \]
    3. associate-*r/N/A

      \[\leadsto \color{blue}{\frac{\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)}} \]
    4. lower-/.f32N/A

      \[\leadsto \color{blue}{\frac{\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)}} \]
  4. Applied rewrites98.0%

    \[\leadsto \color{blue}{\frac{\sin \left(\mathsf{PI}\left(\right) \cdot x\right) \cdot \frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}{tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)}}{\mathsf{PI}\left(\right) \cdot x}} \]
  5. Step-by-step derivation
    1. lift-/.f32N/A

      \[\leadsto \color{blue}{\frac{\sin \left(\mathsf{PI}\left(\right) \cdot x\right) \cdot \frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}{tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)}}{\mathsf{PI}\left(\right) \cdot x}} \]
    2. lift-*.f32N/A

      \[\leadsto \frac{\color{blue}{\sin \left(\mathsf{PI}\left(\right) \cdot x\right) \cdot \frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}{tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)}}}{\mathsf{PI}\left(\right) \cdot x} \]
    3. lift-/.f32N/A

      \[\leadsto \frac{\sin \left(\mathsf{PI}\left(\right) \cdot x\right) \cdot \color{blue}{\frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}{tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)}}}{\mathsf{PI}\left(\right) \cdot x} \]
    4. associate-*r/N/A

      \[\leadsto \frac{\color{blue}{\frac{\sin \left(\mathsf{PI}\left(\right) \cdot x\right) \cdot \sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}{tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)}}}{\mathsf{PI}\left(\right) \cdot x} \]
    5. lift-*.f32N/A

      \[\leadsto \frac{\frac{\sin \left(\mathsf{PI}\left(\right) \cdot x\right) \cdot \sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}{tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)}}{\color{blue}{\mathsf{PI}\left(\right) \cdot x}} \]
    6. *-commutativeN/A

      \[\leadsto \frac{\frac{\sin \left(\mathsf{PI}\left(\right) \cdot x\right) \cdot \sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}{tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)}}{\color{blue}{x \cdot \mathsf{PI}\left(\right)}} \]
    7. lift-*.f32N/A

      \[\leadsto \frac{\frac{\sin \left(\mathsf{PI}\left(\right) \cdot x\right) \cdot \sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}{tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)}}{\color{blue}{x \cdot \mathsf{PI}\left(\right)}} \]
    8. associate-/r*N/A

      \[\leadsto \color{blue}{\frac{\sin \left(\mathsf{PI}\left(\right) \cdot x\right) \cdot \sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}{\left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)}} \]
  6. Applied rewrites97.4%

    \[\leadsto \color{blue}{\frac{\sin \left(\left(tau \cdot \mathsf{PI}\left(\right)\right) \cdot x\right) \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{\left(tau \cdot \mathsf{PI}\left(\right)\right) \cdot \left(x \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)\right)}} \]
  7. Add Preprocessing

Alternative 6: 97.4% accurate, 1.0× speedup?

\[\begin{array}{l} \\ \begin{array}{l} t_1 := tau \cdot \mathsf{PI}\left(\right)\\ t_2 := x \cdot \mathsf{PI}\left(\right)\\ \frac{\sin \left(t\_1 \cdot x\right)}{t\_1 \cdot \left(x \cdot t\_2\right)} \cdot \sin t\_2 \end{array} \end{array} \]
(FPCore (x tau)
 :precision binary32
 (let* ((t_1 (* tau (PI))) (t_2 (* x (PI))))
   (* (/ (sin (* t_1 x)) (* t_1 (* x t_2))) (sin t_2))))
\begin{array}{l}

\\
\begin{array}{l}
t_1 := tau \cdot \mathsf{PI}\left(\right)\\
t_2 := x \cdot \mathsf{PI}\left(\right)\\
\frac{\sin \left(t\_1 \cdot x\right)}{t\_1 \cdot \left(x \cdot t\_2\right)} \cdot \sin t\_2
\end{array}
\end{array}
Derivation
  1. Initial program 98.0%

    \[\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
  2. Add Preprocessing
  3. Step-by-step derivation
    1. lift-*.f32N/A

      \[\leadsto \color{blue}{\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)}} \]
    2. lift-/.f32N/A

      \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \color{blue}{\frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)}} \]
    3. associate-*r/N/A

      \[\leadsto \color{blue}{\frac{\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)}} \]
    4. lower-/.f32N/A

      \[\leadsto \color{blue}{\frac{\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)}} \]
  4. Applied rewrites98.0%

    \[\leadsto \color{blue}{\frac{\sin \left(\mathsf{PI}\left(\right) \cdot x\right) \cdot \frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}{tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)}}{\mathsf{PI}\left(\right) \cdot x}} \]
  5. Step-by-step derivation
    1. lift-/.f32N/A

      \[\leadsto \color{blue}{\frac{\sin \left(\mathsf{PI}\left(\right) \cdot x\right) \cdot \frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}{tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)}}{\mathsf{PI}\left(\right) \cdot x}} \]
    2. lift-*.f32N/A

      \[\leadsto \frac{\color{blue}{\sin \left(\mathsf{PI}\left(\right) \cdot x\right) \cdot \frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}{tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)}}}{\mathsf{PI}\left(\right) \cdot x} \]
    3. associate-/l*N/A

      \[\leadsto \color{blue}{\sin \left(\mathsf{PI}\left(\right) \cdot x\right) \cdot \frac{\frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}{tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)}}{\mathsf{PI}\left(\right) \cdot x}} \]
    4. *-commutativeN/A

      \[\leadsto \color{blue}{\frac{\frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}{tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)}}{\mathsf{PI}\left(\right) \cdot x} \cdot \sin \left(\mathsf{PI}\left(\right) \cdot x\right)} \]
    5. lower-*.f32N/A

      \[\leadsto \color{blue}{\frac{\frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}{tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)}}{\mathsf{PI}\left(\right) \cdot x} \cdot \sin \left(\mathsf{PI}\left(\right) \cdot x\right)} \]
  6. Applied rewrites97.4%

    \[\leadsto \color{blue}{\frac{\sin \left(\left(tau \cdot \mathsf{PI}\left(\right)\right) \cdot x\right)}{\left(tau \cdot \mathsf{PI}\left(\right)\right) \cdot \left(x \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)\right)} \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)} \]
  7. Add Preprocessing

Alternative 7: 97.4% accurate, 1.0× speedup?

\[\begin{array}{l} \\ \begin{array}{l} t_1 := tau \cdot \mathsf{PI}\left(\right)\\ t_2 := x \cdot \mathsf{PI}\left(\right)\\ \sin \left(t\_1 \cdot x\right) \cdot \frac{\sin t\_2}{t\_1 \cdot \left(x \cdot t\_2\right)} \end{array} \end{array} \]
(FPCore (x tau)
 :precision binary32
 (let* ((t_1 (* tau (PI))) (t_2 (* x (PI))))
   (* (sin (* t_1 x)) (/ (sin t_2) (* t_1 (* x t_2))))))
\begin{array}{l}

\\
\begin{array}{l}
t_1 := tau \cdot \mathsf{PI}\left(\right)\\
t_2 := x \cdot \mathsf{PI}\left(\right)\\
\sin \left(t\_1 \cdot x\right) \cdot \frac{\sin t\_2}{t\_1 \cdot \left(x \cdot t\_2\right)}
\end{array}
\end{array}
Derivation
  1. Initial program 98.0%

    \[\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
  2. Add Preprocessing
  3. Step-by-step derivation
    1. lift-*.f32N/A

      \[\leadsto \color{blue}{\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)}} \]
    2. lift-/.f32N/A

      \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \color{blue}{\frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)}} \]
    3. associate-*r/N/A

      \[\leadsto \color{blue}{\frac{\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)}} \]
    4. lower-/.f32N/A

      \[\leadsto \color{blue}{\frac{\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)}} \]
  4. Applied rewrites98.0%

    \[\leadsto \color{blue}{\frac{\sin \left(\mathsf{PI}\left(\right) \cdot x\right) \cdot \frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}{tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)}}{\mathsf{PI}\left(\right) \cdot x}} \]
  5. Step-by-step derivation
    1. lift-/.f32N/A

      \[\leadsto \color{blue}{\frac{\sin \left(\mathsf{PI}\left(\right) \cdot x\right) \cdot \frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}{tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)}}{\mathsf{PI}\left(\right) \cdot x}} \]
    2. lift-*.f32N/A

      \[\leadsto \frac{\color{blue}{\sin \left(\mathsf{PI}\left(\right) \cdot x\right) \cdot \frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}{tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)}}}{\mathsf{PI}\left(\right) \cdot x} \]
    3. *-commutativeN/A

      \[\leadsto \frac{\color{blue}{\frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}{tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)} \cdot \sin \left(\mathsf{PI}\left(\right) \cdot x\right)}}{\mathsf{PI}\left(\right) \cdot x} \]
    4. lift-*.f32N/A

      \[\leadsto \frac{\frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}{tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)} \cdot \sin \left(\mathsf{PI}\left(\right) \cdot x\right)}{\color{blue}{\mathsf{PI}\left(\right) \cdot x}} \]
    5. *-commutativeN/A

      \[\leadsto \frac{\frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}{tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)} \cdot \sin \left(\mathsf{PI}\left(\right) \cdot x\right)}{\color{blue}{x \cdot \mathsf{PI}\left(\right)}} \]
    6. lift-*.f32N/A

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

      \[\leadsto \color{blue}{\frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}{tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)} \cdot \frac{\sin \left(\mathsf{PI}\left(\right) \cdot x\right)}{x \cdot \mathsf{PI}\left(\right)}} \]
    8. lift-/.f32N/A

      \[\leadsto \color{blue}{\frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}{tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)}} \cdot \frac{\sin \left(\mathsf{PI}\left(\right) \cdot x\right)}{x \cdot \mathsf{PI}\left(\right)} \]
    9. frac-timesN/A

      \[\leadsto \color{blue}{\frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right) \cdot \sin \left(\mathsf{PI}\left(\right) \cdot x\right)}{\left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right) \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)}} \]
  6. Applied rewrites97.2%

    \[\leadsto \color{blue}{\sin \left(\left(tau \cdot \mathsf{PI}\left(\right)\right) \cdot x\right) \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{\left(tau \cdot \mathsf{PI}\left(\right)\right) \cdot \left(x \cdot \left(x \cdot \mathsf{PI}\left(\right)\right)\right)}} \]
  7. Add Preprocessing

Alternative 8: 85.0% accurate, 1.6× speedup?

\[\begin{array}{l} \\ \begin{array}{l} t_1 := \left(x \cdot tau\right) \cdot \mathsf{PI}\left(\right)\\ \frac{\sin t\_1}{t\_1} \cdot \mathsf{fma}\left(\left(-0.16666666666666666 \cdot x\right) \cdot x, \mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right), 1\right) \end{array} \end{array} \]
(FPCore (x tau)
 :precision binary32
 (let* ((t_1 (* (* x tau) (PI))))
   (*
    (/ (sin t_1) t_1)
    (fma (* (* -0.16666666666666666 x) x) (* (PI) (PI)) 1.0))))
\begin{array}{l}

\\
\begin{array}{l}
t_1 := \left(x \cdot tau\right) \cdot \mathsf{PI}\left(\right)\\
\frac{\sin t\_1}{t\_1} \cdot \mathsf{fma}\left(\left(-0.16666666666666666 \cdot x\right) \cdot x, \mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right), 1\right)
\end{array}
\end{array}
Derivation
  1. Initial program 98.0%

    \[\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
  2. Add Preprocessing
  3. Taylor expanded in x around 0

    \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \color{blue}{\left(1 + \frac{-1}{6} \cdot \left({x}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right)\right)} \]
  4. Step-by-step derivation
    1. +-commutativeN/A

      \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \color{blue}{\left(\frac{-1}{6} \cdot \left({x}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right) + 1\right)} \]
    2. associate-*r*N/A

      \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \left(\color{blue}{\left(\frac{-1}{6} \cdot {x}^{2}\right) \cdot {\mathsf{PI}\left(\right)}^{2}} + 1\right) \]
    3. lower-fma.f32N/A

      \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \color{blue}{\mathsf{fma}\left(\frac{-1}{6} \cdot {x}^{2}, {\mathsf{PI}\left(\right)}^{2}, 1\right)} \]
    4. unpow2N/A

      \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \mathsf{fma}\left(\frac{-1}{6} \cdot \color{blue}{\left(x \cdot x\right)}, {\mathsf{PI}\left(\right)}^{2}, 1\right) \]
    5. associate-*r*N/A

      \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \mathsf{fma}\left(\color{blue}{\left(\frac{-1}{6} \cdot x\right) \cdot x}, {\mathsf{PI}\left(\right)}^{2}, 1\right) \]
    6. lower-*.f32N/A

      \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \mathsf{fma}\left(\color{blue}{\left(\frac{-1}{6} \cdot x\right) \cdot x}, {\mathsf{PI}\left(\right)}^{2}, 1\right) \]
    7. lower-*.f32N/A

      \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \mathsf{fma}\left(\color{blue}{\left(\frac{-1}{6} \cdot x\right)} \cdot x, {\mathsf{PI}\left(\right)}^{2}, 1\right) \]
    8. unpow2N/A

      \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \mathsf{fma}\left(\left(\frac{-1}{6} \cdot x\right) \cdot x, \color{blue}{\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)}, 1\right) \]
    9. lower-*.f32N/A

      \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \mathsf{fma}\left(\left(\frac{-1}{6} \cdot x\right) \cdot x, \color{blue}{\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)}, 1\right) \]
    10. lower-PI.f32N/A

      \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \mathsf{fma}\left(\left(\frac{-1}{6} \cdot x\right) \cdot x, \color{blue}{\mathsf{PI}\left(\right)} \cdot \mathsf{PI}\left(\right), 1\right) \]
    11. lower-PI.f3286.3

      \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \mathsf{fma}\left(\left(-0.16666666666666666 \cdot x\right) \cdot x, \mathsf{PI}\left(\right) \cdot \color{blue}{\mathsf{PI}\left(\right)}, 1\right) \]
  5. Applied rewrites86.3%

    \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \color{blue}{\mathsf{fma}\left(\left(-0.16666666666666666 \cdot x\right) \cdot x, \mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right), 1\right)} \]
  6. Step-by-step derivation
    1. Applied rewrites86.3%

      \[\leadsto \color{blue}{\frac{\sin \left(\left(x \cdot tau\right) \cdot \mathsf{PI}\left(\right)\right)}{\left(x \cdot tau\right) \cdot \mathsf{PI}\left(\right)}} \cdot \mathsf{fma}\left(\left(-0.16666666666666666 \cdot x\right) \cdot x, \mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right), 1\right) \]
    2. Add Preprocessing

    Alternative 9: 79.0% accurate, 4.4× speedup?

    \[\begin{array}{l} \\ \begin{array}{l} t_1 := \mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\\ \mathsf{fma}\left(-0.16666666666666666 \cdot \left(tau \cdot tau\right), t\_1 \cdot \left(x \cdot x\right), 1\right) \cdot \mathsf{fma}\left(\left(-0.16666666666666666 \cdot x\right) \cdot x, t\_1, 1\right) \end{array} \end{array} \]
    (FPCore (x tau)
     :precision binary32
     (let* ((t_1 (* (PI) (PI))))
       (*
        (fma (* -0.16666666666666666 (* tau tau)) (* t_1 (* x x)) 1.0)
        (fma (* (* -0.16666666666666666 x) x) t_1 1.0))))
    \begin{array}{l}
    
    \\
    \begin{array}{l}
    t_1 := \mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\\
    \mathsf{fma}\left(-0.16666666666666666 \cdot \left(tau \cdot tau\right), t\_1 \cdot \left(x \cdot x\right), 1\right) \cdot \mathsf{fma}\left(\left(-0.16666666666666666 \cdot x\right) \cdot x, t\_1, 1\right)
    \end{array}
    \end{array}
    
    Derivation
    1. Initial program 98.0%

      \[\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
    2. Add Preprocessing
    3. Taylor expanded in x around 0

      \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \color{blue}{\left(1 + \frac{-1}{6} \cdot \left({x}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right)\right)} \]
    4. Step-by-step derivation
      1. +-commutativeN/A

        \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \color{blue}{\left(\frac{-1}{6} \cdot \left({x}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right) + 1\right)} \]
      2. associate-*r*N/A

        \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \left(\color{blue}{\left(\frac{-1}{6} \cdot {x}^{2}\right) \cdot {\mathsf{PI}\left(\right)}^{2}} + 1\right) \]
      3. lower-fma.f32N/A

        \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \color{blue}{\mathsf{fma}\left(\frac{-1}{6} \cdot {x}^{2}, {\mathsf{PI}\left(\right)}^{2}, 1\right)} \]
      4. unpow2N/A

        \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \mathsf{fma}\left(\frac{-1}{6} \cdot \color{blue}{\left(x \cdot x\right)}, {\mathsf{PI}\left(\right)}^{2}, 1\right) \]
      5. associate-*r*N/A

        \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \mathsf{fma}\left(\color{blue}{\left(\frac{-1}{6} \cdot x\right) \cdot x}, {\mathsf{PI}\left(\right)}^{2}, 1\right) \]
      6. lower-*.f32N/A

        \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \mathsf{fma}\left(\color{blue}{\left(\frac{-1}{6} \cdot x\right) \cdot x}, {\mathsf{PI}\left(\right)}^{2}, 1\right) \]
      7. lower-*.f32N/A

        \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \mathsf{fma}\left(\color{blue}{\left(\frac{-1}{6} \cdot x\right)} \cdot x, {\mathsf{PI}\left(\right)}^{2}, 1\right) \]
      8. unpow2N/A

        \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \mathsf{fma}\left(\left(\frac{-1}{6} \cdot x\right) \cdot x, \color{blue}{\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)}, 1\right) \]
      9. lower-*.f32N/A

        \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \mathsf{fma}\left(\left(\frac{-1}{6} \cdot x\right) \cdot x, \color{blue}{\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)}, 1\right) \]
      10. lower-PI.f32N/A

        \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \mathsf{fma}\left(\left(\frac{-1}{6} \cdot x\right) \cdot x, \color{blue}{\mathsf{PI}\left(\right)} \cdot \mathsf{PI}\left(\right), 1\right) \]
      11. lower-PI.f3286.3

        \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \mathsf{fma}\left(\left(-0.16666666666666666 \cdot x\right) \cdot x, \mathsf{PI}\left(\right) \cdot \color{blue}{\mathsf{PI}\left(\right)}, 1\right) \]
    5. Applied rewrites86.3%

      \[\leadsto \frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \color{blue}{\mathsf{fma}\left(\left(-0.16666666666666666 \cdot x\right) \cdot x, \mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right), 1\right)} \]
    6. Taylor expanded in x around 0

      \[\leadsto \color{blue}{\left(1 + \frac{-1}{6} \cdot \left({tau}^{2} \cdot \left({x}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right)\right)\right)} \cdot \mathsf{fma}\left(\left(\frac{-1}{6} \cdot x\right) \cdot x, \mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right), 1\right) \]
    7. Step-by-step derivation
      1. +-commutativeN/A

        \[\leadsto \color{blue}{\left(\frac{-1}{6} \cdot \left({tau}^{2} \cdot \left({x}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right)\right) + 1\right)} \cdot \mathsf{fma}\left(\left(\frac{-1}{6} \cdot x\right) \cdot x, \mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right), 1\right) \]
      2. associate-*r*N/A

        \[\leadsto \left(\color{blue}{\left(\frac{-1}{6} \cdot {tau}^{2}\right) \cdot \left({x}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right)} + 1\right) \cdot \mathsf{fma}\left(\left(\frac{-1}{6} \cdot x\right) \cdot x, \mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right), 1\right) \]
      3. lower-fma.f32N/A

        \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{-1}{6} \cdot {tau}^{2}, {x}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}, 1\right)} \cdot \mathsf{fma}\left(\left(\frac{-1}{6} \cdot x\right) \cdot x, \mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right), 1\right) \]
      4. lower-*.f32N/A

        \[\leadsto \mathsf{fma}\left(\color{blue}{\frac{-1}{6} \cdot {tau}^{2}}, {x}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}, 1\right) \cdot \mathsf{fma}\left(\left(\frac{-1}{6} \cdot x\right) \cdot x, \mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right), 1\right) \]
      5. unpow2N/A

        \[\leadsto \mathsf{fma}\left(\frac{-1}{6} \cdot \color{blue}{\left(tau \cdot tau\right)}, {x}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}, 1\right) \cdot \mathsf{fma}\left(\left(\frac{-1}{6} \cdot x\right) \cdot x, \mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right), 1\right) \]
      6. lower-*.f32N/A

        \[\leadsto \mathsf{fma}\left(\frac{-1}{6} \cdot \color{blue}{\left(tau \cdot tau\right)}, {x}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}, 1\right) \cdot \mathsf{fma}\left(\left(\frac{-1}{6} \cdot x\right) \cdot x, \mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right), 1\right) \]
      7. *-commutativeN/A

        \[\leadsto \mathsf{fma}\left(\frac{-1}{6} \cdot \left(tau \cdot tau\right), \color{blue}{{\mathsf{PI}\left(\right)}^{2} \cdot {x}^{2}}, 1\right) \cdot \mathsf{fma}\left(\left(\frac{-1}{6} \cdot x\right) \cdot x, \mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right), 1\right) \]
      8. lower-*.f32N/A

        \[\leadsto \mathsf{fma}\left(\frac{-1}{6} \cdot \left(tau \cdot tau\right), \color{blue}{{\mathsf{PI}\left(\right)}^{2} \cdot {x}^{2}}, 1\right) \cdot \mathsf{fma}\left(\left(\frac{-1}{6} \cdot x\right) \cdot x, \mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right), 1\right) \]
      9. unpow2N/A

        \[\leadsto \mathsf{fma}\left(\frac{-1}{6} \cdot \left(tau \cdot tau\right), \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right)} \cdot {x}^{2}, 1\right) \cdot \mathsf{fma}\left(\left(\frac{-1}{6} \cdot x\right) \cdot x, \mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right), 1\right) \]
      10. lower-*.f32N/A

        \[\leadsto \mathsf{fma}\left(\frac{-1}{6} \cdot \left(tau \cdot tau\right), \color{blue}{\left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right)} \cdot {x}^{2}, 1\right) \cdot \mathsf{fma}\left(\left(\frac{-1}{6} \cdot x\right) \cdot x, \mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right), 1\right) \]
      11. lower-PI.f32N/A

        \[\leadsto \mathsf{fma}\left(\frac{-1}{6} \cdot \left(tau \cdot tau\right), \left(\color{blue}{\mathsf{PI}\left(\right)} \cdot \mathsf{PI}\left(\right)\right) \cdot {x}^{2}, 1\right) \cdot \mathsf{fma}\left(\left(\frac{-1}{6} \cdot x\right) \cdot x, \mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right), 1\right) \]
      12. lower-PI.f32N/A

        \[\leadsto \mathsf{fma}\left(\frac{-1}{6} \cdot \left(tau \cdot tau\right), \left(\mathsf{PI}\left(\right) \cdot \color{blue}{\mathsf{PI}\left(\right)}\right) \cdot {x}^{2}, 1\right) \cdot \mathsf{fma}\left(\left(\frac{-1}{6} \cdot x\right) \cdot x, \mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right), 1\right) \]
      13. unpow2N/A

        \[\leadsto \mathsf{fma}\left(\frac{-1}{6} \cdot \left(tau \cdot tau\right), \left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \color{blue}{\left(x \cdot x\right)}, 1\right) \cdot \mathsf{fma}\left(\left(\frac{-1}{6} \cdot x\right) \cdot x, \mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right), 1\right) \]
      14. lower-*.f3280.9

        \[\leadsto \mathsf{fma}\left(-0.16666666666666666 \cdot \left(tau \cdot tau\right), \left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \color{blue}{\left(x \cdot x\right)}, 1\right) \cdot \mathsf{fma}\left(\left(-0.16666666666666666 \cdot x\right) \cdot x, \mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right), 1\right) \]
    8. Applied rewrites80.9%

      \[\leadsto \color{blue}{\mathsf{fma}\left(-0.16666666666666666 \cdot \left(tau \cdot tau\right), \left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \left(x \cdot x\right), 1\right)} \cdot \mathsf{fma}\left(\left(-0.16666666666666666 \cdot x\right) \cdot x, \mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right), 1\right) \]
    9. Add Preprocessing

    Alternative 10: 78.3% accurate, 7.8× speedup?

    \[\begin{array}{l} \\ \mathsf{fma}\left(\mathsf{fma}\left(tau, tau, 1\right) \cdot \left(\left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right) \cdot -0.16666666666666666\right), x \cdot x, 1\right) \end{array} \]
    (FPCore (x tau)
     :precision binary32
     (fma
      (* (fma tau tau 1.0) (* (* (PI) (PI)) -0.16666666666666666))
      (* x x)
      1.0))
    \begin{array}{l}
    
    \\
    \mathsf{fma}\left(\mathsf{fma}\left(tau, tau, 1\right) \cdot \left(\left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right) \cdot -0.16666666666666666\right), x \cdot x, 1\right)
    \end{array}
    
    Derivation
    1. Initial program 98.0%

      \[\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
    2. Add Preprocessing
    3. Taylor expanded in x around 0

      \[\leadsto \color{blue}{1 + {x}^{2} \cdot \left(\frac{-1}{6} \cdot \left({tau}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right) + \frac{-1}{6} \cdot {\mathsf{PI}\left(\right)}^{2}\right)} \]
    4. Step-by-step derivation
      1. +-commutativeN/A

        \[\leadsto \color{blue}{{x}^{2} \cdot \left(\frac{-1}{6} \cdot \left({tau}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right) + \frac{-1}{6} \cdot {\mathsf{PI}\left(\right)}^{2}\right) + 1} \]
      2. *-commutativeN/A

        \[\leadsto \color{blue}{\left(\frac{-1}{6} \cdot \left({tau}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right) + \frac{-1}{6} \cdot {\mathsf{PI}\left(\right)}^{2}\right) \cdot {x}^{2}} + 1 \]
      3. lower-fma.f32N/A

        \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{-1}{6} \cdot \left({tau}^{2} \cdot {\mathsf{PI}\left(\right)}^{2}\right) + \frac{-1}{6} \cdot {\mathsf{PI}\left(\right)}^{2}, {x}^{2}, 1\right)} \]
    5. Applied rewrites79.8%

      \[\leadsto \color{blue}{\mathsf{fma}\left(\mathsf{fma}\left(tau, tau, 1\right) \cdot \left(\left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right) \cdot -0.16666666666666666\right), x \cdot x, 1\right)} \]
    6. Add Preprocessing

    Alternative 11: 63.1% accurate, 258.0× speedup?

    \[\begin{array}{l} \\ 1 \end{array} \]
    (FPCore (x tau) :precision binary32 1.0)
    float code(float x, float tau) {
    	return 1.0f;
    }
    
    module fmin_fmax_functions
        implicit none
        private
        public fmax
        public fmin
    
        interface fmax
            module procedure fmax88
            module procedure fmax44
            module procedure fmax84
            module procedure fmax48
        end interface
        interface fmin
            module procedure fmin88
            module procedure fmin44
            module procedure fmin84
            module procedure fmin48
        end interface
    contains
        real(8) function fmax88(x, y) result (res)
            real(8), intent (in) :: x
            real(8), intent (in) :: y
            res = merge(y, merge(x, max(x, y), y /= y), x /= x)
        end function
        real(4) function fmax44(x, y) result (res)
            real(4), intent (in) :: x
            real(4), intent (in) :: y
            res = merge(y, merge(x, max(x, y), y /= y), x /= x)
        end function
        real(8) function fmax84(x, y) result(res)
            real(8), intent (in) :: x
            real(4), intent (in) :: y
            res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
        end function
        real(8) function fmax48(x, y) result(res)
            real(4), intent (in) :: x
            real(8), intent (in) :: y
            res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
        end function
        real(8) function fmin88(x, y) result (res)
            real(8), intent (in) :: x
            real(8), intent (in) :: y
            res = merge(y, merge(x, min(x, y), y /= y), x /= x)
        end function
        real(4) function fmin44(x, y) result (res)
            real(4), intent (in) :: x
            real(4), intent (in) :: y
            res = merge(y, merge(x, min(x, y), y /= y), x /= x)
        end function
        real(8) function fmin84(x, y) result(res)
            real(8), intent (in) :: x
            real(4), intent (in) :: y
            res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
        end function
        real(8) function fmin48(x, y) result(res)
            real(4), intent (in) :: x
            real(8), intent (in) :: y
            res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
        end function
    end module
    
    real(4) function code(x, tau)
    use fmin_fmax_functions
        real(4), intent (in) :: x
        real(4), intent (in) :: tau
        code = 1.0e0
    end function
    
    function code(x, tau)
    	return Float32(1.0)
    end
    
    function tmp = code(x, tau)
    	tmp = single(1.0);
    end
    
    \begin{array}{l}
    
    \\
    1
    \end{array}
    
    Derivation
    1. Initial program 98.0%

      \[\frac{\sin \left(\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau\right)}{\left(x \cdot \mathsf{PI}\left(\right)\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{x \cdot \mathsf{PI}\left(\right)} \]
    2. Add Preprocessing
    3. Taylor expanded in x around 0

      \[\leadsto \color{blue}{1} \]
    4. Step-by-step derivation
      1. Applied rewrites63.9%

        \[\leadsto \color{blue}{1} \]
      2. Add Preprocessing

      Reproduce

      ?
      herbie shell --seed 2025015 
      (FPCore (x tau)
        :name "Lanczos kernel"
        :precision binary32
        :pre (and (and (<= 1e-5 x) (<= x 1.0)) (and (<= 1.0 tau) (<= tau 5.0)))
        (* (/ (sin (* (* x (PI)) tau)) (* (* x (PI)) tau)) (/ (sin (* x (PI))) (* x (PI)))))