Lanczos kernel

Percentage Accurate: 98.0% → 97.9%
Time: 15.5s
Alternatives: 16
Speedup: 1.0×

Specification

?
\[\left(10^{-5} \leq x \land x \leq 1\right) \land \left(1 \leq tau \land tau \leq 5\right)\]
\[\begin{array}{l} \\ \begin{array}{l} t_1 := \left(x \cdot \pi\right) \cdot tau\\ \frac{\sin t\_1}{t\_1} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \end{array} \end{array} \]
(FPCore (x tau)
 :precision binary32
 (let* ((t_1 (* (* x PI) tau)))
   (* (/ (sin t_1) t_1) (/ (sin (* x PI)) (* x PI)))))
float code(float x, float tau) {
	float t_1 = (x * ((float) M_PI)) * tau;
	return (sinf(t_1) / t_1) * (sinf((x * ((float) M_PI))) / (x * ((float) M_PI)));
}
function code(x, tau)
	t_1 = Float32(Float32(x * Float32(pi)) * tau)
	return Float32(Float32(sin(t_1) / t_1) * Float32(sin(Float32(x * Float32(pi))) / Float32(x * Float32(pi))))
end
function tmp = code(x, tau)
	t_1 = (x * single(pi)) * tau;
	tmp = (sin(t_1) / t_1) * (sin((x * single(pi))) / (x * single(pi)));
end
\begin{array}{l}

\\
\begin{array}{l}
t_1 := \left(x \cdot \pi\right) \cdot tau\\
\frac{\sin t\_1}{t\_1} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}
\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 16 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: 98.0% accurate, 1.0× speedup?

\[\begin{array}{l} \\ \begin{array}{l} t_1 := \left(x \cdot \pi\right) \cdot tau\\ \frac{\sin t\_1}{t\_1} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \end{array} \end{array} \]
(FPCore (x tau)
 :precision binary32
 (let* ((t_1 (* (* x PI) tau)))
   (* (/ (sin t_1) t_1) (/ (sin (* x PI)) (* x PI)))))
float code(float x, float tau) {
	float t_1 = (x * ((float) M_PI)) * tau;
	return (sinf(t_1) / t_1) * (sinf((x * ((float) M_PI))) / (x * ((float) M_PI)));
}
function code(x, tau)
	t_1 = Float32(Float32(x * Float32(pi)) * tau)
	return Float32(Float32(sin(t_1) / t_1) * Float32(sin(Float32(x * Float32(pi))) / Float32(x * Float32(pi))))
end
function tmp = code(x, tau)
	t_1 = (x * single(pi)) * tau;
	tmp = (sin(t_1) / t_1) * (sin((x * single(pi))) / (x * single(pi)));
end
\begin{array}{l}

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

Alternative 1: 97.9% accurate, 0.3× speedup?

\[\begin{array}{l} \\ \begin{array}{l} t_1 := x \cdot \left(\pi \cdot tau\right)\\ \frac{\sin t\_1}{t\_1} \cdot {\left({\left({\left({\left({\left({\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right)}^{3}\right)}^{0.3333333333333333}\right)}^{3}\right)}^{0.3333333333333333}\right)}^{3}\right)}^{0.3333333333333333} \end{array} \end{array} \]
(FPCore (x tau)
 :precision binary32
 (let* ((t_1 (* x (* PI tau))))
   (*
    (/ (sin t_1) t_1)
    (pow
     (pow
      (pow
       (pow (pow (pow (/ (sin (* x PI)) (* x PI)) 3.0) 0.3333333333333333) 3.0)
       0.3333333333333333)
      3.0)
     0.3333333333333333))))
float code(float x, float tau) {
	float t_1 = x * (((float) M_PI) * tau);
	return (sinf(t_1) / t_1) * powf(powf(powf(powf(powf(powf((sinf((x * ((float) M_PI))) / (x * ((float) M_PI))), 3.0f), 0.3333333333333333f), 3.0f), 0.3333333333333333f), 3.0f), 0.3333333333333333f);
}
function code(x, tau)
	t_1 = Float32(x * Float32(Float32(pi) * tau))
	return Float32(Float32(sin(t_1) / t_1) * ((((((Float32(sin(Float32(x * Float32(pi))) / Float32(x * Float32(pi))) ^ Float32(3.0)) ^ Float32(0.3333333333333333)) ^ Float32(3.0)) ^ Float32(0.3333333333333333)) ^ Float32(3.0)) ^ Float32(0.3333333333333333)))
end
function tmp = code(x, tau)
	t_1 = x * (single(pi) * tau);
	tmp = (sin(t_1) / t_1) * (((((((sin((x * single(pi))) / (x * single(pi))) ^ single(3.0)) ^ single(0.3333333333333333)) ^ single(3.0)) ^ single(0.3333333333333333)) ^ single(3.0)) ^ single(0.3333333333333333));
end
\begin{array}{l}

\\
\begin{array}{l}
t_1 := x \cdot \left(\pi \cdot tau\right)\\
\frac{\sin t\_1}{t\_1} \cdot {\left({\left({\left({\left({\left({\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right)}^{3}\right)}^{0.3333333333333333}\right)}^{3}\right)}^{0.3333333333333333}\right)}^{3}\right)}^{0.3333333333333333}
\end{array}
\end{array}
Derivation
  1. Initial program 98.0%

    \[\frac{\sin \left(\left(x \cdot \pi\right) \cdot tau\right)}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  2. Step-by-step derivation
    1. associate-*l*97.4%

      \[\leadsto \frac{\sin \color{blue}{\left(x \cdot \left(\pi \cdot tau\right)\right)}}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    2. associate-*l*98.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{\color{blue}{x \cdot \left(\pi \cdot tau\right)}} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  3. Simplified98.0%

    \[\leadsto \color{blue}{\frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}} \]
  4. Add Preprocessing
  5. Step-by-step derivation
    1. add-cbrt-cube98.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \color{blue}{\sqrt[3]{\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right) \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}}} \]
    2. pow1/398.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \color{blue}{{\left(\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right) \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right)}^{0.3333333333333333}} \]
    3. pow398.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot {\color{blue}{\left({\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right)}^{3}\right)}}^{0.3333333333333333} \]
  6. Applied egg-rr98.0%

    \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \color{blue}{{\left({\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right)}^{3}\right)}^{0.3333333333333333}} \]
  7. Step-by-step derivation
    1. add-cbrt-cube98.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \color{blue}{\sqrt[3]{\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right) \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}}} \]
    2. pow1/398.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \color{blue}{{\left(\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right) \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right)}^{0.3333333333333333}} \]
    3. pow398.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot {\color{blue}{\left({\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right)}^{3}\right)}}^{0.3333333333333333} \]
  8. Applied egg-rr98.0%

    \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot {\left({\color{blue}{\left({\left({\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right)}^{3}\right)}^{0.3333333333333333}\right)}}^{3}\right)}^{0.3333333333333333} \]
  9. Step-by-step derivation
    1. add-cbrt-cube98.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \color{blue}{\sqrt[3]{\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right) \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}}} \]
    2. pow1/398.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \color{blue}{{\left(\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right) \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right)}^{0.3333333333333333}} \]
    3. pow398.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot {\color{blue}{\left({\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right)}^{3}\right)}}^{0.3333333333333333} \]
  10. Applied egg-rr98.0%

    \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot {\left({\left({\left({\color{blue}{\left({\left({\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right)}^{3}\right)}^{0.3333333333333333}\right)}}^{3}\right)}^{0.3333333333333333}\right)}^{3}\right)}^{0.3333333333333333} \]
  11. Final simplification98.0%

    \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot {\left({\left({\left({\left({\left({\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right)}^{3}\right)}^{0.3333333333333333}\right)}^{3}\right)}^{0.3333333333333333}\right)}^{3}\right)}^{0.3333333333333333} \]
  12. Add Preprocessing

Alternative 2: 97.9% accurate, 0.4× speedup?

\[\begin{array}{l} \\ \begin{array}{l} t_1 := x \cdot \left(\pi \cdot tau\right)\\ \frac{\sin t\_1}{t\_1} \cdot {\left({\left({\left({\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right)}^{3}\right)}^{0.3333333333333333}\right)}^{3}\right)}^{0.3333333333333333} \end{array} \end{array} \]
(FPCore (x tau)
 :precision binary32
 (let* ((t_1 (* x (* PI tau))))
   (*
    (/ (sin t_1) t_1)
    (pow
     (pow (pow (pow (/ (sin (* x PI)) (* x PI)) 3.0) 0.3333333333333333) 3.0)
     0.3333333333333333))))
float code(float x, float tau) {
	float t_1 = x * (((float) M_PI) * tau);
	return (sinf(t_1) / t_1) * powf(powf(powf(powf((sinf((x * ((float) M_PI))) / (x * ((float) M_PI))), 3.0f), 0.3333333333333333f), 3.0f), 0.3333333333333333f);
}
function code(x, tau)
	t_1 = Float32(x * Float32(Float32(pi) * tau))
	return Float32(Float32(sin(t_1) / t_1) * ((((Float32(sin(Float32(x * Float32(pi))) / Float32(x * Float32(pi))) ^ Float32(3.0)) ^ Float32(0.3333333333333333)) ^ Float32(3.0)) ^ Float32(0.3333333333333333)))
end
function tmp = code(x, tau)
	t_1 = x * (single(pi) * tau);
	tmp = (sin(t_1) / t_1) * (((((sin((x * single(pi))) / (x * single(pi))) ^ single(3.0)) ^ single(0.3333333333333333)) ^ single(3.0)) ^ single(0.3333333333333333));
end
\begin{array}{l}

\\
\begin{array}{l}
t_1 := x \cdot \left(\pi \cdot tau\right)\\
\frac{\sin t\_1}{t\_1} \cdot {\left({\left({\left({\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right)}^{3}\right)}^{0.3333333333333333}\right)}^{3}\right)}^{0.3333333333333333}
\end{array}
\end{array}
Derivation
  1. Initial program 98.0%

    \[\frac{\sin \left(\left(x \cdot \pi\right) \cdot tau\right)}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  2. Step-by-step derivation
    1. associate-*l*97.4%

      \[\leadsto \frac{\sin \color{blue}{\left(x \cdot \left(\pi \cdot tau\right)\right)}}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    2. associate-*l*98.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{\color{blue}{x \cdot \left(\pi \cdot tau\right)}} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  3. Simplified98.0%

    \[\leadsto \color{blue}{\frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}} \]
  4. Add Preprocessing
  5. Step-by-step derivation
    1. add-cbrt-cube98.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \color{blue}{\sqrt[3]{\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right) \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}}} \]
    2. pow1/398.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \color{blue}{{\left(\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right) \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right)}^{0.3333333333333333}} \]
    3. pow398.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot {\color{blue}{\left({\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right)}^{3}\right)}}^{0.3333333333333333} \]
  6. Applied egg-rr98.0%

    \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \color{blue}{{\left({\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right)}^{3}\right)}^{0.3333333333333333}} \]
  7. Step-by-step derivation
    1. add-cbrt-cube98.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \color{blue}{\sqrt[3]{\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right) \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}}} \]
    2. pow1/398.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \color{blue}{{\left(\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right) \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right)}^{0.3333333333333333}} \]
    3. pow398.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot {\color{blue}{\left({\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right)}^{3}\right)}}^{0.3333333333333333} \]
  8. Applied egg-rr98.0%

    \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot {\left({\color{blue}{\left({\left({\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right)}^{3}\right)}^{0.3333333333333333}\right)}}^{3}\right)}^{0.3333333333333333} \]
  9. Final simplification98.0%

    \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot {\left({\left({\left({\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right)}^{3}\right)}^{0.3333333333333333}\right)}^{3}\right)}^{0.3333333333333333} \]
  10. Add Preprocessing

Alternative 3: 97.4% accurate, 1.0× speedup?

\[\begin{array}{l} \\ \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \cdot \frac{\sin \left(tau \cdot \left(x \cdot \pi\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \end{array} \]
(FPCore (x tau)
 :precision binary32
 (* (/ (sin (* x PI)) (* x PI)) (/ (sin (* tau (* x PI))) (* x (* PI tau)))))
float code(float x, float tau) {
	return (sinf((x * ((float) M_PI))) / (x * ((float) M_PI))) * (sinf((tau * (x * ((float) M_PI)))) / (x * (((float) M_PI) * tau)));
}
function code(x, tau)
	return Float32(Float32(sin(Float32(x * Float32(pi))) / Float32(x * Float32(pi))) * Float32(sin(Float32(tau * Float32(x * Float32(pi)))) / Float32(x * Float32(Float32(pi) * tau))))
end
function tmp = code(x, tau)
	tmp = (sin((x * single(pi))) / (x * single(pi))) * (sin((tau * (x * single(pi)))) / (x * (single(pi) * tau)));
end
\begin{array}{l}

\\
\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \cdot \frac{\sin \left(tau \cdot \left(x \cdot \pi\right)\right)}{x \cdot \left(\pi \cdot tau\right)}
\end{array}
Derivation
  1. Initial program 98.0%

    \[\frac{\sin \left(\left(x \cdot \pi\right) \cdot tau\right)}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  2. Step-by-step derivation
    1. associate-*l*97.4%

      \[\leadsto \frac{\sin \color{blue}{\left(x \cdot \left(\pi \cdot tau\right)\right)}}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    2. associate-*l*98.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{\color{blue}{x \cdot \left(\pi \cdot tau\right)}} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  3. Simplified98.0%

    \[\leadsto \color{blue}{\frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}} \]
  4. Add Preprocessing
  5. Taylor expanded in x around inf 97.4%

    \[\leadsto \frac{\color{blue}{\sin \left(tau \cdot \left(x \cdot \pi\right)\right)}}{x \cdot \left(\pi \cdot tau\right)} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  6. Final simplification97.4%

    \[\leadsto \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \cdot \frac{\sin \left(tau \cdot \left(x \cdot \pi\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \]
  7. Add Preprocessing

Alternative 4: 97.9% accurate, 1.0× speedup?

\[\begin{array}{l} \\ \begin{array}{l} t_1 := x \cdot \left(\pi \cdot tau\right)\\ \frac{\sin t\_1}{t\_1} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \end{array} \end{array} \]
(FPCore (x tau)
 :precision binary32
 (let* ((t_1 (* x (* PI tau))))
   (* (/ (sin t_1) t_1) (/ (sin (* x PI)) (* x PI)))))
float code(float x, float tau) {
	float t_1 = x * (((float) M_PI) * tau);
	return (sinf(t_1) / t_1) * (sinf((x * ((float) M_PI))) / (x * ((float) M_PI)));
}
function code(x, tau)
	t_1 = Float32(x * Float32(Float32(pi) * tau))
	return Float32(Float32(sin(t_1) / t_1) * Float32(sin(Float32(x * Float32(pi))) / Float32(x * Float32(pi))))
end
function tmp = code(x, tau)
	t_1 = x * (single(pi) * tau);
	tmp = (sin(t_1) / t_1) * (sin((x * single(pi))) / (x * single(pi)));
end
\begin{array}{l}

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

    \[\frac{\sin \left(\left(x \cdot \pi\right) \cdot tau\right)}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  2. Step-by-step derivation
    1. associate-*l*97.4%

      \[\leadsto \frac{\sin \color{blue}{\left(x \cdot \left(\pi \cdot tau\right)\right)}}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    2. associate-*l*98.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{\color{blue}{x \cdot \left(\pi \cdot tau\right)}} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  3. Simplified98.0%

    \[\leadsto \color{blue}{\frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}} \]
  4. Add Preprocessing
  5. Final simplification98.0%

    \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  6. Add Preprocessing

Alternative 5: 97.9% accurate, 1.0× speedup?

\[\begin{array}{l} \\ \begin{array}{l} t_1 := \pi \cdot \left(x \cdot tau\right)\\ \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \cdot \frac{\sin t\_1}{t\_1} \end{array} \end{array} \]
(FPCore (x tau)
 :precision binary32
 (let* ((t_1 (* PI (* x tau))))
   (* (/ (sin (* x PI)) (* x PI)) (/ (sin t_1) t_1))))
float code(float x, float tau) {
	float t_1 = ((float) M_PI) * (x * tau);
	return (sinf((x * ((float) M_PI))) / (x * ((float) M_PI))) * (sinf(t_1) / t_1);
}
function code(x, tau)
	t_1 = Float32(Float32(pi) * Float32(x * tau))
	return Float32(Float32(sin(Float32(x * Float32(pi))) / Float32(x * Float32(pi))) * Float32(sin(t_1) / t_1))
end
function tmp = code(x, tau)
	t_1 = single(pi) * (x * tau);
	tmp = (sin((x * single(pi))) / (x * single(pi))) * (sin(t_1) / t_1);
end
\begin{array}{l}

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

    \[\frac{\sin \left(\left(x \cdot \pi\right) \cdot tau\right)}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  2. Step-by-step derivation
    1. *-commutative98.0%

      \[\leadsto \frac{\sin \left(\left(x \cdot \pi\right) \cdot tau\right)}{\color{blue}{\left(\pi \cdot x\right)} \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    2. associate-*l*97.6%

      \[\leadsto \frac{\sin \left(\left(x \cdot \pi\right) \cdot tau\right)}{\color{blue}{\pi \cdot \left(x \cdot tau\right)}} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    3. *-commutative97.6%

      \[\leadsto \frac{\sin \left(\color{blue}{\left(\pi \cdot x\right)} \cdot tau\right)}{\pi \cdot \left(x \cdot tau\right)} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    4. associate-*l*98.0%

      \[\leadsto \frac{\sin \color{blue}{\left(\pi \cdot \left(x \cdot tau\right)\right)}}{\pi \cdot \left(x \cdot tau\right)} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  3. Simplified98.0%

    \[\leadsto \color{blue}{\frac{\sin \left(\pi \cdot \left(x \cdot tau\right)\right)}{\pi \cdot \left(x \cdot tau\right)} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}} \]
  4. Add Preprocessing
  5. Final simplification98.0%

    \[\leadsto \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \cdot \frac{\sin \left(\pi \cdot \left(x \cdot tau\right)\right)}{\pi \cdot \left(x \cdot tau\right)} \]
  6. Add Preprocessing

Alternative 6: 98.0% accurate, 1.0× speedup?

\[\begin{array}{l} \\ \begin{array}{l} t_1 := tau \cdot \left(x \cdot \pi\right)\\ \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \cdot \frac{\sin t\_1}{t\_1} \end{array} \end{array} \]
(FPCore (x tau)
 :precision binary32
 (let* ((t_1 (* tau (* x PI))))
   (* (/ (sin (* x PI)) (* x PI)) (/ (sin t_1) t_1))))
float code(float x, float tau) {
	float t_1 = tau * (x * ((float) M_PI));
	return (sinf((x * ((float) M_PI))) / (x * ((float) M_PI))) * (sinf(t_1) / t_1);
}
function code(x, tau)
	t_1 = Float32(tau * Float32(x * Float32(pi)))
	return Float32(Float32(sin(Float32(x * Float32(pi))) / Float32(x * Float32(pi))) * Float32(sin(t_1) / t_1))
end
function tmp = code(x, tau)
	t_1 = tau * (x * single(pi));
	tmp = (sin((x * single(pi))) / (x * single(pi))) * (sin(t_1) / t_1);
end
\begin{array}{l}

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

    \[\frac{\sin \left(\left(x \cdot \pi\right) \cdot tau\right)}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  2. Add Preprocessing
  3. Final simplification98.0%

    \[\leadsto \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \cdot \frac{\sin \left(tau \cdot \left(x \cdot \pi\right)\right)}{tau \cdot \left(x \cdot \pi\right)} \]
  4. Add Preprocessing

Alternative 7: 70.8% accurate, 1.0× speedup?

\[\begin{array}{l} \\ \begin{array}{l} t_1 := tau \cdot \left(x \cdot \pi\right)\\ {1}^{0.3333333333333333} \cdot \frac{\sin t\_1}{t\_1} \end{array} \end{array} \]
(FPCore (x tau)
 :precision binary32
 (let* ((t_1 (* tau (* x PI))))
   (* (pow 1.0 0.3333333333333333) (/ (sin t_1) t_1))))
float code(float x, float tau) {
	float t_1 = tau * (x * ((float) M_PI));
	return powf(1.0f, 0.3333333333333333f) * (sinf(t_1) / t_1);
}
function code(x, tau)
	t_1 = Float32(tau * Float32(x * Float32(pi)))
	return Float32((Float32(1.0) ^ Float32(0.3333333333333333)) * Float32(sin(t_1) / t_1))
end
function tmp = code(x, tau)
	t_1 = tau * (x * single(pi));
	tmp = (single(1.0) ^ single(0.3333333333333333)) * (sin(t_1) / t_1);
end
\begin{array}{l}

\\
\begin{array}{l}
t_1 := tau \cdot \left(x \cdot \pi\right)\\
{1}^{0.3333333333333333} \cdot \frac{\sin t\_1}{t\_1}
\end{array}
\end{array}
Derivation
  1. Initial program 98.0%

    \[\frac{\sin \left(\left(x \cdot \pi\right) \cdot tau\right)}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  2. Step-by-step derivation
    1. associate-*l*97.4%

      \[\leadsto \frac{\sin \color{blue}{\left(x \cdot \left(\pi \cdot tau\right)\right)}}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    2. associate-*l*98.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{\color{blue}{x \cdot \left(\pi \cdot tau\right)}} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  3. Simplified98.0%

    \[\leadsto \color{blue}{\frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}} \]
  4. Add Preprocessing
  5. Step-by-step derivation
    1. add-cbrt-cube98.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \color{blue}{\sqrt[3]{\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right) \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}}} \]
    2. pow1/398.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \color{blue}{{\left(\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right) \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right)}^{0.3333333333333333}} \]
    3. pow398.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot {\color{blue}{\left({\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right)}^{3}\right)}}^{0.3333333333333333} \]
  6. Applied egg-rr98.0%

    \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \color{blue}{{\left({\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right)}^{3}\right)}^{0.3333333333333333}} \]
  7. Taylor expanded in x around 0 71.5%

    \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot {\color{blue}{1}}^{0.3333333333333333} \]
  8. Taylor expanded in x around inf 71.5%

    \[\leadsto \color{blue}{\frac{\sin \left(tau \cdot \left(x \cdot \pi\right)\right)}{tau \cdot \left(x \cdot \pi\right)}} \cdot {1}^{0.3333333333333333} \]
  9. Final simplification71.5%

    \[\leadsto {1}^{0.3333333333333333} \cdot \frac{\sin \left(tau \cdot \left(x \cdot \pi\right)\right)}{tau \cdot \left(x \cdot \pi\right)} \]
  10. Add Preprocessing

Alternative 8: 70.8% accurate, 1.0× speedup?

\[\begin{array}{l} \\ \begin{array}{l} t_1 := x \cdot \left(\pi \cdot tau\right)\\ \frac{\sin t\_1}{t\_1} \cdot {1}^{0.3333333333333333} \end{array} \end{array} \]
(FPCore (x tau)
 :precision binary32
 (let* ((t_1 (* x (* PI tau))))
   (* (/ (sin t_1) t_1) (pow 1.0 0.3333333333333333))))
float code(float x, float tau) {
	float t_1 = x * (((float) M_PI) * tau);
	return (sinf(t_1) / t_1) * powf(1.0f, 0.3333333333333333f);
}
function code(x, tau)
	t_1 = Float32(x * Float32(Float32(pi) * tau))
	return Float32(Float32(sin(t_1) / t_1) * (Float32(1.0) ^ Float32(0.3333333333333333)))
end
function tmp = code(x, tau)
	t_1 = x * (single(pi) * tau);
	tmp = (sin(t_1) / t_1) * (single(1.0) ^ single(0.3333333333333333));
end
\begin{array}{l}

\\
\begin{array}{l}
t_1 := x \cdot \left(\pi \cdot tau\right)\\
\frac{\sin t\_1}{t\_1} \cdot {1}^{0.3333333333333333}
\end{array}
\end{array}
Derivation
  1. Initial program 98.0%

    \[\frac{\sin \left(\left(x \cdot \pi\right) \cdot tau\right)}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  2. Step-by-step derivation
    1. associate-*l*97.4%

      \[\leadsto \frac{\sin \color{blue}{\left(x \cdot \left(\pi \cdot tau\right)\right)}}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    2. associate-*l*98.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{\color{blue}{x \cdot \left(\pi \cdot tau\right)}} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  3. Simplified98.0%

    \[\leadsto \color{blue}{\frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}} \]
  4. Add Preprocessing
  5. Step-by-step derivation
    1. add-cbrt-cube98.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \color{blue}{\sqrt[3]{\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right) \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}}} \]
    2. pow1/398.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \color{blue}{{\left(\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right) \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right)}^{0.3333333333333333}} \]
    3. pow398.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot {\color{blue}{\left({\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right)}^{3}\right)}}^{0.3333333333333333} \]
  6. Applied egg-rr98.0%

    \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \color{blue}{{\left({\left(\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}\right)}^{3}\right)}^{0.3333333333333333}} \]
  7. Taylor expanded in x around 0 71.5%

    \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot {\color{blue}{1}}^{0.3333333333333333} \]
  8. Final simplification71.5%

    \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot {1}^{0.3333333333333333} \]
  9. Add Preprocessing

Alternative 9: 70.8% accurate, 1.8× speedup?

\[\begin{array}{l} \\ \left(\sin \left(\pi \cdot \left(x \cdot tau\right)\right) \cdot \frac{-1}{\pi \cdot \left(x \cdot \left(-tau\right)\right)}\right) \cdot \frac{x \cdot \pi}{x \cdot \pi} \end{array} \]
(FPCore (x tau)
 :precision binary32
 (*
  (* (sin (* PI (* x tau))) (/ -1.0 (* PI (* x (- tau)))))
  (/ (* x PI) (* x PI))))
float code(float x, float tau) {
	return (sinf((((float) M_PI) * (x * tau))) * (-1.0f / (((float) M_PI) * (x * -tau)))) * ((x * ((float) M_PI)) / (x * ((float) M_PI)));
}
function code(x, tau)
	return Float32(Float32(sin(Float32(Float32(pi) * Float32(x * tau))) * Float32(Float32(-1.0) / Float32(Float32(pi) * Float32(x * Float32(-tau))))) * Float32(Float32(x * Float32(pi)) / Float32(x * Float32(pi))))
end
function tmp = code(x, tau)
	tmp = (sin((single(pi) * (x * tau))) * (single(-1.0) / (single(pi) * (x * -tau)))) * ((x * single(pi)) / (x * single(pi)));
end
\begin{array}{l}

\\
\left(\sin \left(\pi \cdot \left(x \cdot tau\right)\right) \cdot \frac{-1}{\pi \cdot \left(x \cdot \left(-tau\right)\right)}\right) \cdot \frac{x \cdot \pi}{x \cdot \pi}
\end{array}
Derivation
  1. Initial program 98.0%

    \[\frac{\sin \left(\left(x \cdot \pi\right) \cdot tau\right)}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  2. Step-by-step derivation
    1. associate-*l*97.4%

      \[\leadsto \frac{\sin \color{blue}{\left(x \cdot \left(\pi \cdot tau\right)\right)}}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    2. associate-*l*98.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{\color{blue}{x \cdot \left(\pi \cdot tau\right)}} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  3. Simplified98.0%

    \[\leadsto \color{blue}{\frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}} \]
  4. Add Preprocessing
  5. Step-by-step derivation
    1. frac-2neg98.0%

      \[\leadsto \color{blue}{\frac{-\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{-x \cdot \left(\pi \cdot tau\right)}} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    2. div-inv97.9%

      \[\leadsto \color{blue}{\left(\left(-\sin \left(x \cdot \left(\pi \cdot tau\right)\right)\right) \cdot \frac{1}{-x \cdot \left(\pi \cdot tau\right)}\right)} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    3. associate-*r*97.4%

      \[\leadsto \left(\left(-\sin \color{blue}{\left(\left(x \cdot \pi\right) \cdot tau\right)}\right) \cdot \frac{1}{-x \cdot \left(\pi \cdot tau\right)}\right) \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    4. *-commutative97.4%

      \[\leadsto \left(\left(-\sin \left(\color{blue}{\left(\pi \cdot x\right)} \cdot tau\right)\right) \cdot \frac{1}{-x \cdot \left(\pi \cdot tau\right)}\right) \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    5. associate-*r*97.4%

      \[\leadsto \left(\left(-\sin \color{blue}{\left(\pi \cdot \left(x \cdot tau\right)\right)}\right) \cdot \frac{1}{-x \cdot \left(\pi \cdot tau\right)}\right) \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    6. associate-*r*97.5%

      \[\leadsto \left(\left(-\sin \left(\pi \cdot \left(x \cdot tau\right)\right)\right) \cdot \frac{1}{-\color{blue}{\left(x \cdot \pi\right) \cdot tau}}\right) \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    7. *-commutative97.5%

      \[\leadsto \left(\left(-\sin \left(\pi \cdot \left(x \cdot tau\right)\right)\right) \cdot \frac{1}{-\color{blue}{\left(\pi \cdot x\right)} \cdot tau}\right) \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    8. associate-*r*97.9%

      \[\leadsto \left(\left(-\sin \left(\pi \cdot \left(x \cdot tau\right)\right)\right) \cdot \frac{1}{-\color{blue}{\pi \cdot \left(x \cdot tau\right)}}\right) \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    9. distribute-rgt-neg-in97.9%

      \[\leadsto \left(\left(-\sin \left(\pi \cdot \left(x \cdot tau\right)\right)\right) \cdot \frac{1}{\color{blue}{\pi \cdot \left(-x \cdot tau\right)}}\right) \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  6. Applied egg-rr97.9%

    \[\leadsto \color{blue}{\left(\left(-\sin \left(\pi \cdot \left(x \cdot tau\right)\right)\right) \cdot \frac{1}{\pi \cdot \left(-x \cdot tau\right)}\right)} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  7. Taylor expanded in x around 0 71.5%

    \[\leadsto \left(\left(-\sin \left(\pi \cdot \left(x \cdot tau\right)\right)\right) \cdot \frac{1}{\pi \cdot \left(-x \cdot tau\right)}\right) \cdot \frac{\color{blue}{x \cdot \pi}}{x \cdot \pi} \]
  8. Final simplification71.5%

    \[\leadsto \left(\sin \left(\pi \cdot \left(x \cdot tau\right)\right) \cdot \frac{-1}{\pi \cdot \left(x \cdot \left(-tau\right)\right)}\right) \cdot \frac{x \cdot \pi}{x \cdot \pi} \]
  9. Add Preprocessing

Alternative 10: 70.6% accurate, 1.8× speedup?

\[\begin{array}{l} \\ \frac{x \cdot \pi}{x \cdot \pi} \cdot \left(\frac{\sin \left(\pi \cdot \left(x \cdot tau\right)\right)}{x \cdot \pi} \cdot \frac{1}{tau}\right) \end{array} \]
(FPCore (x tau)
 :precision binary32
 (* (/ (* x PI) (* x PI)) (* (/ (sin (* PI (* x tau))) (* x PI)) (/ 1.0 tau))))
float code(float x, float tau) {
	return ((x * ((float) M_PI)) / (x * ((float) M_PI))) * ((sinf((((float) M_PI) * (x * tau))) / (x * ((float) M_PI))) * (1.0f / tau));
}
function code(x, tau)
	return Float32(Float32(Float32(x * Float32(pi)) / Float32(x * Float32(pi))) * Float32(Float32(sin(Float32(Float32(pi) * Float32(x * tau))) / Float32(x * Float32(pi))) * Float32(Float32(1.0) / tau)))
end
function tmp = code(x, tau)
	tmp = ((x * single(pi)) / (x * single(pi))) * ((sin((single(pi) * (x * tau))) / (x * single(pi))) * (single(1.0) / tau));
end
\begin{array}{l}

\\
\frac{x \cdot \pi}{x \cdot \pi} \cdot \left(\frac{\sin \left(\pi \cdot \left(x \cdot tau\right)\right)}{x \cdot \pi} \cdot \frac{1}{tau}\right)
\end{array}
Derivation
  1. Initial program 98.0%

    \[\frac{\sin \left(\left(x \cdot \pi\right) \cdot tau\right)}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  2. Step-by-step derivation
    1. associate-*l*97.4%

      \[\leadsto \frac{\sin \color{blue}{\left(x \cdot \left(\pi \cdot tau\right)\right)}}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    2. associate-*l*98.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{\color{blue}{x \cdot \left(\pi \cdot tau\right)}} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  3. Simplified98.0%

    \[\leadsto \color{blue}{\frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}} \]
  4. Add Preprocessing
  5. Step-by-step derivation
    1. associate-*r*97.4%

      \[\leadsto \frac{\sin \color{blue}{\left(\left(x \cdot \pi\right) \cdot tau\right)}}{x \cdot \left(\pi \cdot tau\right)} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    2. associate-*r*98.0%

      \[\leadsto \frac{\sin \left(\left(x \cdot \pi\right) \cdot tau\right)}{\color{blue}{\left(x \cdot \pi\right) \cdot tau}} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    3. associate-/r*97.7%

      \[\leadsto \color{blue}{\frac{\frac{\sin \left(\left(x \cdot \pi\right) \cdot tau\right)}{x \cdot \pi}}{tau}} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    4. div-inv97.4%

      \[\leadsto \color{blue}{\left(\frac{\sin \left(\left(x \cdot \pi\right) \cdot tau\right)}{x \cdot \pi} \cdot \frac{1}{tau}\right)} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    5. *-commutative97.4%

      \[\leadsto \left(\frac{\sin \left(\color{blue}{\left(\pi \cdot x\right)} \cdot tau\right)}{x \cdot \pi} \cdot \frac{1}{tau}\right) \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    6. associate-*r*97.2%

      \[\leadsto \left(\frac{\sin \color{blue}{\left(\pi \cdot \left(x \cdot tau\right)\right)}}{x \cdot \pi} \cdot \frac{1}{tau}\right) \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  6. Applied egg-rr97.2%

    \[\leadsto \color{blue}{\left(\frac{\sin \left(\pi \cdot \left(x \cdot tau\right)\right)}{x \cdot \pi} \cdot \frac{1}{tau}\right)} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  7. Taylor expanded in x around 0 71.4%

    \[\leadsto \left(\frac{\sin \left(\pi \cdot \left(x \cdot tau\right)\right)}{x \cdot \pi} \cdot \frac{1}{tau}\right) \cdot \frac{\color{blue}{x \cdot \pi}}{x \cdot \pi} \]
  8. Final simplification71.4%

    \[\leadsto \frac{x \cdot \pi}{x \cdot \pi} \cdot \left(\frac{\sin \left(\pi \cdot \left(x \cdot tau\right)\right)}{x \cdot \pi} \cdot \frac{1}{tau}\right) \]
  9. Add Preprocessing

Alternative 11: 70.7% accurate, 1.8× speedup?

\[\begin{array}{l} \\ \frac{x \cdot \pi}{x \cdot \pi} \cdot \frac{\frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{tau}}{x \cdot \pi} \end{array} \]
(FPCore (x tau)
 :precision binary32
 (* (/ (* x PI) (* x PI)) (/ (/ (sin (* x (* PI tau))) tau) (* x PI))))
float code(float x, float tau) {
	return ((x * ((float) M_PI)) / (x * ((float) M_PI))) * ((sinf((x * (((float) M_PI) * tau))) / tau) / (x * ((float) M_PI)));
}
function code(x, tau)
	return Float32(Float32(Float32(x * Float32(pi)) / Float32(x * Float32(pi))) * Float32(Float32(sin(Float32(x * Float32(Float32(pi) * tau))) / tau) / Float32(x * Float32(pi))))
end
function tmp = code(x, tau)
	tmp = ((x * single(pi)) / (x * single(pi))) * ((sin((x * (single(pi) * tau))) / tau) / (x * single(pi)));
end
\begin{array}{l}

\\
\frac{x \cdot \pi}{x \cdot \pi} \cdot \frac{\frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{tau}}{x \cdot \pi}
\end{array}
Derivation
  1. Initial program 98.0%

    \[\frac{\sin \left(\left(x \cdot \pi\right) \cdot tau\right)}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  2. Step-by-step derivation
    1. associate-*l*97.4%

      \[\leadsto \frac{\sin \color{blue}{\left(x \cdot \left(\pi \cdot tau\right)\right)}}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    2. associate-*l*98.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{\color{blue}{x \cdot \left(\pi \cdot tau\right)}} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  3. Simplified98.0%

    \[\leadsto \color{blue}{\frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}} \]
  4. Add Preprocessing
  5. Step-by-step derivation
    1. associate-*r*97.4%

      \[\leadsto \frac{\sin \color{blue}{\left(\left(x \cdot \pi\right) \cdot tau\right)}}{x \cdot \left(\pi \cdot tau\right)} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    2. associate-*r*98.0%

      \[\leadsto \frac{\sin \left(\left(x \cdot \pi\right) \cdot tau\right)}{\color{blue}{\left(x \cdot \pi\right) \cdot tau}} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    3. associate-/r*97.7%

      \[\leadsto \color{blue}{\frac{\frac{\sin \left(\left(x \cdot \pi\right) \cdot tau\right)}{x \cdot \pi}}{tau}} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    4. div-inv97.4%

      \[\leadsto \color{blue}{\left(\frac{\sin \left(\left(x \cdot \pi\right) \cdot tau\right)}{x \cdot \pi} \cdot \frac{1}{tau}\right)} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    5. *-commutative97.4%

      \[\leadsto \left(\frac{\sin \left(\color{blue}{\left(\pi \cdot x\right)} \cdot tau\right)}{x \cdot \pi} \cdot \frac{1}{tau}\right) \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    6. associate-*r*97.2%

      \[\leadsto \left(\frac{\sin \color{blue}{\left(\pi \cdot \left(x \cdot tau\right)\right)}}{x \cdot \pi} \cdot \frac{1}{tau}\right) \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  6. Applied egg-rr97.2%

    \[\leadsto \color{blue}{\left(\frac{\sin \left(\pi \cdot \left(x \cdot tau\right)\right)}{x \cdot \pi} \cdot \frac{1}{tau}\right)} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  7. Step-by-step derivation
    1. associate-*l/97.2%

      \[\leadsto \color{blue}{\frac{\sin \left(\pi \cdot \left(x \cdot tau\right)\right) \cdot \frac{1}{tau}}{x \cdot \pi}} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    2. un-div-inv97.4%

      \[\leadsto \frac{\color{blue}{\frac{\sin \left(\pi \cdot \left(x \cdot tau\right)\right)}{tau}}}{x \cdot \pi} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    3. associate-*r*97.8%

      \[\leadsto \frac{\frac{\sin \color{blue}{\left(\left(\pi \cdot x\right) \cdot tau\right)}}{tau}}{x \cdot \pi} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    4. *-commutative97.8%

      \[\leadsto \frac{\frac{\sin \left(\color{blue}{\left(x \cdot \pi\right)} \cdot tau\right)}{tau}}{x \cdot \pi} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    5. associate-*l*97.5%

      \[\leadsto \frac{\frac{\sin \color{blue}{\left(x \cdot \left(\pi \cdot tau\right)\right)}}{tau}}{x \cdot \pi} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  8. Applied egg-rr97.5%

    \[\leadsto \color{blue}{\frac{\frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{tau}}{x \cdot \pi}} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  9. Taylor expanded in x around 0 71.2%

    \[\leadsto \frac{\frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{tau}}{x \cdot \pi} \cdot \frac{\color{blue}{x \cdot \pi}}{x \cdot \pi} \]
  10. Final simplification71.2%

    \[\leadsto \frac{x \cdot \pi}{x \cdot \pi} \cdot \frac{\frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{tau}}{x \cdot \pi} \]
  11. Add Preprocessing

Alternative 12: 64.3% accurate, 2.0× speedup?

\[\begin{array}{l} \\ \frac{1}{x} \cdot \left(\sin \left(x \cdot \pi\right) \cdot \frac{1}{\pi}\right) \end{array} \]
(FPCore (x tau)
 :precision binary32
 (* (/ 1.0 x) (* (sin (* x PI)) (/ 1.0 PI))))
float code(float x, float tau) {
	return (1.0f / x) * (sinf((x * ((float) M_PI))) * (1.0f / ((float) M_PI)));
}
function code(x, tau)
	return Float32(Float32(Float32(1.0) / x) * Float32(sin(Float32(x * Float32(pi))) * Float32(Float32(1.0) / Float32(pi))))
end
function tmp = code(x, tau)
	tmp = (single(1.0) / x) * (sin((x * single(pi))) * (single(1.0) / single(pi)));
end
\begin{array}{l}

\\
\frac{1}{x} \cdot \left(\sin \left(x \cdot \pi\right) \cdot \frac{1}{\pi}\right)
\end{array}
Derivation
  1. Initial program 98.0%

    \[\frac{\sin \left(\left(x \cdot \pi\right) \cdot tau\right)}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  2. Step-by-step derivation
    1. associate-*l*97.4%

      \[\leadsto \frac{\sin \color{blue}{\left(x \cdot \left(\pi \cdot tau\right)\right)}}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    2. associate-*l*98.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{\color{blue}{x \cdot \left(\pi \cdot tau\right)}} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  3. Simplified98.0%

    \[\leadsto \color{blue}{\frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}} \]
  4. Add Preprocessing
  5. Taylor expanded in x around 0 65.1%

    \[\leadsto \color{blue}{1} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  6. Step-by-step derivation
    1. *-un-lft-identity65.1%

      \[\leadsto 1 \cdot \frac{\color{blue}{1 \cdot \sin \left(x \cdot \pi\right)}}{x \cdot \pi} \]
    2. times-frac65.1%

      \[\leadsto 1 \cdot \color{blue}{\left(\frac{1}{x} \cdot \frac{\sin \left(x \cdot \pi\right)}{\pi}\right)} \]
  7. Applied egg-rr65.1%

    \[\leadsto 1 \cdot \color{blue}{\left(\frac{1}{x} \cdot \frac{\sin \left(x \cdot \pi\right)}{\pi}\right)} \]
  8. Step-by-step derivation
    1. clear-num65.0%

      \[\leadsto 1 \cdot \left(\frac{1}{x} \cdot \color{blue}{\frac{1}{\frac{\pi}{\sin \left(x \cdot \pi\right)}}}\right) \]
    2. associate-/r/65.2%

      \[\leadsto 1 \cdot \left(\frac{1}{x} \cdot \color{blue}{\left(\frac{1}{\pi} \cdot \sin \left(x \cdot \pi\right)\right)}\right) \]
  9. Applied egg-rr65.2%

    \[\leadsto 1 \cdot \left(\frac{1}{x} \cdot \color{blue}{\left(\frac{1}{\pi} \cdot \sin \left(x \cdot \pi\right)\right)}\right) \]
  10. Final simplification65.2%

    \[\leadsto \frac{1}{x} \cdot \left(\sin \left(x \cdot \pi\right) \cdot \frac{1}{\pi}\right) \]
  11. Add Preprocessing

Alternative 13: 64.2% accurate, 2.0× speedup?

\[\begin{array}{l} \\ \frac{1}{x} \cdot \frac{\sin \left(x \cdot \pi\right)}{\pi} \end{array} \]
(FPCore (x tau) :precision binary32 (* (/ 1.0 x) (/ (sin (* x PI)) PI)))
float code(float x, float tau) {
	return (1.0f / x) * (sinf((x * ((float) M_PI))) / ((float) M_PI));
}
function code(x, tau)
	return Float32(Float32(Float32(1.0) / x) * Float32(sin(Float32(x * Float32(pi))) / Float32(pi)))
end
function tmp = code(x, tau)
	tmp = (single(1.0) / x) * (sin((x * single(pi))) / single(pi));
end
\begin{array}{l}

\\
\frac{1}{x} \cdot \frac{\sin \left(x \cdot \pi\right)}{\pi}
\end{array}
Derivation
  1. Initial program 98.0%

    \[\frac{\sin \left(\left(x \cdot \pi\right) \cdot tau\right)}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  2. Step-by-step derivation
    1. associate-*l*97.4%

      \[\leadsto \frac{\sin \color{blue}{\left(x \cdot \left(\pi \cdot tau\right)\right)}}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    2. associate-*l*98.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{\color{blue}{x \cdot \left(\pi \cdot tau\right)}} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  3. Simplified98.0%

    \[\leadsto \color{blue}{\frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}} \]
  4. Add Preprocessing
  5. Taylor expanded in x around 0 65.1%

    \[\leadsto \color{blue}{1} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  6. Step-by-step derivation
    1. *-un-lft-identity65.1%

      \[\leadsto 1 \cdot \frac{\color{blue}{1 \cdot \sin \left(x \cdot \pi\right)}}{x \cdot \pi} \]
    2. times-frac65.1%

      \[\leadsto 1 \cdot \color{blue}{\left(\frac{1}{x} \cdot \frac{\sin \left(x \cdot \pi\right)}{\pi}\right)} \]
  7. Applied egg-rr65.1%

    \[\leadsto 1 \cdot \color{blue}{\left(\frac{1}{x} \cdot \frac{\sin \left(x \cdot \pi\right)}{\pi}\right)} \]
  8. Final simplification65.1%

    \[\leadsto \frac{1}{x} \cdot \frac{\sin \left(x \cdot \pi\right)}{\pi} \]
  9. Add Preprocessing

Alternative 14: 64.4% accurate, 2.0× speedup?

\[\begin{array}{l} \\ \frac{1}{\frac{x \cdot \pi}{\sin \left(x \cdot \pi\right)}} \end{array} \]
(FPCore (x tau) :precision binary32 (/ 1.0 (/ (* x PI) (sin (* x PI)))))
float code(float x, float tau) {
	return 1.0f / ((x * ((float) M_PI)) / sinf((x * ((float) M_PI))));
}
function code(x, tau)
	return Float32(Float32(1.0) / Float32(Float32(x * Float32(pi)) / sin(Float32(x * Float32(pi)))))
end
function tmp = code(x, tau)
	tmp = single(1.0) / ((x * single(pi)) / sin((x * single(pi))));
end
\begin{array}{l}

\\
\frac{1}{\frac{x \cdot \pi}{\sin \left(x \cdot \pi\right)}}
\end{array}
Derivation
  1. Initial program 98.0%

    \[\frac{\sin \left(\left(x \cdot \pi\right) \cdot tau\right)}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  2. Step-by-step derivation
    1. associate-*l*97.4%

      \[\leadsto \frac{\sin \color{blue}{\left(x \cdot \left(\pi \cdot tau\right)\right)}}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    2. associate-*l*98.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{\color{blue}{x \cdot \left(\pi \cdot tau\right)}} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  3. Simplified98.0%

    \[\leadsto \color{blue}{\frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}} \]
  4. Add Preprocessing
  5. Taylor expanded in x around 0 65.1%

    \[\leadsto \color{blue}{1} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  6. Step-by-step derivation
    1. *-un-lft-identity65.1%

      \[\leadsto 1 \cdot \frac{\color{blue}{1 \cdot \sin \left(x \cdot \pi\right)}}{x \cdot \pi} \]
    2. times-frac65.1%

      \[\leadsto 1 \cdot \color{blue}{\left(\frac{1}{x} \cdot \frac{\sin \left(x \cdot \pi\right)}{\pi}\right)} \]
  7. Applied egg-rr65.1%

    \[\leadsto 1 \cdot \color{blue}{\left(\frac{1}{x} \cdot \frac{\sin \left(x \cdot \pi\right)}{\pi}\right)} \]
  8. Step-by-step derivation
    1. frac-times65.1%

      \[\leadsto 1 \cdot \color{blue}{\frac{1 \cdot \sin \left(x \cdot \pi\right)}{x \cdot \pi}} \]
    2. associate-/l*65.1%

      \[\leadsto 1 \cdot \color{blue}{\frac{1}{\frac{x \cdot \pi}{\sin \left(x \cdot \pi\right)}}} \]
  9. Applied egg-rr65.1%

    \[\leadsto 1 \cdot \color{blue}{\frac{1}{\frac{x \cdot \pi}{\sin \left(x \cdot \pi\right)}}} \]
  10. Final simplification65.1%

    \[\leadsto \frac{1}{\frac{x \cdot \pi}{\sin \left(x \cdot \pi\right)}} \]
  11. Add Preprocessing

Alternative 15: 64.3% accurate, 2.0× speedup?

\[\begin{array}{l} \\ \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \end{array} \]
(FPCore (x tau) :precision binary32 (/ (sin (* x PI)) (* x PI)))
float code(float x, float tau) {
	return sinf((x * ((float) M_PI))) / (x * ((float) M_PI));
}
function code(x, tau)
	return Float32(sin(Float32(x * Float32(pi))) / Float32(x * Float32(pi)))
end
function tmp = code(x, tau)
	tmp = sin((x * single(pi))) / (x * single(pi));
end
\begin{array}{l}

\\
\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}
\end{array}
Derivation
  1. Initial program 98.0%

    \[\frac{\sin \left(\left(x \cdot \pi\right) \cdot tau\right)}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  2. Step-by-step derivation
    1. associate-*l*97.4%

      \[\leadsto \frac{\sin \color{blue}{\left(x \cdot \left(\pi \cdot tau\right)\right)}}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    2. associate-*l*98.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{\color{blue}{x \cdot \left(\pi \cdot tau\right)}} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  3. Simplified98.0%

    \[\leadsto \color{blue}{\frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}} \]
  4. Add Preprocessing
  5. Taylor expanded in x around 0 65.1%

    \[\leadsto \color{blue}{1} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  6. Final simplification65.1%

    \[\leadsto \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  7. Add Preprocessing

Alternative 16: 63.5% accurate, 43.8× speedup?

\[\begin{array}{l} \\ x \cdot \frac{1}{x} \end{array} \]
(FPCore (x tau) :precision binary32 (* x (/ 1.0 x)))
float code(float x, float tau) {
	return x * (1.0f / x);
}
real(4) function code(x, tau)
    real(4), intent (in) :: x
    real(4), intent (in) :: tau
    code = x * (1.0e0 / x)
end function
function code(x, tau)
	return Float32(x * Float32(Float32(1.0) / x))
end
function tmp = code(x, tau)
	tmp = x * (single(1.0) / x);
end
\begin{array}{l}

\\
x \cdot \frac{1}{x}
\end{array}
Derivation
  1. Initial program 98.0%

    \[\frac{\sin \left(\left(x \cdot \pi\right) \cdot tau\right)}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  2. Step-by-step derivation
    1. associate-*l*97.4%

      \[\leadsto \frac{\sin \color{blue}{\left(x \cdot \left(\pi \cdot tau\right)\right)}}{\left(x \cdot \pi\right) \cdot tau} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
    2. associate-*l*98.0%

      \[\leadsto \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{\color{blue}{x \cdot \left(\pi \cdot tau\right)}} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  3. Simplified98.0%

    \[\leadsto \color{blue}{\frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{x \cdot \left(\pi \cdot tau\right)} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi}} \]
  4. Add Preprocessing
  5. Taylor expanded in x around 0 65.1%

    \[\leadsto \color{blue}{1} \cdot \frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \]
  6. Step-by-step derivation
    1. *-un-lft-identity65.1%

      \[\leadsto 1 \cdot \frac{\color{blue}{1 \cdot \sin \left(x \cdot \pi\right)}}{x \cdot \pi} \]
    2. times-frac65.1%

      \[\leadsto 1 \cdot \color{blue}{\left(\frac{1}{x} \cdot \frac{\sin \left(x \cdot \pi\right)}{\pi}\right)} \]
  7. Applied egg-rr65.1%

    \[\leadsto 1 \cdot \color{blue}{\left(\frac{1}{x} \cdot \frac{\sin \left(x \cdot \pi\right)}{\pi}\right)} \]
  8. Taylor expanded in x around 0 64.3%

    \[\leadsto 1 \cdot \left(\frac{1}{x} \cdot \color{blue}{x}\right) \]
  9. Final simplification64.3%

    \[\leadsto x \cdot \frac{1}{x} \]
  10. Add Preprocessing

Reproduce

?
herbie shell --seed 2024027 
(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))))