
(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:
Herbie found 16 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(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}
(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}
Initial program 98.0%
associate-*l*97.4%
associate-*l*98.0%
Simplified98.0%
add-cbrt-cube98.0%
pow1/398.0%
pow398.0%
Applied egg-rr98.0%
add-cbrt-cube98.0%
pow1/398.0%
pow398.0%
Applied egg-rr98.0%
add-cbrt-cube98.0%
pow1/398.0%
pow398.0%
Applied egg-rr98.0%
Final simplification98.0%
(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}
Initial program 98.0%
associate-*l*97.4%
associate-*l*98.0%
Simplified98.0%
add-cbrt-cube98.0%
pow1/398.0%
pow398.0%
Applied egg-rr98.0%
add-cbrt-cube98.0%
pow1/398.0%
pow398.0%
Applied egg-rr98.0%
Final simplification98.0%
(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}
Initial program 98.0%
associate-*l*97.4%
associate-*l*98.0%
Simplified98.0%
Taylor expanded in x around inf 97.4%
Final simplification97.4%
(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}
Initial program 98.0%
associate-*l*97.4%
associate-*l*98.0%
Simplified98.0%
Final simplification98.0%
(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}
Initial program 98.0%
*-commutative98.0%
associate-*l*97.6%
*-commutative97.6%
associate-*l*98.0%
Simplified98.0%
Final simplification98.0%
(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}
Initial program 98.0%
Final simplification98.0%
(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}
Initial program 98.0%
associate-*l*97.4%
associate-*l*98.0%
Simplified98.0%
add-cbrt-cube98.0%
pow1/398.0%
pow398.0%
Applied egg-rr98.0%
Taylor expanded in x around 0 71.5%
Taylor expanded in x around inf 71.5%
Final simplification71.5%
(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}
Initial program 98.0%
associate-*l*97.4%
associate-*l*98.0%
Simplified98.0%
add-cbrt-cube98.0%
pow1/398.0%
pow398.0%
Applied egg-rr98.0%
Taylor expanded in x around 0 71.5%
Final simplification71.5%
(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}
Initial program 98.0%
associate-*l*97.4%
associate-*l*98.0%
Simplified98.0%
frac-2neg98.0%
div-inv97.9%
associate-*r*97.4%
*-commutative97.4%
associate-*r*97.4%
associate-*r*97.5%
*-commutative97.5%
associate-*r*97.9%
distribute-rgt-neg-in97.9%
Applied egg-rr97.9%
Taylor expanded in x around 0 71.5%
Final simplification71.5%
(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}
Initial program 98.0%
associate-*l*97.4%
associate-*l*98.0%
Simplified98.0%
associate-*r*97.4%
associate-*r*98.0%
associate-/r*97.7%
div-inv97.4%
*-commutative97.4%
associate-*r*97.2%
Applied egg-rr97.2%
Taylor expanded in x around 0 71.4%
Final simplification71.4%
(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}
Initial program 98.0%
associate-*l*97.4%
associate-*l*98.0%
Simplified98.0%
associate-*r*97.4%
associate-*r*98.0%
associate-/r*97.7%
div-inv97.4%
*-commutative97.4%
associate-*r*97.2%
Applied egg-rr97.2%
associate-*l/97.2%
un-div-inv97.4%
associate-*r*97.8%
*-commutative97.8%
associate-*l*97.5%
Applied egg-rr97.5%
Taylor expanded in x around 0 71.2%
Final simplification71.2%
(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}
Initial program 98.0%
associate-*l*97.4%
associate-*l*98.0%
Simplified98.0%
Taylor expanded in x around 0 65.1%
*-un-lft-identity65.1%
times-frac65.1%
Applied egg-rr65.1%
clear-num65.0%
associate-/r/65.2%
Applied egg-rr65.2%
Final simplification65.2%
(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}
Initial program 98.0%
associate-*l*97.4%
associate-*l*98.0%
Simplified98.0%
Taylor expanded in x around 0 65.1%
*-un-lft-identity65.1%
times-frac65.1%
Applied egg-rr65.1%
Final simplification65.1%
(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}
Initial program 98.0%
associate-*l*97.4%
associate-*l*98.0%
Simplified98.0%
Taylor expanded in x around 0 65.1%
*-un-lft-identity65.1%
times-frac65.1%
Applied egg-rr65.1%
frac-times65.1%
associate-/l*65.1%
Applied egg-rr65.1%
Final simplification65.1%
(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}
Initial program 98.0%
associate-*l*97.4%
associate-*l*98.0%
Simplified98.0%
Taylor expanded in x around 0 65.1%
Final simplification65.1%
(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}
Initial program 98.0%
associate-*l*97.4%
associate-*l*98.0%
Simplified98.0%
Taylor expanded in x around 0 65.1%
*-un-lft-identity65.1%
times-frac65.1%
Applied egg-rr65.1%
Taylor expanded in x around 0 64.3%
Final simplification64.3%
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))))