
(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 12 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 (* PI (* x tau)))) (* (/ (sin t_1) t_1) (/ (sin (* PI x)) (* PI x)))))
float code(float x, float tau) {
float t_1 = ((float) M_PI) * (x * tau);
return (sinf(t_1) / t_1) * (sinf((((float) M_PI) * x)) / (((float) M_PI) * x));
}
function code(x, tau) t_1 = Float32(Float32(pi) * Float32(x * tau)) return Float32(Float32(sin(t_1) / t_1) * Float32(sin(Float32(Float32(pi) * x)) / Float32(Float32(pi) * x))) end
function tmp = code(x, tau) t_1 = single(pi) * (x * tau); tmp = (sin(t_1) / t_1) * (sin((single(pi) * x)) / (single(pi) * x)); end
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \pi \cdot \left(x \cdot tau\right)\\
\frac{\sin t_1}{t_1} \cdot \frac{\sin \left(\pi \cdot x\right)}{\pi \cdot x}
\end{array}
\end{array}
Initial program 98.0%
*-commutative98.0%
associate-*l*97.4%
*-commutative97.4%
associate-*l*98.1%
Simplified98.1%
Final simplification98.1%
(FPCore (x tau) :precision binary32 (* (/ (sin (* PI x)) (* PI x)) (/ (sin (* tau (* PI x))) (* x (* PI tau)))))
float code(float x, float tau) {
return (sinf((((float) M_PI) * x)) / (((float) M_PI) * x)) * (sinf((tau * (((float) M_PI) * x))) / (x * (((float) M_PI) * tau)));
}
function code(x, tau) return Float32(Float32(sin(Float32(Float32(pi) * x)) / Float32(Float32(pi) * x)) * Float32(sin(Float32(tau * Float32(Float32(pi) * x))) / Float32(x * Float32(Float32(pi) * tau)))) end
function tmp = code(x, tau) tmp = (sin((single(pi) * x)) / (single(pi) * x)) * (sin((tau * (single(pi) * x))) / (x * (single(pi) * tau))); end
\begin{array}{l}
\\
\frac{\sin \left(\pi \cdot x\right)}{\pi \cdot x} \cdot \frac{\sin \left(tau \cdot \left(\pi \cdot x\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 97.3%
Final simplification97.3%
(FPCore (x tau) :precision binary32 (* (/ (sin (* PI x)) (* PI x)) (/ (sin (* x (* PI tau))) (* PI (* x tau)))))
float code(float x, float tau) {
return (sinf((((float) M_PI) * x)) / (((float) M_PI) * x)) * (sinf((x * (((float) M_PI) * tau))) / (((float) M_PI) * (x * tau)));
}
function code(x, tau) return Float32(Float32(sin(Float32(Float32(pi) * x)) / Float32(Float32(pi) * x)) * Float32(sin(Float32(x * Float32(Float32(pi) * tau))) / Float32(Float32(pi) * Float32(x * tau)))) end
function tmp = code(x, tau) tmp = (sin((single(pi) * x)) / (single(pi) * x)) * (sin((x * (single(pi) * tau))) / (single(pi) * (x * tau))); end
\begin{array}{l}
\\
\frac{\sin \left(\pi \cdot x\right)}{\pi \cdot x} \cdot \frac{\sin \left(x \cdot \left(\pi \cdot tau\right)\right)}{\pi \cdot \left(x \cdot tau\right)}
\end{array}
Initial program 98.0%
*-commutative98.0%
associate-*l*97.4%
*-commutative97.4%
associate-*l*98.1%
Simplified98.1%
expm1-log1p-u97.8%
Applied egg-rr97.8%
Taylor expanded in x around inf 97.4%
associate-*r*98.1%
*-commutative98.1%
associate-*l*97.4%
Simplified97.4%
Final simplification97.4%
(FPCore (x tau) :precision binary32 (let* ((t_1 (* x (* PI tau)))) (* (/ (sin (* PI x)) (* PI x)) (/ (sin t_1) t_1))))
float code(float x, float tau) {
float t_1 = x * (((float) M_PI) * tau);
return (sinf((((float) M_PI) * x)) / (((float) M_PI) * x)) * (sinf(t_1) / t_1);
}
function code(x, tau) t_1 = Float32(x * Float32(Float32(pi) * tau)) return Float32(Float32(sin(Float32(Float32(pi) * x)) / Float32(Float32(pi) * x)) * Float32(sin(t_1) / t_1)) end
function tmp = code(x, tau) t_1 = x * (single(pi) * tau); tmp = (sin((single(pi) * x)) / (single(pi) * x)) * (sin(t_1) / t_1); end
\begin{array}{l}
\\
\begin{array}{l}
t_1 := x \cdot \left(\pi \cdot tau\right)\\
\frac{\sin \left(\pi \cdot x\right)}{\pi \cdot x} \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%
Final simplification98.0%
(FPCore (x tau) :precision binary32 (* (/ (sin (* PI x)) (* PI x)) (fma -0.16666666666666666 (pow (* x (* PI tau)) 2.0) 1.0)))
float code(float x, float tau) {
return (sinf((((float) M_PI) * x)) / (((float) M_PI) * x)) * fmaf(-0.16666666666666666f, powf((x * (((float) M_PI) * tau)), 2.0f), 1.0f);
}
function code(x, tau) return Float32(Float32(sin(Float32(Float32(pi) * x)) / Float32(Float32(pi) * x)) * fma(Float32(-0.16666666666666666), (Float32(x * Float32(Float32(pi) * tau)) ^ Float32(2.0)), Float32(1.0))) end
\begin{array}{l}
\\
\frac{\sin \left(\pi \cdot x\right)}{\pi \cdot x} \cdot \mathsf{fma}\left(-0.16666666666666666, {\left(x \cdot \left(\pi \cdot tau\right)\right)}^{2}, 1\right)
\end{array}
Initial program 98.0%
associate-*l*97.4%
associate-*l*98.0%
Simplified98.0%
Taylor expanded in x around 0 78.0%
+-commutative78.0%
fma-def78.0%
*-commutative78.0%
*-commutative78.0%
associate-*l*78.0%
unpow278.0%
unpow278.0%
unpow278.0%
swap-sqr78.0%
swap-sqr78.0%
unpow278.0%
*-commutative78.0%
associate-*l*78.0%
Simplified78.0%
Final simplification78.0%
(FPCore (x tau) :precision binary32 (let* ((t_1 (* tau (* PI x)))) (* (/ (sin t_1) t_1) (* (* PI x) (/ -1.0 (* PI (- x)))))))
float code(float x, float tau) {
float t_1 = tau * (((float) M_PI) * x);
return (sinf(t_1) / t_1) * ((((float) M_PI) * x) * (-1.0f / (((float) M_PI) * -x)));
}
function code(x, tau) t_1 = Float32(tau * Float32(Float32(pi) * x)) return Float32(Float32(sin(t_1) / t_1) * Float32(Float32(Float32(pi) * x) * Float32(Float32(-1.0) / Float32(Float32(pi) * Float32(-x))))) end
function tmp = code(x, tau) t_1 = tau * (single(pi) * x); tmp = (sin(t_1) / t_1) * ((single(pi) * x) * (single(-1.0) / (single(pi) * -x))); end
\begin{array}{l}
\\
\begin{array}{l}
t_1 := tau \cdot \left(\pi \cdot x\right)\\
\frac{\sin t_1}{t_1} \cdot \left(\left(\pi \cdot x\right) \cdot \frac{-1}{\pi \cdot \left(-x\right)}\right)
\end{array}
\end{array}
Initial program 98.0%
frac-2neg98.0%
div-inv97.9%
*-commutative97.9%
distribute-rgt-neg-in97.9%
Applied egg-rr97.9%
Taylor expanded in x around 0 70.1%
Final simplification70.1%
(FPCore (x tau) :precision binary32 (* (* (/ (sin (* PI (* x tau))) x) (/ 1.0 (* PI tau))) (/ (* PI x) (* PI x))))
float code(float x, float tau) {
return ((sinf((((float) M_PI) * (x * tau))) / x) * (1.0f / (((float) M_PI) * tau))) * ((((float) M_PI) * x) / (((float) M_PI) * x));
}
function code(x, tau) return Float32(Float32(Float32(sin(Float32(Float32(pi) * Float32(x * tau))) / x) * Float32(Float32(1.0) / Float32(Float32(pi) * tau))) * Float32(Float32(Float32(pi) * x) / Float32(Float32(pi) * x))) end
function tmp = code(x, tau) tmp = ((sin((single(pi) * (x * tau))) / x) * (single(1.0) / (single(pi) * tau))) * ((single(pi) * x) / (single(pi) * x)); end
\begin{array}{l}
\\
\left(\frac{\sin \left(\pi \cdot \left(x \cdot tau\right)\right)}{x} \cdot \frac{1}{\pi \cdot tau}\right) \cdot \frac{\pi \cdot x}{\pi \cdot x}
\end{array}
Initial program 98.0%
associate-*l*97.4%
associate-*l*98.0%
Simplified98.0%
associate-/r*97.7%
div-inv97.6%
associate-*r*97.2%
*-commutative97.2%
associate-*r*97.4%
Applied egg-rr97.4%
Taylor expanded in x around 0 69.9%
Final simplification69.9%
(FPCore (x tau) :precision binary32 (/ (+ (* PI x) (* -0.16666666666666666 (pow (* PI x) 3.0))) (* PI x)))
float code(float x, float tau) {
return ((((float) M_PI) * x) + (-0.16666666666666666f * powf((((float) M_PI) * x), 3.0f))) / (((float) M_PI) * x);
}
function code(x, tau) return Float32(Float32(Float32(Float32(pi) * x) + Float32(Float32(-0.16666666666666666) * (Float32(Float32(pi) * x) ^ Float32(3.0)))) / Float32(Float32(pi) * x)) end
function tmp = code(x, tau) tmp = ((single(pi) * x) + (single(-0.16666666666666666) * ((single(pi) * x) ^ single(3.0)))) / (single(pi) * x); end
\begin{array}{l}
\\
\frac{\pi \cdot x + -0.16666666666666666 \cdot {\left(\pi \cdot x\right)}^{3}}{\pi \cdot x}
\end{array}
Initial program 98.0%
associate-*l*97.4%
associate-*l*98.0%
Simplified98.0%
Taylor expanded in x around 0 63.3%
Taylor expanded in x around 0 63.4%
fma-def63.4%
cube-prod63.4%
Simplified63.4%
fma-udef63.4%
*-commutative63.4%
*-commutative63.4%
*-commutative63.4%
Applied egg-rr63.4%
Final simplification63.4%
(FPCore (x tau) :precision binary32 (/ (sin (* PI x)) (* PI x)))
float code(float x, float tau) {
return sinf((((float) M_PI) * x)) / (((float) M_PI) * x);
}
function code(x, tau) return Float32(sin(Float32(Float32(pi) * x)) / Float32(Float32(pi) * x)) end
function tmp = code(x, tau) tmp = sin((single(pi) * x)) / (single(pi) * x); end
\begin{array}{l}
\\
\frac{\sin \left(\pi \cdot x\right)}{\pi \cdot x}
\end{array}
Initial program 98.0%
associate-*l*97.4%
associate-*l*98.0%
Simplified98.0%
Taylor expanded in x around 0 63.3%
Final simplification63.3%
(FPCore (x tau) :precision binary32 (fma -0.16666666666666666 (pow (* PI x) 2.0) 1.0))
float code(float x, float tau) {
return fmaf(-0.16666666666666666f, powf((((float) M_PI) * x), 2.0f), 1.0f);
}
function code(x, tau) return fma(Float32(-0.16666666666666666), (Float32(Float32(pi) * x) ^ Float32(2.0)), Float32(1.0)) end
\begin{array}{l}
\\
\mathsf{fma}\left(-0.16666666666666666, {\left(\pi \cdot x\right)}^{2}, 1\right)
\end{array}
Initial program 98.0%
associate-*l*97.4%
associate-*l*98.0%
Simplified98.0%
Taylor expanded in x around 0 63.3%
Taylor expanded in x around 0 63.4%
+-commutative63.4%
fma-def63.4%
unpow263.4%
unpow263.4%
swap-sqr63.4%
unpow263.4%
Simplified63.4%
Final simplification63.4%
(FPCore (x tau) :precision binary32 (/ (* PI x) (* PI x)))
float code(float x, float tau) {
return (((float) M_PI) * x) / (((float) M_PI) * x);
}
function code(x, tau) return Float32(Float32(Float32(pi) * x) / Float32(Float32(pi) * x)) end
function tmp = code(x, tau) tmp = (single(pi) * x) / (single(pi) * x); end
\begin{array}{l}
\\
\frac{\pi \cdot x}{\pi \cdot x}
\end{array}
Initial program 98.0%
associate-*l*97.4%
associate-*l*98.0%
Simplified98.0%
Taylor expanded in x around 0 63.3%
Taylor expanded in x around 0 62.5%
Final simplification62.5%
(FPCore (x tau) :precision binary32 (/ 0.0 (* PI x)))
float code(float x, float tau) {
return 0.0f / (((float) M_PI) * x);
}
function code(x, tau) return Float32(Float32(0.0) / Float32(Float32(pi) * x)) end
function tmp = code(x, tau) tmp = single(0.0) / (single(pi) * x); end
\begin{array}{l}
\\
\frac{0}{\pi \cdot x}
\end{array}
Initial program 98.0%
associate-*l*97.4%
associate-*l*98.0%
Simplified98.0%
Taylor expanded in x around 0 63.3%
add-cube-cbrt63.0%
pow363.0%
Applied egg-rr63.0%
Taylor expanded in x around 0 6.3%
Final simplification6.3%
herbie shell --seed 2023315
(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))))