
(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 8 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) (/ (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}
Initial program 98.0%
(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*97.3%
*-commutative97.3%
associate-*l*98.0%
Simplified98.0%
Final simplification98.0%
(FPCore (x tau) :precision binary32 (let* ((t_1 (* PI (* x tau)))) (* (/ (sin t_1) (* x PI)) (/ (sin (* x PI)) t_1))))
float code(float x, float tau) {
float t_1 = ((float) M_PI) * (x * tau);
return (sinf(t_1) / (x * ((float) M_PI))) * (sinf((x * ((float) M_PI))) / t_1);
}
function code(x, tau) t_1 = Float32(Float32(pi) * Float32(x * tau)) return Float32(Float32(sin(t_1) / Float32(x * Float32(pi))) * Float32(sin(Float32(x * Float32(pi))) / t_1)) end
function tmp = code(x, tau) t_1 = single(pi) * (x * tau); tmp = (sin(t_1) / (x * single(pi))) * (sin((x * single(pi))) / t_1); end
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \pi \cdot \left(x \cdot tau\right)\\
\frac{\sin t\_1}{x \cdot \pi} \cdot \frac{\sin \left(x \cdot \pi\right)}{t\_1}
\end{array}
\end{array}
Initial program 98.0%
associate-*l/97.8%
associate-/l*97.8%
associate-*l*97.3%
associate-/l/97.3%
*-commutative97.3%
*-commutative97.3%
associate-*l*97.2%
associate-*l*97.4%
Simplified97.4%
associate-*r*97.2%
associate-*r*97.3%
*-commutative97.3%
*-commutative97.3%
associate-*r*97.8%
associate-*r/97.9%
Applied egg-rr97.4%
associate-/l/97.3%
*-commutative97.3%
associate-*r*97.4%
*-commutative97.4%
associate-*r*97.8%
*-commutative97.8%
associate-*l/98.0%
frac-times97.7%
*-commutative97.7%
*-commutative97.7%
Applied egg-rr97.8%
(FPCore (x tau) :precision binary32 (let* ((t_1 (* x (* PI tau)))) (* (sin t_1) (/ (sin (* x PI)) (* (* x PI) t_1)))))
float code(float x, float tau) {
float t_1 = x * (((float) M_PI) * tau);
return sinf(t_1) * (sinf((x * ((float) M_PI))) / ((x * ((float) M_PI)) * t_1));
}
function code(x, tau) t_1 = Float32(x * Float32(Float32(pi) * tau)) return Float32(sin(t_1) * Float32(sin(Float32(x * Float32(pi))) / Float32(Float32(x * Float32(pi)) * t_1))) end
function tmp = code(x, tau) t_1 = x * (single(pi) * tau); tmp = sin(t_1) * (sin((x * single(pi))) / ((x * single(pi)) * t_1)); end
\begin{array}{l}
\\
\begin{array}{l}
t_1 := x \cdot \left(\pi \cdot tau\right)\\
\sin t\_1 \cdot \frac{\sin \left(x \cdot \pi\right)}{\left(x \cdot \pi\right) \cdot t\_1}
\end{array}
\end{array}
Initial program 98.0%
associate-*l/97.8%
associate-/l*97.8%
associate-*l*97.3%
associate-/l/97.3%
associate-*l*97.8%
Simplified97.8%
Final simplification97.8%
(FPCore (x tau) :precision binary32 (let* ((t_1 (* x (* PI tau)))) (* (sin t_1) (/ (sin (* x PI)) (* PI (* x t_1))))))
float code(float x, float tau) {
float t_1 = x * (((float) M_PI) * tau);
return sinf(t_1) * (sinf((x * ((float) M_PI))) / (((float) M_PI) * (x * t_1)));
}
function code(x, tau) t_1 = Float32(x * Float32(Float32(pi) * tau)) return Float32(sin(t_1) * Float32(sin(Float32(x * Float32(pi))) / Float32(Float32(pi) * Float32(x * t_1)))) end
function tmp = code(x, tau) t_1 = x * (single(pi) * tau); tmp = sin(t_1) * (sin((x * single(pi))) / (single(pi) * (x * t_1))); end
\begin{array}{l}
\\
\begin{array}{l}
t_1 := x \cdot \left(\pi \cdot tau\right)\\
\sin t\_1 \cdot \frac{\sin \left(x \cdot \pi\right)}{\pi \cdot \left(x \cdot t\_1\right)}
\end{array}
\end{array}
Initial program 98.0%
associate-*l/97.8%
associate-/l*97.8%
associate-*l*97.3%
associate-/l/97.3%
*-commutative97.3%
*-commutative97.3%
associate-*l*97.2%
associate-*l*97.4%
Simplified97.4%
(FPCore (x tau)
:precision binary32
(let* ((t_1 (* (* x PI) tau)))
(*
(/ (sin t_1) t_1)
(+ 1.0 (* -0.16666666666666666 (* (* x PI) (* x PI)))))))
float code(float x, float tau) {
float t_1 = (x * ((float) M_PI)) * tau;
return (sinf(t_1) / t_1) * (1.0f + (-0.16666666666666666f * ((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(Float32(1.0) + Float32(Float32(-0.16666666666666666) * Float32(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) * (single(1.0) + (single(-0.16666666666666666) * ((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 \left(1 + -0.16666666666666666 \cdot \left(\left(x \cdot \pi\right) \cdot \left(x \cdot \pi\right)\right)\right)
\end{array}
\end{array}
Initial program 98.0%
expm1-log1p-u97.7%
expm1-undefine97.7%
Applied egg-rr97.7%
Taylor expanded in x around 0 85.3%
unpow285.3%
unpow285.3%
swap-sqr85.3%
unpow285.3%
Simplified85.3%
unpow285.3%
Applied egg-rr85.3%
(FPCore (x tau)
:precision binary32
(let* ((t_1 (* x (* PI tau))))
(*
(+ 1.0 (* -0.16666666666666666 (* (* x PI) (* x PI))))
(/ (sin t_1) t_1))))
float code(float x, float tau) {
float t_1 = x * (((float) M_PI) * tau);
return (1.0f + (-0.16666666666666666f * ((x * ((float) M_PI)) * (x * ((float) M_PI))))) * (sinf(t_1) / t_1);
}
function code(x, tau) t_1 = Float32(x * Float32(Float32(pi) * tau)) return Float32(Float32(Float32(1.0) + Float32(Float32(-0.16666666666666666) * Float32(Float32(x * Float32(pi)) * Float32(x * Float32(pi))))) * Float32(sin(t_1) / t_1)) end
function tmp = code(x, tau) t_1 = x * (single(pi) * tau); tmp = (single(1.0) + (single(-0.16666666666666666) * ((x * single(pi)) * (x * single(pi))))) * (sin(t_1) / t_1); end
\begin{array}{l}
\\
\begin{array}{l}
t_1 := x \cdot \left(\pi \cdot tau\right)\\
\left(1 + -0.16666666666666666 \cdot \left(\left(x \cdot \pi\right) \cdot \left(x \cdot \pi\right)\right)\right) \cdot \frac{\sin t\_1}{t\_1}
\end{array}
\end{array}
Initial program 98.0%
expm1-log1p-u97.7%
expm1-undefine97.7%
Applied egg-rr97.7%
Taylor expanded in x around 0 85.3%
unpow285.3%
unpow285.3%
swap-sqr85.3%
unpow285.3%
Simplified85.3%
unpow285.3%
Applied egg-rr85.3%
*-un-lft-identity85.3%
associate-*r*84.8%
*-commutative84.8%
times-frac84.5%
*-commutative84.5%
associate-*r*84.7%
Applied egg-rr84.7%
associate-*l/84.7%
*-lft-identity84.7%
associate-/l/84.8%
remove-double-neg84.8%
associate-*r*84.8%
*-commutative84.8%
distribute-lft-neg-out84.8%
distribute-lft-neg-in84.8%
associate-*r*85.3%
distribute-lft-neg-out85.3%
*-commutative85.3%
remove-double-neg85.3%
*-commutative85.3%
Simplified85.3%
Final simplification85.3%
(FPCore (x tau) :precision binary32 (* (+ 1.0 (* -0.16666666666666666 (* (* x PI) (* x PI)))) (+ 1.0 (* -0.16666666666666666 (pow (* x (* PI tau)) 2.0)))))
float code(float x, float tau) {
return (1.0f + (-0.16666666666666666f * ((x * ((float) M_PI)) * (x * ((float) M_PI))))) * (1.0f + (-0.16666666666666666f * powf((x * (((float) M_PI) * tau)), 2.0f)));
}
function code(x, tau) return Float32(Float32(Float32(1.0) + Float32(Float32(-0.16666666666666666) * Float32(Float32(x * Float32(pi)) * Float32(x * Float32(pi))))) * Float32(Float32(1.0) + Float32(Float32(-0.16666666666666666) * (Float32(x * Float32(Float32(pi) * tau)) ^ Float32(2.0))))) end
function tmp = code(x, tau) tmp = (single(1.0) + (single(-0.16666666666666666) * ((x * single(pi)) * (x * single(pi))))) * (single(1.0) + (single(-0.16666666666666666) * ((x * (single(pi) * tau)) ^ single(2.0)))); end
\begin{array}{l}
\\
\left(1 + -0.16666666666666666 \cdot \left(\left(x \cdot \pi\right) \cdot \left(x \cdot \pi\right)\right)\right) \cdot \left(1 + -0.16666666666666666 \cdot {\left(x \cdot \left(\pi \cdot tau\right)\right)}^{2}\right)
\end{array}
Initial program 98.0%
expm1-log1p-u97.7%
expm1-undefine97.7%
Applied egg-rr97.7%
Taylor expanded in x around 0 85.3%
unpow285.3%
unpow285.3%
swap-sqr85.3%
unpow285.3%
Simplified85.3%
unpow285.3%
Applied egg-rr85.3%
Taylor expanded in x around 0 78.8%
*-commutative78.8%
unpow278.8%
unpow278.8%
swap-sqr78.8%
unpow278.8%
swap-sqr78.8%
*-commutative78.8%
associate-*r*78.8%
*-commutative78.8%
associate-*r*78.8%
unpow278.8%
Simplified78.8%
Final simplification78.8%
herbie shell --seed 2024179
(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))))