
(FPCore (x tau) :precision binary32 (let* ((t_1 (* x (PI))) (t_2 (* t_1 tau))) (* (/ (sin t_2) t_2) (/ (sin t_1) t_1))))
\begin{array}{l}
\\
\begin{array}{l}
t_1 := x \cdot \mathsf{PI}\left(\right)\\
t_2 := t\_1 \cdot tau\\
\frac{\sin t\_2}{t\_2} \cdot \frac{\sin t\_1}{t\_1}
\end{array}
\end{array}
Sampling outcomes in binary32 precision:
Herbie found 15 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x tau) :precision binary32 (let* ((t_1 (* x (PI))) (t_2 (* t_1 tau))) (* (/ (sin t_2) t_2) (/ (sin t_1) t_1))))
\begin{array}{l}
\\
\begin{array}{l}
t_1 := x \cdot \mathsf{PI}\left(\right)\\
t_2 := t\_1 \cdot tau\\
\frac{\sin t\_2}{t\_2} \cdot \frac{\sin t\_1}{t\_1}
\end{array}
\end{array}
(FPCore (x tau) :precision binary32 (let* ((t_1 (* (PI) x)) (t_2 (* (* x tau) (PI)))) (* (/ (/ (sin t_1) t_1) t_2) (sin t_2))))
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \mathsf{PI}\left(\right) \cdot x\\
t_2 := \left(x \cdot tau\right) \cdot \mathsf{PI}\left(\right)\\
\frac{\frac{\sin t\_1}{t\_1}}{t\_2} \cdot \sin t\_2
\end{array}
\end{array}
Initial program 97.7%
lift-*.f32N/A
*-commutativeN/A
lift-/.f32N/A
clear-numN/A
un-div-invN/A
frac-2negN/A
associate-/r/N/A
lower-*.f32N/A
Applied rewrites97.2%
lift-sin.f32N/A
lift-*.f32N/A
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
remove-double-negN/A
sin-negN/A
lower-neg.f32N/A
lower-sin.f32N/A
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
associate-*l*N/A
lift-*.f32N/A
distribute-lft-neg-inN/A
lift-*.f32N/A
*-commutativeN/A
distribute-lft-neg-outN/A
lift-neg.f32N/A
lift-*.f32N/A
lift-*.f3297.7
Applied rewrites97.7%
Final simplification97.7%
(FPCore (x tau) :precision binary32 (let* ((t_1 (* x (PI))) (t_2 (* t_1 tau))) (* (/ (sin t_2) t_2) (/ (sin t_1) t_1))))
\begin{array}{l}
\\
\begin{array}{l}
t_1 := x \cdot \mathsf{PI}\left(\right)\\
t_2 := t\_1 \cdot tau\\
\frac{\sin t\_2}{t\_2} \cdot \frac{\sin t\_1}{t\_1}
\end{array}
\end{array}
Initial program 97.7%
(FPCore (x tau) :precision binary32 (let* ((t_1 (* (* tau (PI)) x)) (t_2 (* x (PI)))) (* (/ (sin t_1) t_2) (/ (sin t_2) t_1))))
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \left(tau \cdot \mathsf{PI}\left(\right)\right) \cdot x\\
t_2 := x \cdot \mathsf{PI}\left(\right)\\
\frac{\sin t\_1}{t\_2} \cdot \frac{\sin t\_2}{t\_1}
\end{array}
\end{array}
Initial program 97.7%
lift-*.f32N/A
*-commutativeN/A
lift-/.f32N/A
clear-numN/A
un-div-invN/A
frac-2negN/A
associate-/r/N/A
lower-*.f32N/A
Applied rewrites97.2%
lift-sin.f32N/A
lift-*.f32N/A
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
remove-double-negN/A
sin-negN/A
lower-neg.f32N/A
lower-sin.f32N/A
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
associate-*l*N/A
lift-*.f32N/A
distribute-lft-neg-inN/A
lift-*.f32N/A
*-commutativeN/A
distribute-lft-neg-outN/A
lift-neg.f32N/A
lift-*.f32N/A
lift-*.f3297.7
Applied rewrites97.7%
Applied rewrites97.6%
(FPCore (x tau) :precision binary32 (let* ((t_1 (* (PI) x)) (t_2 (* tau t_1))) (* (/ (sin t_1) t_2) (/ (sin t_2) t_1))))
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \mathsf{PI}\left(\right) \cdot x\\
t_2 := tau \cdot t\_1\\
\frac{\sin t\_1}{t\_2} \cdot \frac{\sin t\_2}{t\_1}
\end{array}
\end{array}
Initial program 97.7%
lift-*.f32N/A
lift-/.f32N/A
lift-/.f32N/A
frac-timesN/A
*-commutativeN/A
times-fracN/A
*-lft-identityN/A
associate-*l/N/A
lower-*.f32N/A
Applied rewrites97.5%
(FPCore (x tau) :precision binary32 (* (/ 1.0 (* (* (* (* (PI) (PI)) x) tau) x)) (* (sin (* (* tau (PI)) x)) (sin (* x (PI))))))
\begin{array}{l}
\\
\frac{1}{\left(\left(\left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right) \cdot x\right) \cdot tau\right) \cdot x} \cdot \left(\sin \left(\left(tau \cdot \mathsf{PI}\left(\right)\right) \cdot x\right) \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)\right)
\end{array}
Initial program 97.7%
lift-*.f32N/A
*-commutativeN/A
lift-/.f32N/A
clear-numN/A
un-div-invN/A
frac-2negN/A
associate-/r/N/A
lower-*.f32N/A
Applied rewrites97.2%
lift-sin.f32N/A
lift-*.f32N/A
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
remove-double-negN/A
sin-negN/A
lower-neg.f32N/A
lower-sin.f32N/A
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
associate-*l*N/A
lift-*.f32N/A
distribute-lft-neg-inN/A
lift-*.f32N/A
*-commutativeN/A
distribute-lft-neg-outN/A
lift-neg.f32N/A
lift-*.f32N/A
lift-*.f3297.7
Applied rewrites97.7%
Applied rewrites97.1%
(FPCore (x tau) :precision binary32 (/ (* (sin (* (* tau (PI)) x)) (sin (* x (PI)))) (* (* (* (* (PI) (PI)) x) tau) x)))
\begin{array}{l}
\\
\frac{\sin \left(\left(tau \cdot \mathsf{PI}\left(\right)\right) \cdot x\right) \cdot \sin \left(x \cdot \mathsf{PI}\left(\right)\right)}{\left(\left(\left(\mathsf{PI}\left(\right) \cdot \mathsf{PI}\left(\right)\right) \cdot x\right) \cdot tau\right) \cdot x}
\end{array}
Initial program 97.7%
lift-*.f32N/A
*-commutativeN/A
lift-/.f32N/A
clear-numN/A
un-div-invN/A
frac-2negN/A
associate-/r/N/A
lower-*.f32N/A
Applied rewrites97.2%
lift-sin.f32N/A
lift-*.f32N/A
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
remove-double-negN/A
sin-negN/A
lower-neg.f32N/A
lower-sin.f32N/A
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
associate-*l*N/A
lift-*.f32N/A
distribute-lft-neg-inN/A
lift-*.f32N/A
*-commutativeN/A
distribute-lft-neg-outN/A
lift-neg.f32N/A
lift-*.f32N/A
lift-*.f3297.7
Applied rewrites97.7%
Applied rewrites97.0%
(FPCore (x tau) :precision binary32 (let* ((t_1 (* x (PI))) (t_2 (* t_1 tau))) (/ 1.0 (/ t_1 (* (/ (sin t_2) t_2) t_1)))))
\begin{array}{l}
\\
\begin{array}{l}
t_1 := x \cdot \mathsf{PI}\left(\right)\\
t_2 := t\_1 \cdot tau\\
\frac{1}{\frac{t\_1}{\frac{\sin t\_2}{t\_2} \cdot t\_1}}
\end{array}
\end{array}
Initial program 97.7%
lift-*.f32N/A
lift-/.f32N/A
clear-numN/A
un-div-invN/A
frac-2negN/A
associate-/r/N/A
lower-*.f32N/A
Applied rewrites97.6%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f32N/A
lower-PI.f3272.4
Applied rewrites72.4%
lift-*.f32N/A
lift-/.f32N/A
associate-*l/N/A
clear-numN/A
lower-/.f32N/A
frac-2negN/A
Applied rewrites72.6%
(FPCore (x tau) :precision binary32 (let* ((t_1 (* (PI) x)) (t_2 (* (* x tau) (PI)))) (* (/ (/ t_1 t_1) t_2) (sin t_2))))
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \mathsf{PI}\left(\right) \cdot x\\
t_2 := \left(x \cdot tau\right) \cdot \mathsf{PI}\left(\right)\\
\frac{\frac{t\_1}{t\_1}}{t\_2} \cdot \sin t\_2
\end{array}
\end{array}
Initial program 97.7%
lift-*.f32N/A
*-commutativeN/A
lift-/.f32N/A
clear-numN/A
un-div-invN/A
frac-2negN/A
associate-/r/N/A
lower-*.f32N/A
Applied rewrites97.2%
lift-sin.f32N/A
lift-*.f32N/A
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
remove-double-negN/A
sin-negN/A
lower-neg.f32N/A
lower-sin.f32N/A
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
associate-*l*N/A
lift-*.f32N/A
distribute-lft-neg-inN/A
lift-*.f32N/A
*-commutativeN/A
distribute-lft-neg-outN/A
lift-neg.f32N/A
lift-*.f32N/A
lift-*.f3297.7
Applied rewrites97.7%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f32N/A
lower-PI.f3272.5
Applied rewrites72.5%
Final simplification72.5%
(FPCore (x tau) :precision binary32 (let* ((t_1 (* x (PI))) (t_2 (* t_1 tau))) (/ (* (/ (sin t_2) t_2) t_1) t_1)))
\begin{array}{l}
\\
\begin{array}{l}
t_1 := x \cdot \mathsf{PI}\left(\right)\\
t_2 := t\_1 \cdot tau\\
\frac{\frac{\sin t\_2}{t\_2} \cdot t\_1}{t\_1}
\end{array}
\end{array}
Initial program 97.7%
lift-*.f32N/A
lift-/.f32N/A
clear-numN/A
un-div-invN/A
frac-2negN/A
associate-/r/N/A
lower-*.f32N/A
Applied rewrites97.6%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f32N/A
lower-PI.f3272.4
Applied rewrites72.4%
lift-*.f32N/A
lift-/.f32N/A
associate-*l/N/A
frac-2negN/A
lift-*.f32N/A
lift-neg.f32N/A
distribute-lft-neg-outN/A
*-commutativeN/A
lift-*.f32N/A
remove-double-negN/A
Applied rewrites72.5%
(FPCore (x tau) :precision binary32 (let* ((t_1 (* x (PI))) (t_2 (* t_1 tau))) (* (/ (/ (sin t_2) t_2) t_1) t_1)))
\begin{array}{l}
\\
\begin{array}{l}
t_1 := x \cdot \mathsf{PI}\left(\right)\\
t_2 := t\_1 \cdot tau\\
\frac{\frac{\sin t\_2}{t\_2}}{t\_1} \cdot t\_1
\end{array}
\end{array}
Initial program 97.7%
lift-*.f32N/A
lift-/.f32N/A
clear-numN/A
un-div-invN/A
frac-2negN/A
associate-/r/N/A
lower-*.f32N/A
Applied rewrites97.6%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f32N/A
lower-PI.f3272.4
Applied rewrites72.4%
lift-*.f32N/A
lift-neg.f32N/A
distribute-rgt-neg-outN/A
distribute-lft-neg-inN/A
Applied rewrites72.4%
(FPCore (x tau) :precision binary32 (/ (* (* (PI) (sin (* tau (* (PI) x)))) (/ 1.0 x)) (* (PI) (* tau (PI)))))
\begin{array}{l}
\\
\frac{\left(\mathsf{PI}\left(\right) \cdot \sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)\right) \cdot \frac{1}{x}}{\mathsf{PI}\left(\right) \cdot \left(tau \cdot \mathsf{PI}\left(\right)\right)}
\end{array}
Initial program 97.7%
lift-*.f32N/A
lift-/.f32N/A
associate-*l/N/A
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
associate-/r*N/A
div-invN/A
inv-powN/A
associate-*r/N/A
Applied rewrites96.7%
Taylor expanded in x around 0
lower-PI.f3272.4
Applied rewrites72.4%
(FPCore (x tau) :precision binary32 (* (/ (/ -1.0 (* (PI) tau)) x) (- (sin (* tau (* (PI) x))))))
\begin{array}{l}
\\
\frac{\frac{-1}{\mathsf{PI}\left(\right) \cdot tau}}{x} \cdot \left(-\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)\right)
\end{array}
Initial program 97.7%
lift-*.f32N/A
*-commutativeN/A
lift-/.f32N/A
clear-numN/A
un-div-invN/A
frac-2negN/A
associate-/r/N/A
lower-*.f32N/A
Applied rewrites97.2%
lift-*.f32N/A
remove-double-negN/A
lift-neg.f32N/A
distribute-lft-neg-inN/A
distribute-rgt-neg-inN/A
lift-neg.f32N/A
+-lft-identityN/A
distribute-rgt-inN/A
lift-neg.f32N/A
distribute-lft-neg-inN/A
distribute-rgt-neg-inN/A
lift-neg.f32N/A
remove-double-negN/A
lift-*.f32N/A
lower-fma.f3234.8
Applied rewrites33.4%
Taylor expanded in x around 0
associate-/r*N/A
metadata-evalN/A
distribute-neg-fracN/A
distribute-neg-fracN/A
associate-/l/N/A
associate-/r*N/A
distribute-neg-fracN/A
lower-/.f32N/A
distribute-neg-fracN/A
metadata-evalN/A
lower-/.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-PI.f3272.4
Applied rewrites72.4%
(FPCore (x tau) :precision binary32 (* (/ 1.0 (* tau x)) (/ (sin (* tau (* (PI) x))) (PI))))
\begin{array}{l}
\\
\frac{1}{tau \cdot x} \cdot \frac{\sin \left(tau \cdot \left(\mathsf{PI}\left(\right) \cdot x\right)\right)}{\mathsf{PI}\left(\right)}
\end{array}
Initial program 97.7%
lift-*.f32N/A
lift-/.f32N/A
lift-/.f32N/A
frac-timesN/A
lift-*.f32N/A
associate-*r*N/A
*-commutativeN/A
times-fracN/A
lower-*.f32N/A
Applied rewrites97.2%
Taylor expanded in x around 0
lower-/.f32N/A
lower-*.f3272.4
Applied rewrites72.4%
(FPCore (x tau) :precision binary32 (let* ((t_1 (* (PI) x))) (/ 1.0 (/ t_1 (sin t_1)))))
\begin{array}{l}
\\
\begin{array}{l}
t_1 := \mathsf{PI}\left(\right) \cdot x\\
\frac{1}{\frac{t\_1}{\sin t\_1}}
\end{array}
\end{array}
Initial program 97.7%
lift-*.f32N/A
lift-/.f32N/A
associate-*l/N/A
lift-*.f32N/A
lift-*.f32N/A
associate-*l*N/A
associate-/r*N/A
div-invN/A
inv-powN/A
associate-*r/N/A
Applied rewrites96.7%
Taylor expanded in x around 0
*-commutativeN/A
lower-*.f32N/A
*-commutativeN/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-PI.f3265.6
Applied rewrites65.6%
lift-/.f32N/A
lift-*.f32N/A
associate-/r*N/A
lift-*.f32N/A
associate-/l/N/A
clear-numN/A
lower-/.f32N/A
Applied rewrites65.8%
Taylor expanded in tau around 0
lower-/.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-PI.f32N/A
lower-sin.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-PI.f3266.6
Applied rewrites66.6%
(FPCore (x tau) :precision binary32 1.0)
float code(float x, float tau) {
return 1.0f;
}
real(4) function code(x, tau)
real(4), intent (in) :: x
real(4), intent (in) :: tau
code = 1.0e0
end function
function code(x, tau) return Float32(1.0) end
function tmp = code(x, tau) tmp = single(1.0); end
\begin{array}{l}
\\
1
\end{array}
Initial program 97.7%
Taylor expanded in x around 0
Applied rewrites65.8%
herbie shell --seed 2024322
(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)))))