
(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 (* tau (* x PI)))) (/ (* (sin t_1) (/ (sin (* x PI)) t_1)) (* x PI))))
float code(float x, float tau) {
float t_1 = tau * (x * ((float) M_PI));
return (sinf(t_1) * (sinf((x * ((float) M_PI))) / t_1)) / (x * ((float) M_PI));
}
function code(x, tau) t_1 = Float32(tau * Float32(x * Float32(pi))) return Float32(Float32(sin(t_1) * Float32(sin(Float32(x * Float32(pi))) / t_1)) / Float32(x * Float32(pi))) end
function tmp = code(x, tau) t_1 = tau * (x * single(pi)); tmp = (sin(t_1) * (sin((x * single(pi))) / t_1)) / (x * single(pi)); end
\begin{array}{l}
\\
\begin{array}{l}
t_1 := tau \cdot \left(x \cdot \pi\right)\\
\frac{\sin t\_1 \cdot \frac{\sin \left(x \cdot \pi\right)}{t\_1}}{x \cdot \pi}
\end{array}
\end{array}
Initial program 98.0%
associate-*l/N/A
times-fracN/A
clear-numN/A
associate-*l/N/A
associate-/l*N/A
*-lft-identityN/A
/-lowering-/.f32N/A
Applied egg-rr97.9%
associate-/r/N/A
associate-*l/N/A
/-lowering-/.f32N/A
Applied egg-rr97.9%
Taylor expanded in x around inf
associate-/l*N/A
*-lowering-*.f32N/A
sin-lowering-sin.f32N/A
*-lowering-*.f32N/A
*-lowering-*.f32N/A
PI-lowering-PI.f32N/A
/-lowering-/.f32N/A
sin-lowering-sin.f32N/A
*-lowering-*.f32N/A
PI-lowering-PI.f32N/A
*-lowering-*.f32N/A
*-lowering-*.f32N/A
PI-lowering-PI.f3298.0%
Simplified98.0%
(FPCore (x tau) :precision binary32 (let* ((t_1 (* tau (* x PI)))) (* (/ (sin t_1) t_1) (/ (sin (* x PI)) (* x PI)))))
float code(float x, float tau) {
float t_1 = tau * (x * ((float) M_PI));
return (sinf(t_1) / t_1) * (sinf((x * ((float) M_PI))) / (x * ((float) M_PI)));
}
function code(x, tau) t_1 = Float32(tau * Float32(x * Float32(pi))) 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 = tau * (x * single(pi)); tmp = (sin(t_1) / t_1) * (sin((x * single(pi))) / (x * single(pi))); end
\begin{array}{l}
\\
\begin{array}{l}
t_1 := tau \cdot \left(x \cdot \pi\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%
Final simplification98.0%
(FPCore (x tau) :precision binary32 (let* ((t_1 (* x (* tau PI)))) (* (sin (* x PI)) (/ (sin t_1) (* x (* PI t_1))))))
float code(float x, float tau) {
float t_1 = x * (tau * ((float) M_PI));
return sinf((x * ((float) M_PI))) * (sinf(t_1) / (x * (((float) M_PI) * t_1)));
}
function code(x, tau) t_1 = Float32(x * Float32(tau * Float32(pi))) return Float32(sin(Float32(x * Float32(pi))) * Float32(sin(t_1) / Float32(x * Float32(Float32(pi) * t_1)))) end
function tmp = code(x, tau) t_1 = x * (tau * single(pi)); tmp = sin((x * single(pi))) * (sin(t_1) / (x * (single(pi) * t_1))); end
\begin{array}{l}
\\
\begin{array}{l}
t_1 := x \cdot \left(tau \cdot \pi\right)\\
\sin \left(x \cdot \pi\right) \cdot \frac{\sin t\_1}{x \cdot \left(\pi \cdot t\_1\right)}
\end{array}
\end{array}
Initial program 98.0%
frac-timesN/A
*-commutativeN/A
associate-/l*N/A
*-lowering-*.f32N/A
sin-lowering-sin.f32N/A
*-lowering-*.f32N/A
PI-lowering-PI.f32N/A
/-lowering-/.f32N/A
sin-lowering-sin.f32N/A
associate-*r*N/A
*-lowering-*.f32N/A
*-lowering-*.f32N/A
PI-lowering-PI.f32N/A
Applied egg-rr97.3%
Final simplification97.3%
(FPCore (x tau)
:precision binary32
(let* ((t_1 (* tau (* x PI))))
(*
(/ (sin t_1) t_1)
(+ 1.0 (* x (* x (* -0.16666666666666666 (* PI PI))))))))
float code(float x, float tau) {
float t_1 = tau * (x * ((float) M_PI));
return (sinf(t_1) / t_1) * (1.0f + (x * (x * (-0.16666666666666666f * (((float) M_PI) * ((float) M_PI))))));
}
function code(x, tau) t_1 = Float32(tau * Float32(x * Float32(pi))) return Float32(Float32(sin(t_1) / t_1) * Float32(Float32(1.0) + Float32(x * Float32(x * Float32(Float32(-0.16666666666666666) * Float32(Float32(pi) * Float32(pi))))))) end
function tmp = code(x, tau) t_1 = tau * (x * single(pi)); tmp = (sin(t_1) / t_1) * (single(1.0) + (x * (x * (single(-0.16666666666666666) * (single(pi) * single(pi)))))); end
\begin{array}{l}
\\
\begin{array}{l}
t_1 := tau \cdot \left(x \cdot \pi\right)\\
\frac{\sin t\_1}{t\_1} \cdot \left(1 + x \cdot \left(x \cdot \left(-0.16666666666666666 \cdot \left(\pi \cdot \pi\right)\right)\right)\right)
\end{array}
\end{array}
Initial program 98.0%
Taylor expanded in x around 0
+-lowering-+.f32N/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
*-lowering-*.f32N/A
*-lowering-*.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
PI-lowering-PI.f32N/A
PI-lowering-PI.f3286.9%
Simplified86.9%
Final simplification86.9%
(FPCore (x tau) :precision binary32 (* (/ (sin (* x PI)) (* x PI)) (+ 1.0 (* (* x (* (* PI PI) (* x -0.16666666666666666))) (* tau tau)))))
float code(float x, float tau) {
return (sinf((x * ((float) M_PI))) / (x * ((float) M_PI))) * (1.0f + ((x * ((((float) M_PI) * ((float) M_PI)) * (x * -0.16666666666666666f))) * (tau * tau)));
}
function code(x, tau) return Float32(Float32(sin(Float32(x * Float32(pi))) / Float32(x * Float32(pi))) * Float32(Float32(1.0) + Float32(Float32(x * Float32(Float32(Float32(pi) * Float32(pi)) * Float32(x * Float32(-0.16666666666666666)))) * Float32(tau * tau)))) end
function tmp = code(x, tau) tmp = (sin((x * single(pi))) / (x * single(pi))) * (single(1.0) + ((x * ((single(pi) * single(pi)) * (x * single(-0.16666666666666666)))) * (tau * tau))); end
\begin{array}{l}
\\
\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \cdot \left(1 + \left(x \cdot \left(\left(\pi \cdot \pi\right) \cdot \left(x \cdot -0.16666666666666666\right)\right)\right) \cdot \left(tau \cdot tau\right)\right)
\end{array}
Initial program 98.0%
Taylor expanded in tau around 0
distribute-lft-inN/A
fma-defineN/A
*-commutativeN/A
associate-*r*N/A
fma-undefineN/A
distribute-lft-inN/A
+-commutativeN/A
*-lowering-*.f32N/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
PI-lowering-PI.f32N/A
associate-*r*N/A
*-commutativeN/A
Simplified80.8%
Taylor expanded in tau around inf
+-commutativeN/A
distribute-rgt-inN/A
lft-mult-inverseN/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
associate-*r*N/A
*-lowering-*.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
PI-lowering-PI.f32N/A
PI-lowering-PI.f32N/A
unpow2N/A
*-lowering-*.f3281.1%
Simplified81.1%
*-commutativeN/A
associate-*r*N/A
associate-*r*N/A
*-lowering-*.f32N/A
*-lowering-*.f32N/A
*-lowering-*.f32N/A
PI-lowering-PI.f32N/A
PI-lowering-PI.f32N/A
*-commutativeN/A
*-lowering-*.f3281.1%
Applied egg-rr81.1%
Final simplification81.1%
(FPCore (x tau) :precision binary32 (* (/ (sin (* x PI)) (* x PI)) (+ 1.0 (* (* tau tau) (* (* PI PI) (* -0.16666666666666666 (* x x)))))))
float code(float x, float tau) {
return (sinf((x * ((float) M_PI))) / (x * ((float) M_PI))) * (1.0f + ((tau * tau) * ((((float) M_PI) * ((float) M_PI)) * (-0.16666666666666666f * (x * x)))));
}
function code(x, tau) return Float32(Float32(sin(Float32(x * Float32(pi))) / Float32(x * Float32(pi))) * Float32(Float32(1.0) + Float32(Float32(tau * tau) * Float32(Float32(Float32(pi) * Float32(pi)) * Float32(Float32(-0.16666666666666666) * Float32(x * x)))))) end
function tmp = code(x, tau) tmp = (sin((x * single(pi))) / (x * single(pi))) * (single(1.0) + ((tau * tau) * ((single(pi) * single(pi)) * (single(-0.16666666666666666) * (x * x))))); end
\begin{array}{l}
\\
\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \cdot \left(1 + \left(tau \cdot tau\right) \cdot \left(\left(\pi \cdot \pi\right) \cdot \left(-0.16666666666666666 \cdot \left(x \cdot x\right)\right)\right)\right)
\end{array}
Initial program 98.0%
Taylor expanded in tau around 0
distribute-lft-inN/A
fma-defineN/A
*-commutativeN/A
associate-*r*N/A
fma-undefineN/A
distribute-lft-inN/A
+-commutativeN/A
*-lowering-*.f32N/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
PI-lowering-PI.f32N/A
associate-*r*N/A
*-commutativeN/A
Simplified80.8%
Taylor expanded in tau around inf
+-commutativeN/A
distribute-rgt-inN/A
lft-mult-inverseN/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
associate-*r*N/A
*-lowering-*.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
PI-lowering-PI.f32N/A
PI-lowering-PI.f32N/A
unpow2N/A
*-lowering-*.f3281.1%
Simplified81.1%
Final simplification81.1%
(FPCore (x tau) :precision binary32 (* (/ (sin (* x PI)) (* x PI)) (+ 1.0 (* (* x (* x (* PI PI))) (* -0.16666666666666666 (* tau tau))))))
float code(float x, float tau) {
return (sinf((x * ((float) M_PI))) / (x * ((float) M_PI))) * (1.0f + ((x * (x * (((float) M_PI) * ((float) M_PI)))) * (-0.16666666666666666f * (tau * tau))));
}
function code(x, tau) return Float32(Float32(sin(Float32(x * Float32(pi))) / Float32(x * Float32(pi))) * Float32(Float32(1.0) + Float32(Float32(x * Float32(x * Float32(Float32(pi) * Float32(pi)))) * Float32(Float32(-0.16666666666666666) * Float32(tau * tau))))) end
function tmp = code(x, tau) tmp = (sin((x * single(pi))) / (x * single(pi))) * (single(1.0) + ((x * (x * (single(pi) * single(pi)))) * (single(-0.16666666666666666) * (tau * tau)))); end
\begin{array}{l}
\\
\frac{\sin \left(x \cdot \pi\right)}{x \cdot \pi} \cdot \left(1 + \left(x \cdot \left(x \cdot \left(\pi \cdot \pi\right)\right)\right) \cdot \left(-0.16666666666666666 \cdot \left(tau \cdot tau\right)\right)\right)
\end{array}
Initial program 98.0%
Taylor expanded in x around 0
*-commutativeN/A
associate-*r*N/A
associate-*l*N/A
+-lowering-+.f32N/A
associate-*r*N/A
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
*-lowering-*.f32N/A
Simplified81.1%
Final simplification81.1%
(FPCore (x tau) :precision binary32 (* (+ 1.0 (* x (* x (* -0.16666666666666666 (* PI PI))))) (+ 1.0 (* (* tau tau) (* (* PI PI) (* -0.16666666666666666 (* x x)))))))
float code(float x, float tau) {
return (1.0f + (x * (x * (-0.16666666666666666f * (((float) M_PI) * ((float) M_PI)))))) * (1.0f + ((tau * tau) * ((((float) M_PI) * ((float) M_PI)) * (-0.16666666666666666f * (x * x)))));
}
function code(x, tau) return Float32(Float32(Float32(1.0) + Float32(x * Float32(x * Float32(Float32(-0.16666666666666666) * Float32(Float32(pi) * Float32(pi)))))) * Float32(Float32(1.0) + Float32(Float32(tau * tau) * Float32(Float32(Float32(pi) * Float32(pi)) * Float32(Float32(-0.16666666666666666) * Float32(x * x)))))) end
function tmp = code(x, tau) tmp = (single(1.0) + (x * (x * (single(-0.16666666666666666) * (single(pi) * single(pi)))))) * (single(1.0) + ((tau * tau) * ((single(pi) * single(pi)) * (single(-0.16666666666666666) * (x * x))))); end
\begin{array}{l}
\\
\left(1 + x \cdot \left(x \cdot \left(-0.16666666666666666 \cdot \left(\pi \cdot \pi\right)\right)\right)\right) \cdot \left(1 + \left(tau \cdot tau\right) \cdot \left(\left(\pi \cdot \pi\right) \cdot \left(-0.16666666666666666 \cdot \left(x \cdot x\right)\right)\right)\right)
\end{array}
Initial program 98.0%
Taylor expanded in tau around 0
distribute-lft-inN/A
fma-defineN/A
*-commutativeN/A
associate-*r*N/A
fma-undefineN/A
distribute-lft-inN/A
+-commutativeN/A
*-lowering-*.f32N/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
PI-lowering-PI.f32N/A
associate-*r*N/A
*-commutativeN/A
Simplified80.8%
Taylor expanded in tau around inf
+-commutativeN/A
distribute-rgt-inN/A
lft-mult-inverseN/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
associate-*r*N/A
*-lowering-*.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
PI-lowering-PI.f32N/A
PI-lowering-PI.f32N/A
unpow2N/A
*-lowering-*.f3281.1%
Simplified81.1%
Taylor expanded in x around 0
+-lowering-+.f32N/A
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
unpow2N/A
associate-*l*N/A
*-lowering-*.f32N/A
*-lowering-*.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
PI-lowering-PI.f32N/A
PI-lowering-PI.f3281.1%
Simplified81.1%
Final simplification81.1%
(FPCore (x tau)
:precision binary32
(+
1.0
(*
(* x x)
(*
(* PI PI)
(+ -0.16666666666666666 (* -0.16666666666666666 (* tau tau)))))))
float code(float x, float tau) {
return 1.0f + ((x * x) * ((((float) M_PI) * ((float) M_PI)) * (-0.16666666666666666f + (-0.16666666666666666f * (tau * tau)))));
}
function code(x, tau) return Float32(Float32(1.0) + Float32(Float32(x * x) * Float32(Float32(Float32(pi) * Float32(pi)) * Float32(Float32(-0.16666666666666666) + Float32(Float32(-0.16666666666666666) * Float32(tau * tau)))))) end
function tmp = code(x, tau) tmp = single(1.0) + ((x * x) * ((single(pi) * single(pi)) * (single(-0.16666666666666666) + (single(-0.16666666666666666) * (tau * tau))))); end
\begin{array}{l}
\\
1 + \left(x \cdot x\right) \cdot \left(\left(\pi \cdot \pi\right) \cdot \left(-0.16666666666666666 + -0.16666666666666666 \cdot \left(tau \cdot tau\right)\right)\right)
\end{array}
Initial program 98.0%
Taylor expanded in x around 0
+-lowering-+.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
+-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
PI-lowering-PI.f32N/A
PI-lowering-PI.f32N/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f3280.8%
Simplified80.8%
(FPCore (x tau) :precision binary32 (+ 1.0 (* (* x x) (* (* -0.16666666666666666 (* PI PI)) (* tau tau)))))
float code(float x, float tau) {
return 1.0f + ((x * x) * ((-0.16666666666666666f * (((float) M_PI) * ((float) M_PI))) * (tau * tau)));
}
function code(x, tau) return Float32(Float32(1.0) + Float32(Float32(x * x) * Float32(Float32(Float32(-0.16666666666666666) * Float32(Float32(pi) * Float32(pi))) * Float32(tau * tau)))) end
function tmp = code(x, tau) tmp = single(1.0) + ((x * x) * ((single(-0.16666666666666666) * (single(pi) * single(pi))) * (tau * tau))); end
\begin{array}{l}
\\
1 + \left(x \cdot x\right) \cdot \left(\left(-0.16666666666666666 \cdot \left(\pi \cdot \pi\right)\right) \cdot \left(tau \cdot tau\right)\right)
\end{array}
Initial program 98.0%
associate-/r*N/A
associate-*r/N/A
associate-*l/N/A
associate-*r/N/A
associate-*r*N/A
*-commutativeN/A
associate-/l/N/A
associate-/r*N/A
associate-*l/N/A
Applied egg-rr97.3%
Taylor expanded in x around 0
*-lowering-*.f32N/A
PI-lowering-PI.f3272.0%
Simplified72.0%
Taylor expanded in x around 0
*-commutativeN/A
associate-*r*N/A
associate-*l*N/A
+-lowering-+.f32N/A
*-commutativeN/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
*-commutativeN/A
associate-*l*N/A
*-commutativeN/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
PI-lowering-PI.f32N/A
PI-lowering-PI.f3271.1%
Simplified71.1%
Final simplification71.1%
(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 98.0%
Taylor expanded in x around 0
Simplified64.8%
(FPCore (x tau) :precision binary32 0.0)
float code(float x, float tau) {
return 0.0f;
}
real(4) function code(x, tau)
real(4), intent (in) :: x
real(4), intent (in) :: tau
code = 0.0e0
end function
function code(x, tau) return Float32(0.0) end
function tmp = code(x, tau) tmp = single(0.0); end
\begin{array}{l}
\\
0
\end{array}
Initial program 98.0%
associate-*l*N/A
associate-/r*N/A
associate-/r*N/A
times-fracN/A
*-commutativeN/A
/-lowering-/.f32N/A
Simplified97.0%
associate-*r/N/A
associate-*r*N/A
sin-multN/A
associate-/l/N/A
/-lowering-/.f32N/A
Applied egg-rr67.1%
Taylor expanded in tau around 0
div-subN/A
cos-negN/A
mul-1-negN/A
+-inversesN/A
metadata-eval6.3%
Simplified6.3%
herbie shell --seed 2024164
(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))))