
(FPCore (ux uy maxCos) :precision binary32 (let* ((t_0 (+ (- 1.0 ux) (* ux maxCos)))) (* (cos (* (* uy 2.0) PI)) (sqrt (- 1.0 (* t_0 t_0))))))
float code(float ux, float uy, float maxCos) {
float t_0 = (1.0f - ux) + (ux * maxCos);
return cosf(((uy * 2.0f) * ((float) M_PI))) * sqrtf((1.0f - (t_0 * t_0)));
}
function code(ux, uy, maxCos) t_0 = Float32(Float32(Float32(1.0) - ux) + Float32(ux * maxCos)) return Float32(cos(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(Float32(Float32(1.0) - Float32(t_0 * t_0)))) end
function tmp = code(ux, uy, maxCos) t_0 = (single(1.0) - ux) + (ux * maxCos); tmp = cos(((uy * single(2.0)) * single(pi))) * sqrt((single(1.0) - (t_0 * t_0))); end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(1 - ux\right) + ux \cdot maxCos\\
\cos \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{1 - t_0 \cdot t_0}
\end{array}
\end{array}
Sampling outcomes in binary32 precision:
Herbie found 16 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (ux uy maxCos) :precision binary32 (let* ((t_0 (+ (- 1.0 ux) (* ux maxCos)))) (* (cos (* (* uy 2.0) PI)) (sqrt (- 1.0 (* t_0 t_0))))))
float code(float ux, float uy, float maxCos) {
float t_0 = (1.0f - ux) + (ux * maxCos);
return cosf(((uy * 2.0f) * ((float) M_PI))) * sqrtf((1.0f - (t_0 * t_0)));
}
function code(ux, uy, maxCos) t_0 = Float32(Float32(Float32(1.0) - ux) + Float32(ux * maxCos)) return Float32(cos(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(Float32(Float32(1.0) - Float32(t_0 * t_0)))) end
function tmp = code(ux, uy, maxCos) t_0 = (single(1.0) - ux) + (ux * maxCos); tmp = cos(((uy * single(2.0)) * single(pi))) * sqrt((single(1.0) - (t_0 * t_0))); end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(1 - ux\right) + ux \cdot maxCos\\
\cos \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{1 - t_0 \cdot t_0}
\end{array}
\end{array}
(FPCore (ux uy maxCos) :precision binary32 (* (cos (exp (log (* uy (* 2.0 PI))))) (sqrt (fma ux (fma maxCos -2.0 2.0) (* (pow (- 1.0 maxCos) 2.0) (* ux (- ux)))))))
float code(float ux, float uy, float maxCos) {
return cosf(expf(logf((uy * (2.0f * ((float) M_PI)))))) * sqrtf(fmaf(ux, fmaf(maxCos, -2.0f, 2.0f), (powf((1.0f - maxCos), 2.0f) * (ux * -ux))));
}
function code(ux, uy, maxCos) return Float32(cos(exp(log(Float32(uy * Float32(Float32(2.0) * Float32(pi)))))) * sqrt(fma(ux, fma(maxCos, Float32(-2.0), Float32(2.0)), Float32((Float32(Float32(1.0) - maxCos) ^ Float32(2.0)) * Float32(ux * Float32(-ux)))))) end
\begin{array}{l}
\\
\cos \left(e^{\log \left(uy \cdot \left(2 \cdot \pi\right)\right)}\right) \cdot \sqrt{\mathsf{fma}\left(ux, \mathsf{fma}\left(maxCos, -2, 2\right), {\left(1 - maxCos\right)}^{2} \cdot \left(ux \cdot \left(-ux\right)\right)\right)}
\end{array}
Initial program 57.1%
associate-*l*57.1%
+-commutative57.1%
associate-+r-57.1%
fma-def57.1%
+-commutative57.1%
associate-+r-56.9%
fma-def56.9%
Simplified56.9%
Taylor expanded in ux around -inf 99.1%
+-commutative99.1%
metadata-eval99.1%
cancel-sign-sub-inv99.1%
fma-def99.1%
cancel-sign-sub-inv99.1%
metadata-eval99.1%
+-commutative99.1%
*-commutative99.1%
fma-def99.1%
mul-1-neg99.1%
*-commutative99.1%
distribute-rgt-neg-in99.1%
mul-1-neg99.1%
unsub-neg99.1%
unpow299.1%
distribute-rgt-neg-in99.1%
Simplified99.1%
add-exp-log99.2%
Applied egg-rr99.2%
Final simplification99.2%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (cos (* PI (* uy 2.0))) 0.9999998807907104)
(* (cos (* 2.0 (* uy PI))) (sqrt (- (* 2.0 ux) (* ux ux))))
(sqrt
(fma
ux
(fma maxCos -2.0 2.0)
(* (pow (- 1.0 maxCos) 2.0) (* ux (- ux)))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (cosf((((float) M_PI) * (uy * 2.0f))) <= 0.9999998807907104f) {
tmp = cosf((2.0f * (uy * ((float) M_PI)))) * sqrtf(((2.0f * ux) - (ux * ux)));
} else {
tmp = sqrtf(fmaf(ux, fmaf(maxCos, -2.0f, 2.0f), (powf((1.0f - maxCos), 2.0f) * (ux * -ux))));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (cos(Float32(Float32(pi) * Float32(uy * Float32(2.0)))) <= Float32(0.9999998807907104)) tmp = Float32(cos(Float32(Float32(2.0) * Float32(uy * Float32(pi)))) * sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux)))); else tmp = sqrt(fma(ux, fma(maxCos, Float32(-2.0), Float32(2.0)), Float32((Float32(Float32(1.0) - maxCos) ^ Float32(2.0)) * Float32(ux * Float32(-ux))))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\cos \left(\pi \cdot \left(uy \cdot 2\right)\right) \leq 0.9999998807907104:\\
\;\;\;\;\cos \left(2 \cdot \left(uy \cdot \pi\right)\right) \cdot \sqrt{2 \cdot ux - ux \cdot ux}\\
\mathbf{else}:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(ux, \mathsf{fma}\left(maxCos, -2, 2\right), {\left(1 - maxCos\right)}^{2} \cdot \left(ux \cdot \left(-ux\right)\right)\right)}\\
\end{array}
\end{array}
if (cos.f32 (*.f32 (*.f32 uy 2) (PI.f32))) < 0.999999881Initial program 56.2%
associate-*l*56.2%
+-commutative56.2%
associate-+r-55.9%
fma-def55.9%
+-commutative55.9%
associate-+r-55.8%
fma-def55.8%
Simplified55.8%
Taylor expanded in ux around -inf 98.5%
+-commutative98.5%
metadata-eval98.5%
cancel-sign-sub-inv98.5%
fma-def98.5%
cancel-sign-sub-inv98.5%
metadata-eval98.5%
+-commutative98.5%
*-commutative98.5%
fma-def98.5%
mul-1-neg98.5%
*-commutative98.5%
distribute-rgt-neg-in98.5%
mul-1-neg98.5%
unsub-neg98.5%
unpow298.5%
distribute-rgt-neg-in98.5%
Simplified98.5%
add-exp-log98.6%
Applied egg-rr98.6%
Taylor expanded in maxCos around 0 95.6%
mul-1-neg95.6%
+-commutative95.6%
sub-neg95.6%
unpow295.6%
Simplified95.6%
if 0.999999881 < (cos.f32 (*.f32 (*.f32 uy 2) (PI.f32))) Initial program 57.8%
associate-*l*57.8%
+-commutative57.8%
associate-+r-58.0%
fma-def58.0%
+-commutative58.0%
associate-+r-57.8%
fma-def57.8%
Simplified57.8%
Taylor expanded in ux around -inf 99.6%
+-commutative99.6%
metadata-eval99.6%
cancel-sign-sub-inv99.6%
fma-def99.7%
cancel-sign-sub-inv99.7%
metadata-eval99.7%
+-commutative99.7%
*-commutative99.7%
fma-def99.7%
mul-1-neg99.7%
*-commutative99.7%
distribute-rgt-neg-in99.7%
mul-1-neg99.7%
unsub-neg99.7%
unpow299.7%
distribute-rgt-neg-in99.7%
Simplified99.7%
Taylor expanded in uy around 0 99.5%
+-commutative99.5%
+-commutative99.5%
*-commutative99.5%
fma-udef99.5%
associate-*r*99.5%
*-commutative99.5%
mul-1-neg99.5%
unpow299.5%
distribute-rgt-neg-out99.5%
fma-udef99.6%
Simplified99.6%
Final simplification97.8%
(FPCore (ux uy maxCos) :precision binary32 (* (sqrt (fma ux (fma maxCos -2.0 2.0) (* (pow (- 1.0 maxCos) 2.0) (* ux (- ux))))) (cos (* uy (* 2.0 PI)))))
float code(float ux, float uy, float maxCos) {
return sqrtf(fmaf(ux, fmaf(maxCos, -2.0f, 2.0f), (powf((1.0f - maxCos), 2.0f) * (ux * -ux)))) * cosf((uy * (2.0f * ((float) M_PI))));
}
function code(ux, uy, maxCos) return Float32(sqrt(fma(ux, fma(maxCos, Float32(-2.0), Float32(2.0)), Float32((Float32(Float32(1.0) - maxCos) ^ Float32(2.0)) * Float32(ux * Float32(-ux))))) * cos(Float32(uy * Float32(Float32(2.0) * Float32(pi))))) end
\begin{array}{l}
\\
\sqrt{\mathsf{fma}\left(ux, \mathsf{fma}\left(maxCos, -2, 2\right), {\left(1 - maxCos\right)}^{2} \cdot \left(ux \cdot \left(-ux\right)\right)\right)} \cdot \cos \left(uy \cdot \left(2 \cdot \pi\right)\right)
\end{array}
Initial program 57.1%
associate-*l*57.1%
+-commutative57.1%
associate-+r-57.1%
fma-def57.1%
+-commutative57.1%
associate-+r-56.9%
fma-def56.9%
Simplified56.9%
Taylor expanded in ux around -inf 99.1%
+-commutative99.1%
metadata-eval99.1%
cancel-sign-sub-inv99.1%
fma-def99.1%
cancel-sign-sub-inv99.1%
metadata-eval99.1%
+-commutative99.1%
*-commutative99.1%
fma-def99.1%
mul-1-neg99.1%
*-commutative99.1%
distribute-rgt-neg-in99.1%
mul-1-neg99.1%
unsub-neg99.1%
unpow299.1%
distribute-rgt-neg-in99.1%
Simplified99.1%
Final simplification99.1%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* uy (* 2.0 PI))) (sqrt (- (* ux (fma maxCos -2.0 2.0)) (* ux (* ux (pow (+ maxCos -1.0) 2.0)))))))
float code(float ux, float uy, float maxCos) {
return cosf((uy * (2.0f * ((float) M_PI)))) * sqrtf(((ux * fmaf(maxCos, -2.0f, 2.0f)) - (ux * (ux * powf((maxCos + -1.0f), 2.0f)))));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(Float32(ux * fma(maxCos, Float32(-2.0), Float32(2.0))) - Float32(ux * Float32(ux * (Float32(maxCos + Float32(-1.0)) ^ Float32(2.0))))))) end
\begin{array}{l}
\\
\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{ux \cdot \mathsf{fma}\left(maxCos, -2, 2\right) - ux \cdot \left(ux \cdot {\left(maxCos + -1\right)}^{2}\right)}
\end{array}
Initial program 57.1%
associate-*l*57.1%
+-commutative57.1%
associate-+r-57.1%
fma-def57.1%
+-commutative57.1%
associate-+r-56.9%
fma-def56.9%
Simplified56.9%
Taylor expanded in ux around 0 99.1%
+-commutative99.1%
cancel-sign-sub-inv99.1%
metadata-eval99.1%
mul-1-neg99.1%
unsub-neg99.1%
+-commutative99.1%
*-commutative99.1%
fma-def99.1%
unpow299.1%
associate-*l*99.1%
sub-neg99.1%
metadata-eval99.1%
Simplified99.1%
Final simplification99.1%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* 2.0 (* uy PI))) (sqrt (* ux (- (fma maxCos -2.0 2.0) (* ux (pow (- 1.0 maxCos) 2.0)))))))
float code(float ux, float uy, float maxCos) {
return cosf((2.0f * (uy * ((float) M_PI)))) * sqrtf((ux * (fmaf(maxCos, -2.0f, 2.0f) - (ux * powf((1.0f - maxCos), 2.0f)))));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(Float32(2.0) * Float32(uy * Float32(pi)))) * sqrt(Float32(ux * Float32(fma(maxCos, Float32(-2.0), Float32(2.0)) - Float32(ux * (Float32(Float32(1.0) - maxCos) ^ Float32(2.0))))))) end
\begin{array}{l}
\\
\cos \left(2 \cdot \left(uy \cdot \pi\right)\right) \cdot \sqrt{ux \cdot \left(\mathsf{fma}\left(maxCos, -2, 2\right) - ux \cdot {\left(1 - maxCos\right)}^{2}\right)}
\end{array}
Initial program 57.1%
associate-*l*57.1%
+-commutative57.1%
associate-+r-57.1%
fma-def57.1%
+-commutative57.1%
associate-+r-56.9%
fma-def56.9%
Simplified56.9%
Taylor expanded in ux around -inf 99.1%
+-commutative99.1%
metadata-eval99.1%
cancel-sign-sub-inv99.1%
fma-def99.1%
cancel-sign-sub-inv99.1%
metadata-eval99.1%
+-commutative99.1%
*-commutative99.1%
fma-def99.1%
mul-1-neg99.1%
*-commutative99.1%
distribute-rgt-neg-in99.1%
mul-1-neg99.1%
unsub-neg99.1%
unpow299.1%
distribute-rgt-neg-in99.1%
Simplified99.1%
add-exp-log99.2%
Applied egg-rr99.2%
Taylor expanded in uy around inf 99.1%
*-commutative99.1%
Simplified99.1%
Taylor expanded in uy around inf 99.1%
sub-neg99.1%
+-commutative99.1%
mul-1-neg99.1%
mul-1-neg99.1%
+-commutative99.1%
sub-neg99.1%
cancel-sign-sub-inv99.1%
unpow299.1%
distribute-rgt-neg-out99.1%
associate-*l*99.1%
distribute-lft-neg-in99.1%
Simplified99.1%
Final simplification99.1%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* 2.0 (* uy PI))) (sqrt (+ (* ux (fma maxCos -2.0 2.0)) (* ux (* ux (- -1.0 (* maxCos -2.0))))))))
float code(float ux, float uy, float maxCos) {
return cosf((2.0f * (uy * ((float) M_PI)))) * sqrtf(((ux * fmaf(maxCos, -2.0f, 2.0f)) + (ux * (ux * (-1.0f - (maxCos * -2.0f))))));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(Float32(2.0) * Float32(uy * Float32(pi)))) * sqrt(Float32(Float32(ux * fma(maxCos, Float32(-2.0), Float32(2.0))) + Float32(ux * Float32(ux * Float32(Float32(-1.0) - Float32(maxCos * Float32(-2.0)))))))) end
\begin{array}{l}
\\
\cos \left(2 \cdot \left(uy \cdot \pi\right)\right) \cdot \sqrt{ux \cdot \mathsf{fma}\left(maxCos, -2, 2\right) + ux \cdot \left(ux \cdot \left(-1 - maxCos \cdot -2\right)\right)}
\end{array}
Initial program 57.1%
associate-*l*57.1%
+-commutative57.1%
associate-+r-57.1%
fma-def57.1%
+-commutative57.1%
associate-+r-56.9%
fma-def56.9%
Simplified56.9%
Taylor expanded in ux around -inf 99.1%
+-commutative99.1%
metadata-eval99.1%
cancel-sign-sub-inv99.1%
fma-def99.1%
cancel-sign-sub-inv99.1%
metadata-eval99.1%
+-commutative99.1%
*-commutative99.1%
fma-def99.1%
mul-1-neg99.1%
*-commutative99.1%
distribute-rgt-neg-in99.1%
mul-1-neg99.1%
unsub-neg99.1%
unpow299.1%
distribute-rgt-neg-in99.1%
Simplified99.1%
add-exp-log99.2%
Applied egg-rr99.2%
Taylor expanded in uy around inf 99.1%
*-commutative99.1%
Simplified99.1%
Taylor expanded in maxCos around 0 98.6%
*-commutative98.6%
Simplified98.6%
Final simplification98.6%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* 2.0 (* uy PI))) (sqrt (- (* ux (fma maxCos -2.0 2.0)) (* ux ux)))))
float code(float ux, float uy, float maxCos) {
return cosf((2.0f * (uy * ((float) M_PI)))) * sqrtf(((ux * fmaf(maxCos, -2.0f, 2.0f)) - (ux * ux)));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(Float32(2.0) * Float32(uy * Float32(pi)))) * sqrt(Float32(Float32(ux * fma(maxCos, Float32(-2.0), Float32(2.0))) - Float32(ux * ux)))) end
\begin{array}{l}
\\
\cos \left(2 \cdot \left(uy \cdot \pi\right)\right) \cdot \sqrt{ux \cdot \mathsf{fma}\left(maxCos, -2, 2\right) - ux \cdot ux}
\end{array}
Initial program 57.1%
associate-*l*57.1%
+-commutative57.1%
associate-+r-57.1%
fma-def57.1%
+-commutative57.1%
associate-+r-56.9%
fma-def56.9%
Simplified56.9%
Taylor expanded in ux around -inf 99.1%
+-commutative99.1%
metadata-eval99.1%
cancel-sign-sub-inv99.1%
fma-def99.1%
cancel-sign-sub-inv99.1%
metadata-eval99.1%
+-commutative99.1%
*-commutative99.1%
fma-def99.1%
mul-1-neg99.1%
*-commutative99.1%
distribute-rgt-neg-in99.1%
mul-1-neg99.1%
unsub-neg99.1%
unpow299.1%
distribute-rgt-neg-in99.1%
Simplified99.1%
add-exp-log99.2%
Applied egg-rr99.2%
Taylor expanded in uy around inf 99.1%
*-commutative99.1%
Simplified99.1%
Taylor expanded in maxCos around 0 98.0%
Final simplification98.0%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (* uy 2.0) 0.00011999999696854502)
(sqrt
(+
(* ux (fma maxCos -2.0 2.0))
(* (* ux ux) (- -1.0 (* maxCos (+ maxCos -2.0))))))
(* (cos (* 2.0 (* uy PI))) (sqrt (- (* 2.0 ux) (* ux ux))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if ((uy * 2.0f) <= 0.00011999999696854502f) {
tmp = sqrtf(((ux * fmaf(maxCos, -2.0f, 2.0f)) + ((ux * ux) * (-1.0f - (maxCos * (maxCos + -2.0f))))));
} else {
tmp = cosf((2.0f * (uy * ((float) M_PI)))) * sqrtf(((2.0f * ux) - (ux * ux)));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (Float32(uy * Float32(2.0)) <= Float32(0.00011999999696854502)) tmp = sqrt(Float32(Float32(ux * fma(maxCos, Float32(-2.0), Float32(2.0))) + Float32(Float32(ux * ux) * Float32(Float32(-1.0) - Float32(maxCos * Float32(maxCos + Float32(-2.0))))))); else tmp = Float32(cos(Float32(Float32(2.0) * Float32(uy * Float32(pi)))) * sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux)))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \cdot 2 \leq 0.00011999999696854502:\\
\;\;\;\;\sqrt{ux \cdot \mathsf{fma}\left(maxCos, -2, 2\right) + \left(ux \cdot ux\right) \cdot \left(-1 - maxCos \cdot \left(maxCos + -2\right)\right)}\\
\mathbf{else}:\\
\;\;\;\;\cos \left(2 \cdot \left(uy \cdot \pi\right)\right) \cdot \sqrt{2 \cdot ux - ux \cdot ux}\\
\end{array}
\end{array}
if (*.f32 uy 2) < 1.19999997e-4Initial program 57.8%
associate-*l*57.8%
+-commutative57.8%
associate-+r-58.0%
fma-def58.0%
+-commutative58.0%
associate-+r-57.8%
fma-def57.8%
Simplified57.8%
Taylor expanded in uy around 0 57.8%
Taylor expanded in ux around 0 99.5%
+-commutative99.5%
cancel-sign-sub-inv99.5%
metadata-eval99.5%
mul-1-neg99.5%
unsub-neg99.5%
+-commutative99.5%
*-commutative99.5%
fma-udef99.5%
unpow299.5%
sub-neg99.5%
metadata-eval99.5%
+-commutative99.5%
Simplified99.5%
Taylor expanded in maxCos around 0 99.5%
unpow299.5%
distribute-rgt-out99.5%
Simplified99.5%
if 1.19999997e-4 < (*.f32 uy 2) Initial program 56.2%
associate-*l*56.2%
+-commutative56.2%
associate-+r-55.9%
fma-def55.9%
+-commutative55.9%
associate-+r-55.8%
fma-def55.8%
Simplified55.8%
Taylor expanded in ux around -inf 98.5%
+-commutative98.5%
metadata-eval98.5%
cancel-sign-sub-inv98.5%
fma-def98.5%
cancel-sign-sub-inv98.5%
metadata-eval98.5%
+-commutative98.5%
*-commutative98.5%
fma-def98.5%
mul-1-neg98.5%
*-commutative98.5%
distribute-rgt-neg-in98.5%
mul-1-neg98.5%
unsub-neg98.5%
unpow298.5%
distribute-rgt-neg-in98.5%
Simplified98.5%
add-exp-log98.6%
Applied egg-rr98.6%
Taylor expanded in maxCos around 0 95.6%
mul-1-neg95.6%
+-commutative95.6%
sub-neg95.6%
unpow295.6%
Simplified95.6%
Final simplification97.8%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= uy 5.999999848427251e-5)
(sqrt
(+
(* ux (fma maxCos -2.0 2.0))
(* (* ux ux) (- -1.0 (* maxCos (+ maxCos -2.0))))))
(* (cos (* 2.0 (* uy PI))) (sqrt (* ux (- 2.0 ux))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (uy <= 5.999999848427251e-5f) {
tmp = sqrtf(((ux * fmaf(maxCos, -2.0f, 2.0f)) + ((ux * ux) * (-1.0f - (maxCos * (maxCos + -2.0f))))));
} else {
tmp = cosf((2.0f * (uy * ((float) M_PI)))) * sqrtf((ux * (2.0f - ux)));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (uy <= Float32(5.999999848427251e-5)) tmp = sqrt(Float32(Float32(ux * fma(maxCos, Float32(-2.0), Float32(2.0))) + Float32(Float32(ux * ux) * Float32(Float32(-1.0) - Float32(maxCos * Float32(maxCos + Float32(-2.0))))))); else tmp = Float32(cos(Float32(Float32(2.0) * Float32(uy * Float32(pi)))) * sqrt(Float32(ux * Float32(Float32(2.0) - ux)))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \leq 5.999999848427251 \cdot 10^{-5}:\\
\;\;\;\;\sqrt{ux \cdot \mathsf{fma}\left(maxCos, -2, 2\right) + \left(ux \cdot ux\right) \cdot \left(-1 - maxCos \cdot \left(maxCos + -2\right)\right)}\\
\mathbf{else}:\\
\;\;\;\;\cos \left(2 \cdot \left(uy \cdot \pi\right)\right) \cdot \sqrt{ux \cdot \left(2 - ux\right)}\\
\end{array}
\end{array}
if uy < 5.99999985e-5Initial program 57.8%
associate-*l*57.8%
+-commutative57.8%
associate-+r-58.0%
fma-def58.0%
+-commutative58.0%
associate-+r-57.8%
fma-def57.8%
Simplified57.8%
Taylor expanded in uy around 0 57.8%
Taylor expanded in ux around 0 99.5%
+-commutative99.5%
cancel-sign-sub-inv99.5%
metadata-eval99.5%
mul-1-neg99.5%
unsub-neg99.5%
+-commutative99.5%
*-commutative99.5%
fma-udef99.5%
unpow299.5%
sub-neg99.5%
metadata-eval99.5%
+-commutative99.5%
Simplified99.5%
Taylor expanded in maxCos around 0 99.5%
unpow299.5%
distribute-rgt-out99.5%
Simplified99.5%
if 5.99999985e-5 < uy Initial program 56.2%
associate-*l*56.2%
+-commutative56.2%
associate-+r-55.9%
fma-def55.9%
+-commutative55.9%
associate-+r-55.8%
fma-def55.8%
Simplified55.8%
Taylor expanded in ux around -inf 98.5%
+-commutative98.5%
metadata-eval98.5%
cancel-sign-sub-inv98.5%
fma-def98.5%
cancel-sign-sub-inv98.5%
metadata-eval98.5%
+-commutative98.5%
*-commutative98.5%
fma-def98.5%
mul-1-neg98.5%
*-commutative98.5%
distribute-rgt-neg-in98.5%
mul-1-neg98.5%
unsub-neg98.5%
unpow298.5%
distribute-rgt-neg-in98.5%
Simplified98.5%
add-exp-log98.6%
Applied egg-rr98.6%
Taylor expanded in maxCos around 0 95.6%
mul-1-neg95.6%
+-commutative95.6%
sub-neg95.6%
unpow295.6%
distribute-rgt-out--95.5%
Simplified95.5%
Final simplification97.8%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= uy 0.0015999999595806003)
(sqrt
(+
(* ux (fma maxCos -2.0 2.0))
(* (* ux ux) (- -1.0 (* maxCos (+ maxCos -2.0))))))
(* (cos (* uy (* 2.0 PI))) (sqrt (* 2.0 ux)))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (uy <= 0.0015999999595806003f) {
tmp = sqrtf(((ux * fmaf(maxCos, -2.0f, 2.0f)) + ((ux * ux) * (-1.0f - (maxCos * (maxCos + -2.0f))))));
} else {
tmp = cosf((uy * (2.0f * ((float) M_PI)))) * sqrtf((2.0f * ux));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (uy <= Float32(0.0015999999595806003)) tmp = sqrt(Float32(Float32(ux * fma(maxCos, Float32(-2.0), Float32(2.0))) + Float32(Float32(ux * ux) * Float32(Float32(-1.0) - Float32(maxCos * Float32(maxCos + Float32(-2.0))))))); else tmp = Float32(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(Float32(2.0) * ux))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \leq 0.0015999999595806003:\\
\;\;\;\;\sqrt{ux \cdot \mathsf{fma}\left(maxCos, -2, 2\right) + \left(ux \cdot ux\right) \cdot \left(-1 - maxCos \cdot \left(maxCos + -2\right)\right)}\\
\mathbf{else}:\\
\;\;\;\;\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{2 \cdot ux}\\
\end{array}
\end{array}
if uy < 0.00159999996Initial program 58.3%
associate-*l*58.3%
+-commutative58.3%
associate-+r-58.3%
fma-def58.3%
+-commutative58.3%
associate-+r-58.1%
fma-def58.1%
Simplified58.1%
Taylor expanded in uy around 0 57.6%
Taylor expanded in ux around 0 96.3%
+-commutative96.3%
cancel-sign-sub-inv96.3%
metadata-eval96.3%
mul-1-neg96.3%
unsub-neg96.3%
+-commutative96.3%
*-commutative96.3%
fma-udef96.3%
unpow296.3%
sub-neg96.3%
metadata-eval96.3%
+-commutative96.3%
Simplified96.3%
Taylor expanded in maxCos around 0 96.3%
unpow296.3%
distribute-rgt-out96.3%
Simplified96.3%
if 0.00159999996 < uy Initial program 54.0%
associate-*l*54.0%
+-commutative54.0%
associate-+r-54.1%
fma-def54.1%
+-commutative54.1%
associate-+r-54.0%
fma-def54.0%
Simplified54.0%
Taylor expanded in ux around 0 44.1%
Taylor expanded in maxCos around 0 78.8%
*-commutative78.8%
Simplified78.8%
Final simplification91.2%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (+ (* ux (fma maxCos -2.0 2.0)) (* (* ux ux) (- -1.0 (* maxCos (+ maxCos -2.0)))))))
float code(float ux, float uy, float maxCos) {
return sqrtf(((ux * fmaf(maxCos, -2.0f, 2.0f)) + ((ux * ux) * (-1.0f - (maxCos * (maxCos + -2.0f))))));
}
function code(ux, uy, maxCos) return sqrt(Float32(Float32(ux * fma(maxCos, Float32(-2.0), Float32(2.0))) + Float32(Float32(ux * ux) * Float32(Float32(-1.0) - Float32(maxCos * Float32(maxCos + Float32(-2.0))))))) end
\begin{array}{l}
\\
\sqrt{ux \cdot \mathsf{fma}\left(maxCos, -2, 2\right) + \left(ux \cdot ux\right) \cdot \left(-1 - maxCos \cdot \left(maxCos + -2\right)\right)}
\end{array}
Initial program 57.1%
associate-*l*57.1%
+-commutative57.1%
associate-+r-57.1%
fma-def57.1%
+-commutative57.1%
associate-+r-56.9%
fma-def56.9%
Simplified56.9%
Taylor expanded in uy around 0 50.3%
Taylor expanded in ux around 0 80.6%
+-commutative80.6%
cancel-sign-sub-inv80.6%
metadata-eval80.6%
mul-1-neg80.6%
unsub-neg80.6%
+-commutative80.6%
*-commutative80.6%
fma-udef80.6%
unpow280.6%
sub-neg80.6%
metadata-eval80.6%
+-commutative80.6%
Simplified80.6%
Taylor expanded in maxCos around 0 80.6%
unpow280.6%
distribute-rgt-out80.6%
Simplified80.6%
Final simplification80.6%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (- (fma 2.0 ux (* maxCos (* -2.0 (- ux (* ux ux))))) (* ux ux))))
float code(float ux, float uy, float maxCos) {
return sqrtf((fmaf(2.0f, ux, (maxCos * (-2.0f * (ux - (ux * ux))))) - (ux * ux)));
}
function code(ux, uy, maxCos) return sqrt(Float32(fma(Float32(2.0), ux, Float32(maxCos * Float32(Float32(-2.0) * Float32(ux - Float32(ux * ux))))) - Float32(ux * ux))) end
\begin{array}{l}
\\
\sqrt{\mathsf{fma}\left(2, ux, maxCos \cdot \left(-2 \cdot \left(ux - ux \cdot ux\right)\right)\right) - ux \cdot ux}
\end{array}
Initial program 57.1%
associate-*l*57.1%
+-commutative57.1%
associate-+r-57.1%
fma-def57.1%
+-commutative57.1%
associate-+r-56.9%
fma-def56.9%
Simplified56.9%
Taylor expanded in uy around 0 50.3%
Taylor expanded in ux around 0 80.6%
+-commutative80.6%
cancel-sign-sub-inv80.6%
metadata-eval80.6%
mul-1-neg80.6%
unsub-neg80.6%
+-commutative80.6%
*-commutative80.6%
fma-udef80.6%
unpow280.6%
sub-neg80.6%
metadata-eval80.6%
+-commutative80.6%
Simplified80.6%
Taylor expanded in maxCos around 0 80.1%
fma-def80.1%
distribute-lft-out--80.1%
unpow280.1%
unpow280.1%
Simplified80.1%
Final simplification80.1%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (+ (* ux (- 2.0 ux)) (* maxCos (* -2.0 (- ux (* ux ux)))))))
float code(float ux, float uy, float maxCos) {
return sqrtf(((ux * (2.0f - ux)) + (maxCos * (-2.0f * (ux - (ux * ux))))));
}
real(4) function code(ux, uy, maxcos)
real(4), intent (in) :: ux
real(4), intent (in) :: uy
real(4), intent (in) :: maxcos
code = sqrt(((ux * (2.0e0 - ux)) + (maxcos * ((-2.0e0) * (ux - (ux * ux))))))
end function
function code(ux, uy, maxCos) return sqrt(Float32(Float32(ux * Float32(Float32(2.0) - ux)) + Float32(maxCos * Float32(Float32(-2.0) * Float32(ux - Float32(ux * ux)))))) end
function tmp = code(ux, uy, maxCos) tmp = sqrt(((ux * (single(2.0) - ux)) + (maxCos * (single(-2.0) * (ux - (ux * ux)))))); end
\begin{array}{l}
\\
\sqrt{ux \cdot \left(2 - ux\right) + maxCos \cdot \left(-2 \cdot \left(ux - ux \cdot ux\right)\right)}
\end{array}
Initial program 57.1%
associate-*l*57.1%
+-commutative57.1%
associate-+r-57.1%
fma-def57.1%
+-commutative57.1%
associate-+r-56.9%
fma-def56.9%
Simplified56.9%
Taylor expanded in uy around 0 50.3%
Taylor expanded in ux around 0 80.6%
+-commutative80.6%
cancel-sign-sub-inv80.6%
metadata-eval80.6%
mul-1-neg80.6%
unsub-neg80.6%
+-commutative80.6%
*-commutative80.6%
fma-udef80.6%
unpow280.6%
sub-neg80.6%
metadata-eval80.6%
+-commutative80.6%
Simplified80.6%
Taylor expanded in maxCos around 0 80.1%
+-commutative80.1%
associate--l+80.1%
distribute-lft-out--80.1%
unpow280.1%
unpow280.1%
distribute-rgt-out--80.0%
Simplified80.0%
Final simplification80.0%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (- (* 2.0 ux) (* ux ux))))
float code(float ux, float uy, float maxCos) {
return sqrtf(((2.0f * ux) - (ux * ux)));
}
real(4) function code(ux, uy, maxcos)
real(4), intent (in) :: ux
real(4), intent (in) :: uy
real(4), intent (in) :: maxcos
code = sqrt(((2.0e0 * ux) - (ux * ux)))
end function
function code(ux, uy, maxCos) return sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux))) end
function tmp = code(ux, uy, maxCos) tmp = sqrt(((single(2.0) * ux) - (ux * ux))); end
\begin{array}{l}
\\
\sqrt{2 \cdot ux - ux \cdot ux}
\end{array}
Initial program 57.1%
associate-*l*57.1%
+-commutative57.1%
associate-+r-57.1%
fma-def57.1%
+-commutative57.1%
associate-+r-56.9%
fma-def56.9%
Simplified56.9%
Taylor expanded in uy around 0 50.3%
Taylor expanded in ux around 0 80.6%
+-commutative80.6%
cancel-sign-sub-inv80.6%
metadata-eval80.6%
mul-1-neg80.6%
unsub-neg80.6%
+-commutative80.6%
*-commutative80.6%
fma-udef80.6%
unpow280.6%
sub-neg80.6%
metadata-eval80.6%
+-commutative80.6%
Simplified80.6%
Taylor expanded in maxCos around 0 76.1%
unpow276.1%
Simplified76.1%
Final simplification76.1%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (* ux (- 2.0 ux))))
float code(float ux, float uy, float maxCos) {
return sqrtf((ux * (2.0f - ux)));
}
real(4) function code(ux, uy, maxcos)
real(4), intent (in) :: ux
real(4), intent (in) :: uy
real(4), intent (in) :: maxcos
code = sqrt((ux * (2.0e0 - ux)))
end function
function code(ux, uy, maxCos) return sqrt(Float32(ux * Float32(Float32(2.0) - ux))) end
function tmp = code(ux, uy, maxCos) tmp = sqrt((ux * (single(2.0) - ux))); end
\begin{array}{l}
\\
\sqrt{ux \cdot \left(2 - ux\right)}
\end{array}
Initial program 57.1%
associate-*l*57.1%
+-commutative57.1%
associate-+r-57.1%
fma-def57.1%
+-commutative57.1%
associate-+r-56.9%
fma-def56.9%
Simplified56.9%
Taylor expanded in uy around 0 50.3%
Taylor expanded in ux around 0 80.6%
+-commutative80.6%
cancel-sign-sub-inv80.6%
metadata-eval80.6%
mul-1-neg80.6%
unsub-neg80.6%
+-commutative80.6%
*-commutative80.6%
fma-udef80.6%
unpow280.6%
sub-neg80.6%
metadata-eval80.6%
+-commutative80.6%
Simplified80.6%
Taylor expanded in maxCos around 0 76.1%
unpow276.1%
distribute-rgt-out--76.1%
Simplified76.1%
Final simplification76.1%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (* 2.0 ux)))
float code(float ux, float uy, float maxCos) {
return sqrtf((2.0f * ux));
}
real(4) function code(ux, uy, maxcos)
real(4), intent (in) :: ux
real(4), intent (in) :: uy
real(4), intent (in) :: maxcos
code = sqrt((2.0e0 * ux))
end function
function code(ux, uy, maxCos) return sqrt(Float32(Float32(2.0) * ux)) end
function tmp = code(ux, uy, maxCos) tmp = sqrt((single(2.0) * ux)); end
\begin{array}{l}
\\
\sqrt{2 \cdot ux}
\end{array}
Initial program 57.1%
associate-*l*57.1%
+-commutative57.1%
associate-+r-57.1%
fma-def57.1%
+-commutative57.1%
associate-+r-56.9%
fma-def56.9%
Simplified56.9%
Taylor expanded in uy around 0 50.3%
Taylor expanded in ux around 0 64.3%
Taylor expanded in maxCos around 0 61.1%
Final simplification61.1%
herbie shell --seed 2023271
(FPCore (ux uy maxCos)
:name "UniformSampleCone, x"
:precision binary32
:pre (and (and (and (<= 2.328306437e-10 ux) (<= ux 1.0)) (and (<= 2.328306437e-10 uy) (<= uy 1.0))) (and (<= 0.0 maxCos) (<= maxCos 1.0)))
(* (cos (* (* uy 2.0) PI)) (sqrt (- 1.0 (* (+ (- 1.0 ux) (* ux maxCos)) (+ (- 1.0 ux) (* ux maxCos)))))))