
(FPCore (ux uy maxCos) :precision binary32 (let* ((t_0 (+ (- 1.0 ux) (* ux maxCos)))) (* (sin (* (* 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 sinf(((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(sin(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 = sin(((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\\
\sin \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 11 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (ux uy maxCos) :precision binary32 (let* ((t_0 (+ (- 1.0 ux) (* ux maxCos)))) (* (sin (* (* 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 sinf(((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(sin(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 = sin(((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\\
\sin \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
(*
(sin (cbrt (* (pow (* uy 2.0) 3.0) (pow PI 3.0))))
(sqrt
(fma
(+ maxCos -1.0)
(* (* ux ux) (- 1.0 maxCos))
(* ux (- 1.0 (+ maxCos (+ maxCos -1.0))))))))
float code(float ux, float uy, float maxCos) {
return sinf(cbrtf((powf((uy * 2.0f), 3.0f) * powf(((float) M_PI), 3.0f)))) * sqrtf(fmaf((maxCos + -1.0f), ((ux * ux) * (1.0f - maxCos)), (ux * (1.0f - (maxCos + (maxCos + -1.0f))))));
}
function code(ux, uy, maxCos) return Float32(sin(cbrt(Float32((Float32(uy * Float32(2.0)) ^ Float32(3.0)) * (Float32(pi) ^ Float32(3.0))))) * sqrt(fma(Float32(maxCos + Float32(-1.0)), Float32(Float32(ux * ux) * Float32(Float32(1.0) - maxCos)), Float32(ux * Float32(Float32(1.0) - Float32(maxCos + Float32(maxCos + Float32(-1.0)))))))) end
\begin{array}{l}
\\
\sin \left(\sqrt[3]{{\left(uy \cdot 2\right)}^{3} \cdot {\pi}^{3}}\right) \cdot \sqrt{\mathsf{fma}\left(maxCos + -1, \left(ux \cdot ux\right) \cdot \left(1 - maxCos\right), ux \cdot \left(1 - \left(maxCos + \left(maxCos + -1\right)\right)\right)\right)}
\end{array}
Initial program 55.2%
associate-*l*55.2%
sub-neg55.2%
+-commutative55.2%
distribute-rgt-neg-in55.2%
fma-def55.3%
+-commutative55.3%
associate-+r-55.4%
fma-def55.4%
neg-sub055.4%
+-commutative55.4%
associate-+r-55.3%
associate--r-55.3%
neg-sub055.3%
+-commutative55.3%
sub-neg55.3%
fma-def55.3%
Simplified55.3%
Taylor expanded in ux around 0 98.1%
fma-def98.1%
sub-neg98.1%
metadata-eval98.1%
*-commutative98.1%
unpow298.1%
associate--l+98.2%
mul-1-neg98.2%
sub-neg98.2%
metadata-eval98.2%
Simplified98.2%
associate-*r*98.2%
add-cbrt-cube98.2%
add-cbrt-cube98.2%
cbrt-unprod98.2%
pow398.2%
pow398.2%
Applied egg-rr98.2%
Final simplification98.2%
(FPCore (ux uy maxCos)
:precision binary32
(*
(sin (* uy (* 2.0 PI)))
(cbrt
(pow
(fma
(+ maxCos -1.0)
(* (* ux ux) (- 1.0 maxCos))
(+ ux (* ux (- (- 1.0 maxCos) maxCos))))
1.5))))
float code(float ux, float uy, float maxCos) {
return sinf((uy * (2.0f * ((float) M_PI)))) * cbrtf(powf(fmaf((maxCos + -1.0f), ((ux * ux) * (1.0f - maxCos)), (ux + (ux * ((1.0f - maxCos) - maxCos)))), 1.5f));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * cbrt((fma(Float32(maxCos + Float32(-1.0)), Float32(Float32(ux * ux) * Float32(Float32(1.0) - maxCos)), Float32(ux + Float32(ux * Float32(Float32(Float32(1.0) - maxCos) - maxCos)))) ^ Float32(1.5)))) end
\begin{array}{l}
\\
\sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt[3]{{\left(\mathsf{fma}\left(maxCos + -1, \left(ux \cdot ux\right) \cdot \left(1 - maxCos\right), ux + ux \cdot \left(\left(1 - maxCos\right) - maxCos\right)\right)\right)}^{1.5}}
\end{array}
Initial program 55.2%
associate-*l*55.2%
sub-neg55.2%
+-commutative55.2%
distribute-rgt-neg-in55.2%
fma-def55.3%
+-commutative55.3%
associate-+r-55.4%
fma-def55.4%
neg-sub055.4%
+-commutative55.4%
associate-+r-55.3%
associate--r-55.3%
neg-sub055.3%
+-commutative55.3%
sub-neg55.3%
fma-def55.3%
Simplified55.3%
Taylor expanded in ux around 0 98.1%
fma-def98.1%
sub-neg98.1%
metadata-eval98.1%
*-commutative98.1%
unpow298.1%
associate--l+98.2%
mul-1-neg98.2%
sub-neg98.2%
metadata-eval98.2%
Simplified98.2%
add-cbrt-cube98.1%
add-sqr-sqrt98.2%
distribute-rgt-in98.2%
*-un-lft-identity98.2%
distribute-neg-in98.2%
metadata-eval98.2%
Applied egg-rr98.2%
*-commutative98.2%
unpow1/298.2%
Simplified98.2%
Final simplification98.2%
(FPCore (ux uy maxCos)
:precision binary32
(*
(sqrt
(fma
(- 1.0 maxCos)
(* (+ maxCos -1.0) (* ux ux))
(* ux (+ 2.0 (* maxCos -2.0)))))
(sin (* 2.0 (* uy PI)))))
float code(float ux, float uy, float maxCos) {
return sqrtf(fmaf((1.0f - maxCos), ((maxCos + -1.0f) * (ux * ux)), (ux * (2.0f + (maxCos * -2.0f))))) * sinf((2.0f * (uy * ((float) M_PI))));
}
function code(ux, uy, maxCos) return Float32(sqrt(fma(Float32(Float32(1.0) - maxCos), Float32(Float32(maxCos + Float32(-1.0)) * Float32(ux * ux)), Float32(ux * Float32(Float32(2.0) + Float32(maxCos * Float32(-2.0)))))) * sin(Float32(Float32(2.0) * Float32(uy * Float32(pi))))) end
\begin{array}{l}
\\
\sqrt{\mathsf{fma}\left(1 - maxCos, \left(maxCos + -1\right) \cdot \left(ux \cdot ux\right), ux \cdot \left(2 + maxCos \cdot -2\right)\right)} \cdot \sin \left(2 \cdot \left(uy \cdot \pi\right)\right)
\end{array}
Initial program 55.2%
associate-*l*55.2%
sub-neg55.2%
+-commutative55.2%
distribute-rgt-neg-in55.2%
fma-def55.3%
+-commutative55.3%
associate-+r-55.4%
fma-def55.4%
neg-sub055.4%
+-commutative55.4%
associate-+r-55.3%
associate--r-55.3%
neg-sub055.3%
+-commutative55.3%
sub-neg55.3%
fma-def55.3%
Simplified55.3%
Taylor expanded in ux around 0 98.1%
fma-def98.1%
sub-neg98.1%
metadata-eval98.1%
*-commutative98.1%
unpow298.1%
associate--l+98.2%
mul-1-neg98.2%
sub-neg98.2%
metadata-eval98.2%
Simplified98.2%
associate-*r*98.2%
add-cbrt-cube98.2%
add-cbrt-cube98.2%
cbrt-unprod98.2%
pow398.2%
pow398.2%
Applied egg-rr98.2%
Taylor expanded in uy around inf 98.2%
fma-def98.2%
sub-neg98.2%
metadata-eval98.2%
unpow298.2%
cancel-sign-sub-inv98.2%
metadata-eval98.2%
Simplified98.2%
Final simplification98.2%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (* uy 2.0) 0.00039999998989515007)
(*
2.0
(*
uy
(*
PI
(sqrt
(fma
ux
(+ 1.0 (* maxCos -2.0))
(+ ux (* (- 1.0 maxCos) (* (+ maxCos -1.0) (* ux ux)))))))))
(* (sin (* (* uy 2.0) PI)) (sqrt (- (* 2.0 ux) (* ux ux))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if ((uy * 2.0f) <= 0.00039999998989515007f) {
tmp = 2.0f * (uy * (((float) M_PI) * sqrtf(fmaf(ux, (1.0f + (maxCos * -2.0f)), (ux + ((1.0f - maxCos) * ((maxCos + -1.0f) * (ux * ux))))))));
} else {
tmp = sinf(((uy * 2.0f) * ((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(0.00039999998989515007)) tmp = Float32(Float32(2.0) * Float32(uy * Float32(Float32(pi) * sqrt(fma(ux, Float32(Float32(1.0) + Float32(maxCos * Float32(-2.0))), Float32(ux + Float32(Float32(Float32(1.0) - maxCos) * Float32(Float32(maxCos + Float32(-1.0)) * Float32(ux * ux))))))))); else tmp = Float32(sin(Float32(Float32(uy * Float32(2.0)) * 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 0.00039999998989515007:\\
\;\;\;\;2 \cdot \left(uy \cdot \left(\pi \cdot \sqrt{\mathsf{fma}\left(ux, 1 + maxCos \cdot -2, ux + \left(1 - maxCos\right) \cdot \left(\left(maxCos + -1\right) \cdot \left(ux \cdot ux\right)\right)\right)}\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\sin \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{2 \cdot ux - ux \cdot ux}\\
\end{array}
\end{array}
if (*.f32 uy 2) < 3.9999999e-4Initial program 52.3%
associate-*l*52.3%
sub-neg52.3%
+-commutative52.3%
distribute-rgt-neg-in52.3%
fma-def52.7%
+-commutative52.7%
associate-+r-52.6%
fma-def52.6%
neg-sub052.6%
+-commutative52.6%
associate-+r-52.5%
associate--r-52.5%
neg-sub052.5%
+-commutative52.5%
sub-neg52.5%
fma-def52.5%
Simplified52.5%
Taylor expanded in ux around 0 98.3%
fma-def98.3%
sub-neg98.3%
metadata-eval98.3%
*-commutative98.3%
unpow298.3%
associate--l+98.3%
mul-1-neg98.3%
sub-neg98.3%
metadata-eval98.3%
Simplified98.3%
add-cbrt-cube98.3%
add-sqr-sqrt98.3%
distribute-rgt-in98.3%
*-un-lft-identity98.3%
distribute-neg-in98.3%
metadata-eval98.3%
Applied egg-rr98.4%
*-commutative98.4%
unpow1/298.4%
Simplified98.4%
Taylor expanded in uy around 0 98.1%
associate-*l*98.2%
fma-def98.2%
cancel-sign-sub-inv98.2%
metadata-eval98.2%
sub-neg98.2%
metadata-eval98.2%
unpow298.2%
Simplified98.2%
if 3.9999999e-4 < (*.f32 uy 2) Initial program 60.0%
associate-*l*60.0%
sub-neg60.0%
+-commutative60.0%
distribute-rgt-neg-in60.0%
fma-def59.8%
+-commutative59.8%
associate-+r-60.0%
fma-def60.0%
neg-sub060.0%
+-commutative60.0%
associate-+r-59.8%
associate--r-59.8%
neg-sub059.8%
+-commutative59.8%
sub-neg59.8%
fma-def59.8%
Simplified59.8%
Taylor expanded in ux around 0 97.9%
fma-def97.9%
sub-neg97.9%
metadata-eval97.9%
*-commutative97.9%
unpow297.9%
associate--l+98.0%
mul-1-neg98.0%
sub-neg98.0%
metadata-eval98.0%
Simplified98.0%
Taylor expanded in maxCos around 0 93.0%
associate-*r*93.0%
+-commutative93.0%
mul-1-neg93.0%
unsub-neg93.0%
unpow293.0%
Simplified93.0%
Final simplification96.2%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (* uy 2.0) 0.00039999998989515007)
(*
2.0
(*
uy
(*
PI
(sqrt
(fma
(- 1.0 maxCos)
(* (+ maxCos -1.0) (* ux ux))
(* ux (+ 2.0 (* maxCos -2.0))))))))
(* (sin (* (* uy 2.0) PI)) (sqrt (- (* 2.0 ux) (* ux ux))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if ((uy * 2.0f) <= 0.00039999998989515007f) {
tmp = 2.0f * (uy * (((float) M_PI) * sqrtf(fmaf((1.0f - maxCos), ((maxCos + -1.0f) * (ux * ux)), (ux * (2.0f + (maxCos * -2.0f)))))));
} else {
tmp = sinf(((uy * 2.0f) * ((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(0.00039999998989515007)) tmp = Float32(Float32(2.0) * Float32(uy * Float32(Float32(pi) * sqrt(fma(Float32(Float32(1.0) - maxCos), Float32(Float32(maxCos + Float32(-1.0)) * Float32(ux * ux)), Float32(ux * Float32(Float32(2.0) + Float32(maxCos * Float32(-2.0))))))))); else tmp = Float32(sin(Float32(Float32(uy * Float32(2.0)) * 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 0.00039999998989515007:\\
\;\;\;\;2 \cdot \left(uy \cdot \left(\pi \cdot \sqrt{\mathsf{fma}\left(1 - maxCos, \left(maxCos + -1\right) \cdot \left(ux \cdot ux\right), ux \cdot \left(2 + maxCos \cdot -2\right)\right)}\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\sin \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{2 \cdot ux - ux \cdot ux}\\
\end{array}
\end{array}
if (*.f32 uy 2) < 3.9999999e-4Initial program 52.3%
associate-*l*52.3%
sub-neg52.3%
+-commutative52.3%
distribute-rgt-neg-in52.3%
fma-def52.7%
+-commutative52.7%
associate-+r-52.6%
fma-def52.6%
neg-sub052.6%
+-commutative52.6%
associate-+r-52.5%
associate--r-52.5%
neg-sub052.5%
+-commutative52.5%
sub-neg52.5%
fma-def52.5%
Simplified52.5%
Taylor expanded in ux around 0 98.3%
fma-def98.3%
sub-neg98.3%
metadata-eval98.3%
*-commutative98.3%
unpow298.3%
associate--l+98.3%
mul-1-neg98.3%
sub-neg98.3%
metadata-eval98.3%
Simplified98.3%
associate-*r*98.3%
add-cbrt-cube98.3%
add-cbrt-cube98.3%
cbrt-unprod98.4%
pow398.4%
pow398.4%
Applied egg-rr98.4%
Taylor expanded in uy around 0 98.0%
associate-*l*98.2%
fma-def98.2%
sub-neg98.2%
metadata-eval98.2%
unpow298.2%
cancel-sign-sub-inv98.2%
metadata-eval98.2%
Simplified98.2%
if 3.9999999e-4 < (*.f32 uy 2) Initial program 60.0%
associate-*l*60.0%
sub-neg60.0%
+-commutative60.0%
distribute-rgt-neg-in60.0%
fma-def59.8%
+-commutative59.8%
associate-+r-60.0%
fma-def60.0%
neg-sub060.0%
+-commutative60.0%
associate-+r-59.8%
associate--r-59.8%
neg-sub059.8%
+-commutative59.8%
sub-neg59.8%
fma-def59.8%
Simplified59.8%
Taylor expanded in ux around 0 97.9%
fma-def97.9%
sub-neg97.9%
metadata-eval97.9%
*-commutative97.9%
unpow297.9%
associate--l+98.0%
mul-1-neg98.0%
sub-neg98.0%
metadata-eval98.0%
Simplified98.0%
Taylor expanded in maxCos around 0 93.0%
associate-*r*93.0%
+-commutative93.0%
mul-1-neg93.0%
unsub-neg93.0%
unpow293.0%
Simplified93.0%
Final simplification96.2%
(FPCore (ux uy maxCos) :precision binary32 (if (<= uy 0.00419999985024333) (* 2.0 (* uy (* PI (sqrt (- (* 2.0 ux) (* ux ux)))))) (* (sin (* uy (* 2.0 PI))) (sqrt (* ux (- 2.0 (* 2.0 maxCos)))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (uy <= 0.00419999985024333f) {
tmp = 2.0f * (uy * (((float) M_PI) * sqrtf(((2.0f * ux) - (ux * ux)))));
} else {
tmp = sinf((uy * (2.0f * ((float) M_PI)))) * sqrtf((ux * (2.0f - (2.0f * maxCos))));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (uy <= Float32(0.00419999985024333)) tmp = Float32(Float32(2.0) * Float32(uy * Float32(Float32(pi) * sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux)))))); else tmp = Float32(sin(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(ux * Float32(Float32(2.0) - Float32(Float32(2.0) * maxCos))))); end return tmp end
function tmp_2 = code(ux, uy, maxCos) tmp = single(0.0); if (uy <= single(0.00419999985024333)) tmp = single(2.0) * (uy * (single(pi) * sqrt(((single(2.0) * ux) - (ux * ux))))); else tmp = sin((uy * (single(2.0) * single(pi)))) * sqrt((ux * (single(2.0) - (single(2.0) * maxCos)))); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \leq 0.00419999985024333:\\
\;\;\;\;2 \cdot \left(uy \cdot \left(\pi \cdot \sqrt{2 \cdot ux - ux \cdot ux}\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{ux \cdot \left(2 - 2 \cdot maxCos\right)}\\
\end{array}
\end{array}
if uy < 0.00419999985Initial program 54.5%
associate-*l*54.5%
sub-neg54.5%
+-commutative54.5%
distribute-rgt-neg-in54.5%
fma-def54.8%
+-commutative54.8%
associate-+r-54.8%
fma-def54.8%
neg-sub054.8%
+-commutative54.8%
associate-+r-54.7%
associate--r-54.7%
neg-sub054.7%
+-commutative54.7%
sub-neg54.7%
fma-def54.7%
Simplified54.7%
Taylor expanded in ux around 0 98.4%
fma-def98.4%
sub-neg98.4%
metadata-eval98.4%
*-commutative98.4%
unpow298.4%
associate--l+98.4%
mul-1-neg98.4%
sub-neg98.4%
metadata-eval98.4%
Simplified98.4%
associate-*r*98.4%
add-cbrt-cube98.4%
add-cbrt-cube98.4%
cbrt-unprod98.4%
pow398.4%
pow398.4%
Applied egg-rr98.4%
Taylor expanded in uy around 0 95.4%
associate-*l*95.5%
fma-def95.5%
sub-neg95.5%
metadata-eval95.5%
unpow295.5%
cancel-sign-sub-inv95.5%
metadata-eval95.5%
Simplified95.5%
Taylor expanded in maxCos around 0 90.1%
+-commutative90.1%
mul-1-neg90.1%
unsub-neg90.1%
unpow290.1%
Simplified90.1%
if 0.00419999985 < uy Initial program 57.3%
associate-*l*57.3%
+-commutative57.3%
associate-+r-57.5%
fma-def57.5%
+-commutative57.5%
associate-+r-57.3%
fma-def57.3%
Simplified57.3%
Taylor expanded in ux around 0 76.2%
Final simplification86.6%
(FPCore (ux uy maxCos) :precision binary32 (* (sin (* (* uy 2.0) PI)) (sqrt (- (* 2.0 ux) (* ux ux)))))
float code(float ux, float uy, float maxCos) {
return sinf(((uy * 2.0f) * ((float) M_PI))) * sqrtf(((2.0f * ux) - (ux * ux)));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux)))) end
function tmp = code(ux, uy, maxCos) tmp = sin(((uy * single(2.0)) * single(pi))) * sqrt(((single(2.0) * ux) - (ux * ux))); end
\begin{array}{l}
\\
\sin \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{2 \cdot ux - ux \cdot ux}
\end{array}
Initial program 55.2%
associate-*l*55.2%
sub-neg55.2%
+-commutative55.2%
distribute-rgt-neg-in55.2%
fma-def55.3%
+-commutative55.3%
associate-+r-55.4%
fma-def55.4%
neg-sub055.4%
+-commutative55.4%
associate-+r-55.3%
associate--r-55.3%
neg-sub055.3%
+-commutative55.3%
sub-neg55.3%
fma-def55.3%
Simplified55.3%
Taylor expanded in ux around 0 98.1%
fma-def98.1%
sub-neg98.1%
metadata-eval98.1%
*-commutative98.1%
unpow298.1%
associate--l+98.2%
mul-1-neg98.2%
sub-neg98.2%
metadata-eval98.2%
Simplified98.2%
Taylor expanded in maxCos around 0 92.4%
associate-*r*92.4%
+-commutative92.4%
mul-1-neg92.4%
unsub-neg92.4%
unpow292.4%
Simplified92.4%
Final simplification92.4%
(FPCore (ux uy maxCos) :precision binary32 (if (<= uy 0.00419999985024333) (* 2.0 (* uy (* PI (sqrt (- (* 2.0 ux) (* ux ux)))))) (* (sin (* uy (* 2.0 PI))) (sqrt (* 2.0 ux)))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (uy <= 0.00419999985024333f) {
tmp = 2.0f * (uy * (((float) M_PI) * sqrtf(((2.0f * ux) - (ux * ux)))));
} else {
tmp = sinf((uy * (2.0f * ((float) M_PI)))) * sqrtf((2.0f * ux));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (uy <= Float32(0.00419999985024333)) tmp = Float32(Float32(2.0) * Float32(uy * Float32(Float32(pi) * sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux)))))); else tmp = Float32(sin(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(Float32(2.0) * ux))); end return tmp end
function tmp_2 = code(ux, uy, maxCos) tmp = single(0.0); if (uy <= single(0.00419999985024333)) tmp = single(2.0) * (uy * (single(pi) * sqrt(((single(2.0) * ux) - (ux * ux))))); else tmp = sin((uy * (single(2.0) * single(pi)))) * sqrt((single(2.0) * ux)); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \leq 0.00419999985024333:\\
\;\;\;\;2 \cdot \left(uy \cdot \left(\pi \cdot \sqrt{2 \cdot ux - ux \cdot ux}\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{2 \cdot ux}\\
\end{array}
\end{array}
if uy < 0.00419999985Initial program 54.5%
associate-*l*54.5%
sub-neg54.5%
+-commutative54.5%
distribute-rgt-neg-in54.5%
fma-def54.8%
+-commutative54.8%
associate-+r-54.8%
fma-def54.8%
neg-sub054.8%
+-commutative54.8%
associate-+r-54.7%
associate--r-54.7%
neg-sub054.7%
+-commutative54.7%
sub-neg54.7%
fma-def54.7%
Simplified54.7%
Taylor expanded in ux around 0 98.4%
fma-def98.4%
sub-neg98.4%
metadata-eval98.4%
*-commutative98.4%
unpow298.4%
associate--l+98.4%
mul-1-neg98.4%
sub-neg98.4%
metadata-eval98.4%
Simplified98.4%
associate-*r*98.4%
add-cbrt-cube98.4%
add-cbrt-cube98.4%
cbrt-unprod98.4%
pow398.4%
pow398.4%
Applied egg-rr98.4%
Taylor expanded in uy around 0 95.4%
associate-*l*95.5%
fma-def95.5%
sub-neg95.5%
metadata-eval95.5%
unpow295.5%
cancel-sign-sub-inv95.5%
metadata-eval95.5%
Simplified95.5%
Taylor expanded in maxCos around 0 90.1%
+-commutative90.1%
mul-1-neg90.1%
unsub-neg90.1%
unpow290.1%
Simplified90.1%
if 0.00419999985 < uy Initial program 57.3%
associate-*l*57.3%
+-commutative57.3%
associate-+r-57.5%
fma-def57.5%
+-commutative57.5%
associate-+r-57.3%
fma-def57.3%
Simplified57.3%
Taylor expanded in ux around 0 45.7%
Taylor expanded in maxCos around 0 71.6%
Final simplification85.4%
(FPCore (ux uy maxCos) :precision binary32 (* 2.0 (* uy (* PI (sqrt (- (* 2.0 ux) (* ux ux)))))))
float code(float ux, float uy, float maxCos) {
return 2.0f * (uy * (((float) M_PI) * sqrtf(((2.0f * ux) - (ux * ux)))));
}
function code(ux, uy, maxCos) return Float32(Float32(2.0) * Float32(uy * Float32(Float32(pi) * sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux)))))) end
function tmp = code(ux, uy, maxCos) tmp = single(2.0) * (uy * (single(pi) * sqrt(((single(2.0) * ux) - (ux * ux))))); end
\begin{array}{l}
\\
2 \cdot \left(uy \cdot \left(\pi \cdot \sqrt{2 \cdot ux - ux \cdot ux}\right)\right)
\end{array}
Initial program 55.2%
associate-*l*55.2%
sub-neg55.2%
+-commutative55.2%
distribute-rgt-neg-in55.2%
fma-def55.3%
+-commutative55.3%
associate-+r-55.4%
fma-def55.4%
neg-sub055.4%
+-commutative55.4%
associate-+r-55.3%
associate--r-55.3%
neg-sub055.3%
+-commutative55.3%
sub-neg55.3%
fma-def55.3%
Simplified55.3%
Taylor expanded in ux around 0 98.1%
fma-def98.1%
sub-neg98.1%
metadata-eval98.1%
*-commutative98.1%
unpow298.1%
associate--l+98.2%
mul-1-neg98.2%
sub-neg98.2%
metadata-eval98.2%
Simplified98.2%
associate-*r*98.2%
add-cbrt-cube98.2%
add-cbrt-cube98.2%
cbrt-unprod98.2%
pow398.2%
pow398.2%
Applied egg-rr98.2%
Taylor expanded in uy around 0 81.7%
associate-*l*81.8%
fma-def81.8%
sub-neg81.8%
metadata-eval81.8%
unpow281.8%
cancel-sign-sub-inv81.8%
metadata-eval81.8%
Simplified81.8%
Taylor expanded in maxCos around 0 77.4%
+-commutative77.4%
mul-1-neg77.4%
unsub-neg77.4%
unpow277.4%
Simplified77.4%
Final simplification77.4%
(FPCore (ux uy maxCos) :precision binary32 (* 2.0 (* (* uy PI) (sqrt (* 2.0 ux)))))
float code(float ux, float uy, float maxCos) {
return 2.0f * ((uy * ((float) M_PI)) * sqrtf((2.0f * ux)));
}
function code(ux, uy, maxCos) return Float32(Float32(2.0) * Float32(Float32(uy * Float32(pi)) * sqrt(Float32(Float32(2.0) * ux)))) end
function tmp = code(ux, uy, maxCos) tmp = single(2.0) * ((uy * single(pi)) * sqrt((single(2.0) * ux))); end
\begin{array}{l}
\\
2 \cdot \left(\left(uy \cdot \pi\right) \cdot \sqrt{2 \cdot ux}\right)
\end{array}
Initial program 55.2%
associate-*l*55.2%
sub-neg55.2%
+-commutative55.2%
distribute-rgt-neg-in55.2%
fma-def55.3%
+-commutative55.3%
associate-+r-55.4%
fma-def55.4%
neg-sub055.4%
+-commutative55.4%
associate-+r-55.3%
associate--r-55.3%
neg-sub055.3%
+-commutative55.3%
sub-neg55.3%
fma-def55.3%
Simplified55.3%
Taylor expanded in uy around 0 48.1%
Taylor expanded in ux around 0 67.8%
associate--l+67.8%
mul-1-neg67.8%
sub-neg67.8%
metadata-eval67.8%
distribute-neg-in67.8%
metadata-eval67.8%
+-commutative67.8%
sub-neg67.8%
Simplified67.8%
Taylor expanded in maxCos around 0 65.4%
Final simplification65.4%
(FPCore (ux uy maxCos) :precision binary32 (* 2.0 (* (* uy PI) (sqrt 0.0))))
float code(float ux, float uy, float maxCos) {
return 2.0f * ((uy * ((float) M_PI)) * sqrtf(0.0f));
}
function code(ux, uy, maxCos) return Float32(Float32(2.0) * Float32(Float32(uy * Float32(pi)) * sqrt(Float32(0.0)))) end
function tmp = code(ux, uy, maxCos) tmp = single(2.0) * ((uy * single(pi)) * sqrt(single(0.0))); end
\begin{array}{l}
\\
2 \cdot \left(\left(uy \cdot \pi\right) \cdot \sqrt{0}\right)
\end{array}
Initial program 55.2%
associate-*l*55.2%
sub-neg55.2%
+-commutative55.2%
distribute-rgt-neg-in55.2%
fma-def55.3%
+-commutative55.3%
associate-+r-55.4%
fma-def55.4%
neg-sub055.4%
+-commutative55.4%
associate-+r-55.3%
associate--r-55.3%
neg-sub055.3%
+-commutative55.3%
sub-neg55.3%
fma-def55.3%
Simplified55.3%
Taylor expanded in uy around 0 48.1%
Taylor expanded in ux around 0 7.1%
Final simplification7.1%
herbie shell --seed 2023257
(FPCore (ux uy maxCos)
:name "UniformSampleCone, y"
: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)))
(* (sin (* (* uy 2.0) PI)) (sqrt (- 1.0 (* (+ (- 1.0 ux) (* ux maxCos)) (+ (- 1.0 ux) (* ux maxCos)))))))