
(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 11 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 (* 2.0 (* uy PI)))
(sqrt
(fma
ux
(+ 1.0 (* -2.0 maxCos))
(+ ux (* (- 1.0 maxCos) (* (* ux ux) (+ maxCos -1.0))))))))
float code(float ux, float uy, float maxCos) {
return cosf((2.0f * (uy * ((float) M_PI)))) * sqrtf(fmaf(ux, (1.0f + (-2.0f * maxCos)), (ux + ((1.0f - maxCos) * ((ux * ux) * (maxCos + -1.0f))))));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(Float32(2.0) * Float32(uy * Float32(pi)))) * sqrt(fma(ux, Float32(Float32(1.0) + Float32(Float32(-2.0) * maxCos)), Float32(ux + Float32(Float32(Float32(1.0) - maxCos) * Float32(Float32(ux * ux) * Float32(maxCos + Float32(-1.0)))))))) end
\begin{array}{l}
\\
\cos \left(2 \cdot \left(uy \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(ux, 1 + -2 \cdot maxCos, ux + \left(1 - maxCos\right) \cdot \left(\left(ux \cdot ux\right) \cdot \left(maxCos + -1\right)\right)\right)}
\end{array}
Initial program 57.5%
associate-*l*57.5%
sub-neg57.5%
+-commutative57.5%
distribute-rgt-neg-in57.5%
fma-def57.3%
+-commutative57.3%
associate-+r-57.4%
fma-def57.4%
neg-sub057.4%
+-commutative57.4%
associate-+r-57.2%
associate--r-57.2%
neg-sub057.2%
+-commutative57.2%
sub-neg57.2%
fma-def57.2%
Simplified57.2%
Taylor expanded in ux around 0 99.1%
fma-def99.1%
sub-neg99.1%
metadata-eval99.1%
*-commutative99.1%
unpow299.1%
associate--l+99.1%
distribute-rgt-in99.1%
*-lft-identity99.1%
mul-1-neg99.1%
sub-neg99.1%
metadata-eval99.1%
distribute-neg-in99.1%
metadata-eval99.1%
+-commutative99.1%
sub-neg99.1%
Simplified99.1%
Taylor expanded in uy around inf 99.2%
fma-def99.2%
cancel-sign-sub-inv99.2%
metadata-eval99.2%
*-commutative99.2%
unpow299.2%
Simplified99.2%
Final simplification99.2%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* 2.0 (* uy PI))) (sqrt (* ux (- (+ 2.0 (* -2.0 maxCos)) (* 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 * ((2.0f + (-2.0f * maxCos)) - (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(Float32(Float32(2.0) + Float32(Float32(-2.0) * maxCos)) - Float32(ux * (Float32(Float32(1.0) - maxCos) ^ Float32(2.0))))))) end
function tmp = code(ux, uy, maxCos) tmp = cos((single(2.0) * (uy * single(pi)))) * sqrt((ux * ((single(2.0) + (single(-2.0) * maxCos)) - (ux * ((single(1.0) - maxCos) ^ single(2.0)))))); end
\begin{array}{l}
\\
\cos \left(2 \cdot \left(uy \cdot \pi\right)\right) \cdot \sqrt{ux \cdot \left(\left(2 + -2 \cdot maxCos\right) - ux \cdot {\left(1 - maxCos\right)}^{2}\right)}
\end{array}
Initial program 57.5%
associate-*l*57.5%
+-commutative57.5%
associate-+r-57.6%
fma-def57.6%
+-commutative57.6%
associate-+r-57.4%
fma-def57.4%
Simplified57.4%
Taylor expanded in ux around -inf 99.1%
metadata-eval99.1%
cancel-sign-sub-inv99.1%
*-commutative99.1%
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%
sub-neg99.1%
unpow299.1%
distribute-rgt-neg-in99.1%
Simplified99.1%
add-cbrt-cube99.0%
add-sqr-sqrt99.0%
Applied egg-rr99.0%
Simplified98.9%
Taylor expanded in uy around inf 99.1%
*-commutative99.1%
unpow299.1%
associate-*r*99.1%
distribute-rgt-out--99.1%
fma-def99.1%
*-commutative99.1%
Simplified99.1%
Taylor expanded in uy around inf 99.1%
Final simplification99.1%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* 2.0 (* uy PI))) (sqrt (- (* ux (- 2.0 ux)) (* maxCos (* ux (+ 2.0 (* ux -2.0))))))))
float code(float ux, float uy, float maxCos) {
return cosf((2.0f * (uy * ((float) M_PI)))) * sqrtf(((ux * (2.0f - ux)) - (maxCos * (ux * (2.0f + (ux * -2.0f))))));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(Float32(2.0) * Float32(uy * Float32(pi)))) * sqrt(Float32(Float32(ux * Float32(Float32(2.0) - ux)) - Float32(maxCos * Float32(ux * Float32(Float32(2.0) + Float32(ux * Float32(-2.0)))))))) end
function tmp = code(ux, uy, maxCos) tmp = cos((single(2.0) * (uy * single(pi)))) * sqrt(((ux * (single(2.0) - ux)) - (maxCos * (ux * (single(2.0) + (ux * single(-2.0))))))); end
\begin{array}{l}
\\
\cos \left(2 \cdot \left(uy \cdot \pi\right)\right) \cdot \sqrt{ux \cdot \left(2 - ux\right) - maxCos \cdot \left(ux \cdot \left(2 + ux \cdot -2\right)\right)}
\end{array}
Initial program 57.5%
associate-*l*57.5%
+-commutative57.5%
associate-+r-57.6%
fma-def57.6%
+-commutative57.6%
associate-+r-57.4%
fma-def57.4%
Simplified57.4%
Taylor expanded in ux around -inf 99.1%
metadata-eval99.1%
cancel-sign-sub-inv99.1%
*-commutative99.1%
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%
sub-neg99.1%
unpow299.1%
distribute-rgt-neg-in99.1%
Simplified99.1%
add-cbrt-cube99.0%
add-sqr-sqrt99.0%
Applied egg-rr99.0%
Simplified98.9%
Taylor expanded in uy around inf 99.1%
*-commutative99.1%
unpow299.1%
associate-*r*99.1%
distribute-rgt-out--99.1%
fma-def99.1%
*-commutative99.1%
Simplified99.1%
Taylor expanded in maxCos around 0 98.5%
Final simplification98.5%
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (cos (* uy (* 2.0 PI)))))
(if (<= maxCos 6.000000212225132e-6)
(* t_0 (sqrt (* ux (- 2.0 ux))))
(* t_0 (sqrt (* ux (- 2.0 (* 2.0 maxCos))))))))
float code(float ux, float uy, float maxCos) {
float t_0 = cosf((uy * (2.0f * ((float) M_PI))));
float tmp;
if (maxCos <= 6.000000212225132e-6f) {
tmp = t_0 * sqrtf((ux * (2.0f - ux)));
} else {
tmp = t_0 * sqrtf((ux * (2.0f - (2.0f * maxCos))));
}
return tmp;
}
function code(ux, uy, maxCos) t_0 = cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) tmp = Float32(0.0) if (maxCos <= Float32(6.000000212225132e-6)) tmp = Float32(t_0 * sqrt(Float32(ux * Float32(Float32(2.0) - ux)))); else tmp = Float32(t_0 * sqrt(Float32(ux * Float32(Float32(2.0) - Float32(Float32(2.0) * maxCos))))); end return tmp end
function tmp_2 = code(ux, uy, maxCos) t_0 = cos((uy * (single(2.0) * single(pi)))); tmp = single(0.0); if (maxCos <= single(6.000000212225132e-6)) tmp = t_0 * sqrt((ux * (single(2.0) - ux))); else tmp = t_0 * sqrt((ux * (single(2.0) - (single(2.0) * maxCos)))); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \cos \left(uy \cdot \left(2 \cdot \pi\right)\right)\\
\mathbf{if}\;maxCos \leq 6.000000212225132 \cdot 10^{-6}:\\
\;\;\;\;t_0 \cdot \sqrt{ux \cdot \left(2 - ux\right)}\\
\mathbf{else}:\\
\;\;\;\;t_0 \cdot \sqrt{ux \cdot \left(2 - 2 \cdot maxCos\right)}\\
\end{array}
\end{array}
if maxCos < 6.00000021e-6Initial program 58.5%
associate-*l*58.5%
+-commutative58.5%
associate-+r-58.5%
fma-def58.5%
+-commutative58.5%
associate-+r-58.5%
fma-def58.5%
Simplified58.5%
Taylor expanded in ux around -inf 99.1%
metadata-eval99.1%
cancel-sign-sub-inv99.1%
*-commutative99.1%
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%
sub-neg99.1%
unpow299.1%
distribute-rgt-neg-in99.1%
Simplified99.1%
add-cbrt-cube99.0%
add-sqr-sqrt99.0%
Applied egg-rr99.0%
Simplified98.9%
Taylor expanded in maxCos around 0 98.8%
unpow298.8%
distribute-rgt-out--98.9%
Simplified98.9%
if 6.00000021e-6 < maxCos Initial program 49.8%
associate-*l*49.8%
+-commutative49.8%
associate-+r-51.0%
fma-def51.0%
+-commutative51.0%
associate-+r-49.1%
fma-def49.1%
Simplified49.1%
Taylor expanded in ux around 0 86.1%
Final simplification97.4%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= maxCos 9.999999747378752e-6)
(* (cos (* uy (* 2.0 PI))) (sqrt (* ux (- 2.0 ux))))
(sqrt
(fma
ux
(+ 1.0 (* -2.0 maxCos))
(+ ux (* (- 1.0 maxCos) (* (* ux ux) (+ maxCos -1.0))))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (maxCos <= 9.999999747378752e-6f) {
tmp = cosf((uy * (2.0f * ((float) M_PI)))) * sqrtf((ux * (2.0f - ux)));
} else {
tmp = sqrtf(fmaf(ux, (1.0f + (-2.0f * maxCos)), (ux + ((1.0f - maxCos) * ((ux * ux) * (maxCos + -1.0f))))));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (maxCos <= Float32(9.999999747378752e-6)) tmp = Float32(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(ux * Float32(Float32(2.0) - ux)))); else tmp = sqrt(fma(ux, Float32(Float32(1.0) + Float32(Float32(-2.0) * maxCos)), Float32(ux + Float32(Float32(Float32(1.0) - maxCos) * Float32(Float32(ux * ux) * Float32(maxCos + Float32(-1.0))))))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;maxCos \leq 9.999999747378752 \cdot 10^{-6}:\\
\;\;\;\;\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{ux \cdot \left(2 - ux\right)}\\
\mathbf{else}:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(ux, 1 + -2 \cdot maxCos, ux + \left(1 - maxCos\right) \cdot \left(\left(ux \cdot ux\right) \cdot \left(maxCos + -1\right)\right)\right)}\\
\end{array}
\end{array}
if maxCos < 9.99999975e-6Initial program 58.4%
associate-*l*58.4%
+-commutative58.4%
associate-+r-58.4%
fma-def58.4%
+-commutative58.4%
associate-+r-58.4%
fma-def58.4%
Simplified58.4%
Taylor expanded in ux around -inf 99.1%
metadata-eval99.1%
cancel-sign-sub-inv99.1%
*-commutative99.1%
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%
sub-neg99.1%
unpow299.1%
distribute-rgt-neg-in99.1%
Simplified99.1%
add-cbrt-cube99.0%
add-sqr-sqrt99.0%
Applied egg-rr99.0%
Simplified98.9%
Taylor expanded in maxCos around 0 98.7%
unpow298.7%
distribute-rgt-out--98.7%
Simplified98.7%
if 9.99999975e-6 < maxCos Initial program 49.3%
associate-*l*49.3%
sub-neg49.3%
+-commutative49.3%
distribute-rgt-neg-in49.3%
fma-def49.3%
+-commutative49.3%
associate-+r-49.8%
fma-def49.8%
neg-sub049.8%
+-commutative49.8%
associate-+r-48.4%
associate--r-48.4%
neg-sub048.4%
+-commutative48.4%
sub-neg48.4%
fma-def48.4%
Simplified48.4%
Taylor expanded in ux around 0 98.7%
fma-def98.7%
sub-neg98.7%
metadata-eval98.7%
*-commutative98.7%
unpow298.7%
associate--l+98.8%
distribute-rgt-in98.8%
*-lft-identity98.8%
mul-1-neg98.8%
sub-neg98.8%
metadata-eval98.8%
distribute-neg-in98.8%
metadata-eval98.8%
+-commutative98.8%
sub-neg98.8%
Simplified98.8%
Taylor expanded in uy around 0 84.1%
fma-def84.2%
cancel-sign-sub-inv84.2%
metadata-eval84.2%
*-commutative84.2%
unpow284.2%
Simplified84.2%
Final simplification97.2%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= uy 0.0006500000017695129)
(sqrt
(fma
ux
(+ 1.0 (* -2.0 maxCos))
(+ ux (* (- 1.0 maxCos) (* (* ux ux) (+ maxCos -1.0))))))
(* (cos (* uy (* 2.0 PI))) (sqrt (* 2.0 ux)))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (uy <= 0.0006500000017695129f) {
tmp = sqrtf(fmaf(ux, (1.0f + (-2.0f * maxCos)), (ux + ((1.0f - maxCos) * ((ux * ux) * (maxCos + -1.0f))))));
} 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(0.0006500000017695129)) tmp = sqrt(fma(ux, Float32(Float32(1.0) + Float32(Float32(-2.0) * maxCos)), Float32(ux + Float32(Float32(Float32(1.0) - maxCos) * Float32(Float32(ux * ux) * Float32(maxCos + Float32(-1.0))))))); 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 0.0006500000017695129:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(ux, 1 + -2 \cdot maxCos, ux + \left(1 - maxCos\right) \cdot \left(\left(ux \cdot ux\right) \cdot \left(maxCos + -1\right)\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 < 6.50000002e-4Initial program 57.4%
associate-*l*57.4%
sub-neg57.4%
+-commutative57.4%
distribute-rgt-neg-in57.4%
fma-def57.4%
+-commutative57.4%
associate-+r-57.4%
fma-def57.4%
neg-sub057.4%
+-commutative57.4%
associate-+r-57.4%
associate--r-57.4%
neg-sub057.4%
+-commutative57.4%
sub-neg57.4%
fma-def57.4%
Simplified57.4%
Taylor expanded in ux around 0 99.5%
fma-def99.5%
sub-neg99.5%
metadata-eval99.5%
*-commutative99.5%
unpow299.5%
associate--l+99.6%
distribute-rgt-in99.5%
*-lft-identity99.5%
mul-1-neg99.5%
sub-neg99.5%
metadata-eval99.5%
distribute-neg-in99.5%
metadata-eval99.5%
+-commutative99.5%
sub-neg99.5%
Simplified99.5%
Taylor expanded in uy around 0 98.2%
fma-def98.2%
cancel-sign-sub-inv98.2%
metadata-eval98.2%
*-commutative98.2%
unpow298.2%
Simplified98.2%
if 6.50000002e-4 < uy Initial program 57.6%
associate-*l*57.6%
sub-neg57.6%
+-commutative57.6%
distribute-rgt-neg-in57.6%
fma-def57.3%
+-commutative57.3%
associate-+r-57.3%
fma-def57.3%
neg-sub057.3%
+-commutative57.3%
associate-+r-56.8%
associate--r-56.8%
neg-sub056.8%
+-commutative56.8%
sub-neg56.8%
fma-def56.8%
Simplified56.8%
Taylor expanded in ux around 0 75.8%
mul-1-neg75.8%
sub-neg75.8%
metadata-eval75.8%
Simplified75.8%
Taylor expanded in maxCos around 0 71.7%
Final simplification90.1%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (fma ux (+ 1.0 (* -2.0 maxCos)) (+ ux (* (- 1.0 maxCos) (* (* ux ux) (+ maxCos -1.0)))))))
float code(float ux, float uy, float maxCos) {
return sqrtf(fmaf(ux, (1.0f + (-2.0f * maxCos)), (ux + ((1.0f - maxCos) * ((ux * ux) * (maxCos + -1.0f))))));
}
function code(ux, uy, maxCos) return sqrt(fma(ux, Float32(Float32(1.0) + Float32(Float32(-2.0) * maxCos)), Float32(ux + Float32(Float32(Float32(1.0) - maxCos) * Float32(Float32(ux * ux) * Float32(maxCos + Float32(-1.0))))))) end
\begin{array}{l}
\\
\sqrt{\mathsf{fma}\left(ux, 1 + -2 \cdot maxCos, ux + \left(1 - maxCos\right) \cdot \left(\left(ux \cdot ux\right) \cdot \left(maxCos + -1\right)\right)\right)}
\end{array}
Initial program 57.5%
associate-*l*57.5%
sub-neg57.5%
+-commutative57.5%
distribute-rgt-neg-in57.5%
fma-def57.3%
+-commutative57.3%
associate-+r-57.4%
fma-def57.4%
neg-sub057.4%
+-commutative57.4%
associate-+r-57.2%
associate--r-57.2%
neg-sub057.2%
+-commutative57.2%
sub-neg57.2%
fma-def57.2%
Simplified57.2%
Taylor expanded in ux around 0 99.1%
fma-def99.1%
sub-neg99.1%
metadata-eval99.1%
*-commutative99.1%
unpow299.1%
associate--l+99.1%
distribute-rgt-in99.1%
*-lft-identity99.1%
mul-1-neg99.1%
sub-neg99.1%
metadata-eval99.1%
distribute-neg-in99.1%
metadata-eval99.1%
+-commutative99.1%
sub-neg99.1%
Simplified99.1%
Taylor expanded in uy around 0 81.3%
fma-def81.4%
cancel-sign-sub-inv81.4%
metadata-eval81.4%
*-commutative81.4%
unpow281.4%
Simplified81.4%
Final simplification81.4%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (* ux (- (+ 2.0 (* -2.0 maxCos)) (* ux (pow (- 1.0 maxCos) 2.0))))))
float code(float ux, float uy, float maxCos) {
return sqrtf((ux * ((2.0f + (-2.0f * maxCos)) - (ux * powf((1.0f - maxCos), 2.0f)))));
}
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 + ((-2.0e0) * maxcos)) - (ux * ((1.0e0 - maxcos) ** 2.0e0)))))
end function
function code(ux, uy, maxCos) return sqrt(Float32(ux * Float32(Float32(Float32(2.0) + Float32(Float32(-2.0) * maxCos)) - Float32(ux * (Float32(Float32(1.0) - maxCos) ^ Float32(2.0)))))) end
function tmp = code(ux, uy, maxCos) tmp = sqrt((ux * ((single(2.0) + (single(-2.0) * maxCos)) - (ux * ((single(1.0) - maxCos) ^ single(2.0)))))); end
\begin{array}{l}
\\
\sqrt{ux \cdot \left(\left(2 + -2 \cdot maxCos\right) - ux \cdot {\left(1 - maxCos\right)}^{2}\right)}
\end{array}
Initial program 57.5%
associate-*l*57.5%
+-commutative57.5%
associate-+r-57.6%
fma-def57.6%
+-commutative57.6%
associate-+r-57.4%
fma-def57.4%
Simplified57.4%
Taylor expanded in ux around -inf 99.1%
metadata-eval99.1%
cancel-sign-sub-inv99.1%
*-commutative99.1%
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%
sub-neg99.1%
unpow299.1%
distribute-rgt-neg-in99.1%
Simplified99.1%
add-cbrt-cube99.0%
add-sqr-sqrt99.0%
Applied egg-rr99.0%
Simplified98.9%
Taylor expanded in uy around inf 99.1%
*-commutative99.1%
unpow299.1%
associate-*r*99.1%
distribute-rgt-out--99.1%
fma-def99.1%
*-commutative99.1%
Simplified99.1%
Taylor expanded in uy around 0 81.3%
Final simplification81.3%
(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 57.5%
associate-*l*57.5%
sub-neg57.5%
+-commutative57.5%
distribute-rgt-neg-in57.5%
fma-def57.3%
+-commutative57.3%
associate-+r-57.4%
fma-def57.4%
neg-sub057.4%
+-commutative57.4%
associate-+r-57.2%
associate--r-57.2%
neg-sub057.2%
+-commutative57.2%
sub-neg57.2%
fma-def57.2%
Simplified57.2%
Taylor expanded in uy around 0 49.3%
Taylor expanded in maxCos around 0 48.3%
+-commutative48.3%
fma-def48.2%
sub-neg48.2%
metadata-eval48.2%
Simplified48.2%
Taylor expanded in ux around 0 77.4%
+-commutative77.4%
neg-mul-177.4%
sub-neg77.4%
unpow277.4%
Simplified77.4%
Final simplification77.4%
(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 57.5%
associate-*l*57.5%
sub-neg57.5%
+-commutative57.5%
distribute-rgt-neg-in57.5%
fma-def57.3%
+-commutative57.3%
associate-+r-57.4%
fma-def57.4%
neg-sub057.4%
+-commutative57.4%
associate-+r-57.2%
associate--r-57.2%
neg-sub057.2%
+-commutative57.2%
sub-neg57.2%
fma-def57.2%
Simplified57.2%
Taylor expanded in uy around 0 49.3%
Taylor expanded in maxCos around 0 48.3%
+-commutative48.3%
fma-def48.2%
sub-neg48.2%
metadata-eval48.2%
Simplified48.2%
Taylor expanded in ux around 0 77.4%
+-commutative77.4%
neg-mul-177.4%
sub-neg77.4%
unpow277.4%
distribute-rgt-out--77.4%
Simplified77.4%
Final simplification77.4%
(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 57.5%
associate-*l*57.5%
sub-neg57.5%
+-commutative57.5%
distribute-rgt-neg-in57.5%
fma-def57.3%
+-commutative57.3%
associate-+r-57.4%
fma-def57.4%
neg-sub057.4%
+-commutative57.4%
associate-+r-57.2%
associate--r-57.2%
neg-sub057.2%
+-commutative57.2%
sub-neg57.2%
fma-def57.2%
Simplified57.2%
Taylor expanded in uy around 0 49.3%
Taylor expanded in maxCos around 0 48.3%
+-commutative48.3%
fma-def48.2%
sub-neg48.2%
metadata-eval48.2%
Simplified48.2%
Taylor expanded in ux around 0 63.4%
Final simplification63.4%
herbie shell --seed 2023200
(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)))))))