
(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 13 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
-1.0
(* maxCos (* ux (+ 2.0 (* ux -2.0))))
(fma ux (- 2.0 ux) (* (* ux ux) (- (* maxCos maxCos))))))))
float code(float ux, float uy, float maxCos) {
return cosf((2.0f * (uy * ((float) M_PI)))) * sqrtf(fmaf(-1.0f, (maxCos * (ux * (2.0f + (ux * -2.0f)))), fmaf(ux, (2.0f - ux), ((ux * ux) * -(maxCos * maxCos)))));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(Float32(2.0) * Float32(uy * Float32(pi)))) * sqrt(fma(Float32(-1.0), Float32(maxCos * Float32(ux * Float32(Float32(2.0) + Float32(ux * Float32(-2.0))))), fma(ux, Float32(Float32(2.0) - ux), Float32(Float32(ux * ux) * Float32(-Float32(maxCos * maxCos))))))) end
\begin{array}{l}
\\
\cos \left(2 \cdot \left(uy \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(-1, maxCos \cdot \left(ux \cdot \left(2 + ux \cdot -2\right)\right), \mathsf{fma}\left(ux, 2 - ux, \left(ux \cdot ux\right) \cdot \left(-maxCos \cdot maxCos\right)\right)\right)}
\end{array}
Initial program 59.4%
associate-*l*59.4%
+-commutative59.4%
associate-+r-59.4%
fma-def59.4%
+-commutative59.4%
associate-+r-59.3%
fma-def59.3%
Simplified59.3%
Taylor expanded in ux around -inf 99.0%
metadata-eval99.0%
cancel-sign-sub-inv99.0%
*-commutative99.0%
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%
pow199.1%
Applied egg-rr99.1%
unpow199.1%
*-commutative99.1%
Simplified99.1%
Taylor expanded in uy around inf 99.1%
Taylor expanded in maxCos around 0 99.1%
fma-def99.1%
*-commutative99.1%
fma-def99.1%
mul-1-neg99.1%
*-commutative99.1%
unpow299.1%
unpow299.1%
Simplified99.1%
Final simplification99.1%
(FPCore (ux uy maxCos)
:precision binary32
(*
(cos (* uy (* 2.0 PI)))
(sqrt
(fma
(+ -1.0 maxCos)
(* (* ux ux) (- 1.0 maxCos))
(+ ux (* ux (- (- 1.0 maxCos) maxCos)))))))
float code(float ux, float uy, float maxCos) {
return cosf((uy * (2.0f * ((float) M_PI)))) * sqrtf(fmaf((-1.0f + maxCos), ((ux * ux) * (1.0f - maxCos)), (ux + (ux * ((1.0f - maxCos) - maxCos)))));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(fma(Float32(Float32(-1.0) + maxCos), Float32(Float32(ux * ux) * Float32(Float32(1.0) - maxCos)), Float32(ux + Float32(ux * Float32(Float32(Float32(1.0) - maxCos) - maxCos)))))) end
\begin{array}{l}
\\
\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(-1 + maxCos, \left(ux \cdot ux\right) \cdot \left(1 - maxCos\right), ux + ux \cdot \left(\left(1 - maxCos\right) - maxCos\right)\right)}
\end{array}
Initial program 59.4%
associate-*l*59.4%
sub-neg59.4%
+-commutative59.4%
distribute-rgt-neg-in59.4%
fma-def59.6%
+-commutative59.6%
associate-+r-59.7%
fma-def59.7%
neg-sub059.7%
+-commutative59.7%
associate-+r-59.6%
associate--r-59.6%
neg-sub059.6%
+-commutative59.6%
sub-neg59.6%
fma-def59.6%
Simplified59.6%
Taylor expanded in ux around 0 99.0%
fma-def99.0%
sub-neg99.0%
metadata-eval99.0%
*-commutative99.0%
unpow299.0%
associate--l+99.0%
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%
Final simplification99.1%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* 2.0 (* uy PI))) (sqrt (* ux (- (+ 2.0 (* maxCos -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 * ((2.0f + (maxCos * -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(Float32(Float32(2.0) + Float32(maxCos * Float32(-2.0))) - 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) + (maxCos * single(-2.0))) - (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 + maxCos \cdot -2\right) - ux \cdot {\left(1 - maxCos\right)}^{2}\right)}
\end{array}
Initial program 59.4%
associate-*l*59.4%
+-commutative59.4%
associate-+r-59.4%
fma-def59.4%
+-commutative59.4%
associate-+r-59.3%
fma-def59.3%
Simplified59.3%
Taylor expanded in ux around -inf 99.0%
metadata-eval99.0%
cancel-sign-sub-inv99.0%
*-commutative99.0%
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%
pow199.1%
Applied egg-rr99.1%
unpow199.1%
*-commutative99.1%
Simplified99.1%
Taylor expanded in uy around inf 99.1%
Final simplification99.1%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* uy (* 2.0 PI))) (sqrt (- (* ux (- 2.0 ux)) (* maxCos (* ux (+ 2.0 (* ux -2.0))))))))
float code(float ux, float uy, float maxCos) {
return cosf((uy * (2.0f * ((float) M_PI)))) * sqrtf(((ux * (2.0f - ux)) - (maxCos * (ux * (2.0f + (ux * -2.0f))))));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(uy * Float32(Float32(2.0) * 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((uy * (single(2.0) * single(pi)))) * sqrt(((ux * (single(2.0) - ux)) - (maxCos * (ux * (single(2.0) + (ux * single(-2.0))))))); end
\begin{array}{l}
\\
\cos \left(uy \cdot \left(2 \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 59.4%
associate-*l*59.4%
+-commutative59.4%
associate-+r-59.4%
fma-def59.4%
+-commutative59.4%
associate-+r-59.3%
fma-def59.3%
Simplified59.3%
Taylor expanded in ux around -inf 99.0%
metadata-eval99.0%
cancel-sign-sub-inv99.0%
*-commutative99.0%
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%
pow199.1%
Applied egg-rr99.1%
unpow199.1%
*-commutative99.1%
Simplified99.1%
Taylor expanded in maxCos around 0 98.6%
Final simplification98.6%
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (cos (* uy (* 2.0 PI)))))
(if (<= maxCos 9.999999747378752e-5)
(* 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 <= 9.999999747378752e-5f) {
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(9.999999747378752e-5)) 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(9.999999747378752e-5)) 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 9.999999747378752 \cdot 10^{-5}:\\
\;\;\;\;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 < 9.99999975e-5Initial program 60.5%
associate-*l*60.5%
+-commutative60.5%
associate-+r-60.6%
fma-def60.6%
+-commutative60.6%
associate-+r-60.5%
fma-def60.5%
Simplified60.5%
Taylor expanded in ux around -inf 99.2%
metadata-eval99.2%
cancel-sign-sub-inv99.2%
*-commutative99.2%
fma-def99.2%
cancel-sign-sub-inv99.2%
metadata-eval99.2%
+-commutative99.2%
*-commutative99.2%
fma-def99.2%
mul-1-neg99.2%
*-commutative99.2%
distribute-rgt-neg-in99.2%
mul-1-neg99.2%
sub-neg99.2%
unpow299.2%
distribute-rgt-neg-in99.2%
Simplified99.2%
Taylor expanded in maxCos around 0 98.2%
mul-1-neg98.2%
+-commutative98.2%
sub-neg98.2%
unpow298.2%
distribute-rgt-out--98.2%
Simplified98.2%
if 9.99999975e-5 < maxCos Initial program 50.3%
associate-*l*50.3%
+-commutative50.3%
associate-+r-50.4%
fma-def50.4%
+-commutative50.4%
associate-+r-49.4%
fma-def49.4%
Simplified49.4%
Taylor expanded in ux around 0 82.3%
Final simplification96.4%
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (cos (* uy (* 2.0 PI)))))
(if (<= maxCos 9.999999747378752e-5)
(* t_0 (sqrt (- (* 2.0 ux) (* ux 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 <= 9.999999747378752e-5f) {
tmp = t_0 * sqrtf(((2.0f * ux) - (ux * 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(9.999999747378752e-5)) tmp = Float32(t_0 * sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * 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(9.999999747378752e-5)) tmp = t_0 * sqrt(((single(2.0) * ux) - (ux * 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 9.999999747378752 \cdot 10^{-5}:\\
\;\;\;\;t_0 \cdot \sqrt{2 \cdot ux - ux \cdot ux}\\
\mathbf{else}:\\
\;\;\;\;t_0 \cdot \sqrt{ux \cdot \left(2 - 2 \cdot maxCos\right)}\\
\end{array}
\end{array}
if maxCos < 9.99999975e-5Initial program 60.5%
associate-*l*60.5%
+-commutative60.5%
associate-+r-60.6%
fma-def60.6%
+-commutative60.6%
associate-+r-60.5%
fma-def60.5%
Simplified60.5%
Taylor expanded in ux around -inf 99.2%
metadata-eval99.2%
cancel-sign-sub-inv99.2%
*-commutative99.2%
fma-def99.2%
cancel-sign-sub-inv99.2%
metadata-eval99.2%
+-commutative99.2%
*-commutative99.2%
fma-def99.2%
mul-1-neg99.2%
*-commutative99.2%
distribute-rgt-neg-in99.2%
mul-1-neg99.2%
sub-neg99.2%
unpow299.2%
distribute-rgt-neg-in99.2%
Simplified99.2%
Taylor expanded in maxCos around 0 98.2%
mul-1-neg98.2%
+-commutative98.2%
sub-neg98.2%
unpow298.2%
Simplified98.2%
if 9.99999975e-5 < maxCos Initial program 50.3%
associate-*l*50.3%
+-commutative50.3%
associate-+r-50.4%
fma-def50.4%
+-commutative50.4%
associate-+r-49.4%
fma-def49.4%
Simplified49.4%
Taylor expanded in ux around 0 82.3%
Final simplification96.4%
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (cos (* uy (* 2.0 PI)))))
(if (<= maxCos 9.999999747378752e-5)
(* t_0 (sqrt (- (* 2.0 ux) (* ux ux))))
(* t_0 (sqrt (* ux (- (- 2.0 maxCos) maxCos)))))))
float code(float ux, float uy, float maxCos) {
float t_0 = cosf((uy * (2.0f * ((float) M_PI))));
float tmp;
if (maxCos <= 9.999999747378752e-5f) {
tmp = t_0 * sqrtf(((2.0f * ux) - (ux * ux)));
} else {
tmp = t_0 * sqrtf((ux * ((2.0f - maxCos) - 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(9.999999747378752e-5)) tmp = Float32(t_0 * sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux)))); else tmp = Float32(t_0 * sqrt(Float32(ux * Float32(Float32(Float32(2.0) - maxCos) - 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(9.999999747378752e-5)) tmp = t_0 * sqrt(((single(2.0) * ux) - (ux * ux))); else tmp = t_0 * sqrt((ux * ((single(2.0) - maxCos) - 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 9.999999747378752 \cdot 10^{-5}:\\
\;\;\;\;t_0 \cdot \sqrt{2 \cdot ux - ux \cdot ux}\\
\mathbf{else}:\\
\;\;\;\;t_0 \cdot \sqrt{ux \cdot \left(\left(2 - maxCos\right) - maxCos\right)}\\
\end{array}
\end{array}
if maxCos < 9.99999975e-5Initial program 60.5%
associate-*l*60.5%
+-commutative60.5%
associate-+r-60.6%
fma-def60.6%
+-commutative60.6%
associate-+r-60.5%
fma-def60.5%
Simplified60.5%
Taylor expanded in ux around -inf 99.2%
metadata-eval99.2%
cancel-sign-sub-inv99.2%
*-commutative99.2%
fma-def99.2%
cancel-sign-sub-inv99.2%
metadata-eval99.2%
+-commutative99.2%
*-commutative99.2%
fma-def99.2%
mul-1-neg99.2%
*-commutative99.2%
distribute-rgt-neg-in99.2%
mul-1-neg99.2%
sub-neg99.2%
unpow299.2%
distribute-rgt-neg-in99.2%
Simplified99.2%
Taylor expanded in maxCos around 0 98.2%
mul-1-neg98.2%
+-commutative98.2%
sub-neg98.2%
unpow298.2%
Simplified98.2%
if 9.99999975e-5 < maxCos Initial program 50.3%
associate-*l*50.3%
sub-neg50.3%
+-commutative50.3%
distribute-rgt-neg-in50.3%
fma-def50.4%
+-commutative50.4%
associate-+r-50.5%
fma-def50.5%
neg-sub050.5%
+-commutative50.5%
associate-+r-49.5%
associate--r-49.5%
neg-sub049.5%
+-commutative49.5%
sub-neg49.5%
fma-def49.5%
Simplified49.5%
Taylor expanded in ux around 0 82.4%
mul-1-neg82.4%
sub-neg82.4%
metadata-eval82.4%
Simplified82.4%
pow182.4%
unsub-neg82.4%
Applied egg-rr82.4%
unpow182.4%
associate--r+82.4%
sub-neg82.4%
sub-neg82.4%
metadata-eval82.4%
associate-+r+82.4%
+-commutative82.4%
associate-+r+82.5%
metadata-eval82.5%
Simplified82.5%
Final simplification96.5%
(FPCore (ux uy maxCos) :precision binary32 (if (<= uy 0.003000000026077032) (sqrt (* ux (- (+ 2.0 (* maxCos -2.0)) (* ux (pow (- 1.0 maxCos) 2.0))))) (* (cos (* uy (* 2.0 PI))) (sqrt (* 2.0 ux)))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (uy <= 0.003000000026077032f) {
tmp = sqrtf((ux * ((2.0f + (maxCos * -2.0f)) - (ux * powf((1.0f - 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(0.003000000026077032)) tmp = sqrt(Float32(ux * Float32(Float32(Float32(2.0) + Float32(maxCos * Float32(-2.0))) - Float32(ux * (Float32(Float32(1.0) - 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
function tmp_2 = code(ux, uy, maxCos) tmp = single(0.0); if (uy <= single(0.003000000026077032)) tmp = sqrt((ux * ((single(2.0) + (maxCos * single(-2.0))) - (ux * ((single(1.0) - maxCos) ^ single(2.0)))))); else tmp = cos((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 0.003000000026077032:\\
\;\;\;\;\sqrt{ux \cdot \left(\left(2 + maxCos \cdot -2\right) - ux \cdot {\left(1 - maxCos\right)}^{2}\right)}\\
\mathbf{else}:\\
\;\;\;\;\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{2 \cdot ux}\\
\end{array}
\end{array}
if uy < 0.00300000003Initial program 61.2%
associate-*l*61.2%
+-commutative61.2%
associate-+r-61.2%
fma-def61.2%
+-commutative61.2%
associate-+r-61.0%
fma-def61.0%
Simplified61.0%
Taylor expanded in ux around -inf 99.4%
metadata-eval99.4%
cancel-sign-sub-inv99.4%
*-commutative99.4%
fma-def99.5%
cancel-sign-sub-inv99.5%
metadata-eval99.5%
+-commutative99.5%
*-commutative99.5%
fma-def99.5%
mul-1-neg99.5%
*-commutative99.5%
distribute-rgt-neg-in99.5%
mul-1-neg99.5%
sub-neg99.5%
unpow299.5%
distribute-rgt-neg-in99.5%
Simplified99.5%
pow199.5%
Applied egg-rr99.5%
unpow199.5%
*-commutative99.5%
Simplified99.4%
Taylor expanded in uy around 0 95.1%
if 0.00300000003 < uy Initial program 54.9%
associate-*l*54.9%
sub-neg54.9%
+-commutative54.9%
distribute-rgt-neg-in54.9%
fma-def55.3%
+-commutative55.3%
associate-+r-55.5%
fma-def55.5%
neg-sub055.5%
+-commutative55.5%
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 78.0%
mul-1-neg78.0%
sub-neg78.0%
metadata-eval78.0%
Simplified78.0%
Taylor expanded in maxCos around 0 72.9%
Final simplification88.9%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* uy (* 2.0 PI))) (sqrt (* ux (- 2.0 ux)))))
float code(float ux, float uy, float maxCos) {
return cosf((uy * (2.0f * ((float) M_PI)))) * sqrtf((ux * (2.0f - ux)));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(ux * Float32(Float32(2.0) - ux)))) end
function tmp = code(ux, uy, maxCos) tmp = cos((uy * (single(2.0) * single(pi)))) * sqrt((ux * (single(2.0) - ux))); end
\begin{array}{l}
\\
\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{ux \cdot \left(2 - ux\right)}
\end{array}
Initial program 59.4%
associate-*l*59.4%
+-commutative59.4%
associate-+r-59.4%
fma-def59.4%
+-commutative59.4%
associate-+r-59.3%
fma-def59.3%
Simplified59.3%
Taylor expanded in ux around -inf 99.0%
metadata-eval99.0%
cancel-sign-sub-inv99.0%
*-commutative99.0%
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%
Taylor expanded in maxCos around 0 92.7%
mul-1-neg92.7%
+-commutative92.7%
sub-neg92.7%
unpow292.7%
distribute-rgt-out--92.6%
Simplified92.6%
Final simplification92.6%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (* ux (- (+ 2.0 (* maxCos -2.0)) (* ux (pow (- 1.0 maxCos) 2.0))))))
float code(float ux, float uy, float maxCos) {
return sqrtf((ux * ((2.0f + (maxCos * -2.0f)) - (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 + (maxcos * (-2.0e0))) - (ux * ((1.0e0 - maxcos) ** 2.0e0)))))
end function
function code(ux, uy, maxCos) return sqrt(Float32(ux * Float32(Float32(Float32(2.0) + Float32(maxCos * Float32(-2.0))) - Float32(ux * (Float32(Float32(1.0) - maxCos) ^ Float32(2.0)))))) end
function tmp = code(ux, uy, maxCos) tmp = sqrt((ux * ((single(2.0) + (maxCos * single(-2.0))) - (ux * ((single(1.0) - maxCos) ^ single(2.0)))))); end
\begin{array}{l}
\\
\sqrt{ux \cdot \left(\left(2 + maxCos \cdot -2\right) - ux \cdot {\left(1 - maxCos\right)}^{2}\right)}
\end{array}
Initial program 59.4%
associate-*l*59.4%
+-commutative59.4%
associate-+r-59.4%
fma-def59.4%
+-commutative59.4%
associate-+r-59.3%
fma-def59.3%
Simplified59.3%
Taylor expanded in ux around -inf 99.0%
metadata-eval99.0%
cancel-sign-sub-inv99.0%
*-commutative99.0%
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%
pow199.1%
Applied egg-rr99.1%
unpow199.1%
*-commutative99.1%
Simplified99.1%
Taylor expanded in uy around 0 78.7%
Final simplification78.7%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (+ (* ux (- 1.0 (+ maxCos maxCos))) (+ ux (* (- 1.0 maxCos) (* (* ux ux) (+ -1.0 maxCos)))))))
float code(float ux, float uy, float maxCos) {
return sqrtf(((ux * (1.0f - (maxCos + maxCos))) + (ux + ((1.0f - maxCos) * ((ux * ux) * (-1.0f + maxCos))))));
}
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 * (1.0e0 - (maxcos + maxcos))) + (ux + ((1.0e0 - maxcos) * ((ux * ux) * ((-1.0e0) + maxcos))))))
end function
function code(ux, uy, maxCos) return sqrt(Float32(Float32(ux * Float32(Float32(1.0) - Float32(maxCos + maxCos))) + Float32(ux + Float32(Float32(Float32(1.0) - maxCos) * Float32(Float32(ux * ux) * Float32(Float32(-1.0) + maxCos)))))) end
function tmp = code(ux, uy, maxCos) tmp = sqrt(((ux * (single(1.0) - (maxCos + maxCos))) + (ux + ((single(1.0) - maxCos) * ((ux * ux) * (single(-1.0) + maxCos)))))); end
\begin{array}{l}
\\
\sqrt{ux \cdot \left(1 - \left(maxCos + maxCos\right)\right) + \left(ux + \left(1 - maxCos\right) \cdot \left(\left(ux \cdot ux\right) \cdot \left(-1 + maxCos\right)\right)\right)}
\end{array}
Initial program 59.4%
associate-*l*59.4%
sub-neg59.4%
+-commutative59.4%
distribute-rgt-neg-in59.4%
fma-def59.6%
+-commutative59.6%
associate-+r-59.7%
fma-def59.7%
neg-sub059.7%
+-commutative59.7%
associate-+r-59.6%
associate--r-59.6%
neg-sub059.6%
+-commutative59.6%
sub-neg59.6%
fma-def59.6%
Simplified59.6%
Taylor expanded in ux around 0 99.0%
fma-def99.0%
sub-neg99.0%
metadata-eval99.0%
*-commutative99.0%
unpow299.0%
associate--l+99.0%
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 78.7%
fma-def78.7%
count-278.7%
sub-neg78.7%
metadata-eval78.7%
unpow278.7%
Simplified78.7%
fma-udef78.7%
Applied egg-rr78.7%
Final simplification78.7%
(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 59.4%
associate-*l*59.4%
sub-neg59.4%
+-commutative59.4%
distribute-rgt-neg-in59.4%
fma-def59.6%
+-commutative59.6%
associate-+r-59.7%
fma-def59.7%
neg-sub059.7%
+-commutative59.7%
associate-+r-59.6%
associate--r-59.6%
neg-sub059.6%
+-commutative59.6%
sub-neg59.6%
fma-def59.6%
Simplified59.6%
Taylor expanded in ux around 0 99.0%
fma-def99.0%
sub-neg99.0%
metadata-eval99.0%
*-commutative99.0%
unpow299.0%
associate--l+99.0%
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 78.7%
fma-def78.7%
count-278.7%
sub-neg78.7%
metadata-eval78.7%
unpow278.7%
Simplified78.7%
Taylor expanded in maxCos around 0 74.8%
+-commutative74.8%
mul-1-neg74.8%
unpow274.8%
distribute-lft-neg-in74.8%
distribute-rgt-in74.8%
sub-neg74.8%
Simplified74.8%
Final simplification74.8%
(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 59.4%
associate-*l*59.4%
sub-neg59.4%
+-commutative59.4%
distribute-rgt-neg-in59.4%
fma-def59.6%
+-commutative59.6%
associate-+r-59.7%
fma-def59.7%
neg-sub059.7%
+-commutative59.7%
associate-+r-59.6%
associate--r-59.6%
neg-sub059.6%
+-commutative59.6%
sub-neg59.6%
fma-def59.6%
Simplified59.6%
Taylor expanded in ux around 0 75.9%
mul-1-neg75.9%
sub-neg75.9%
metadata-eval75.9%
Simplified75.9%
Taylor expanded in uy around 0 62.9%
Taylor expanded in maxCos around 0 60.3%
Final simplification60.3%
herbie shell --seed 2023228
(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)))))))