
(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 (* 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((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(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(uy \cdot \left(2 \cdot \pi\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 57.4%
associate-*l*57.4%
+-commutative57.4%
associate-+r-57.4%
fma-def57.4%
+-commutative57.4%
associate-+r-57.2%
fma-def57.2%
Simplified57.2%
Taylor expanded in ux around -inf 98.9%
+-commutative98.9%
metadata-eval98.9%
cancel-sign-sub-inv98.9%
fma-def99.0%
cancel-sign-sub-inv99.0%
metadata-eval99.0%
+-commutative99.0%
*-commutative99.0%
fma-def99.0%
mul-1-neg99.0%
*-commutative99.0%
distribute-rgt-neg-in99.0%
mul-1-neg99.0%
unsub-neg99.0%
unpow299.0%
distribute-rgt-neg-in99.0%
Simplified99.0%
Final simplification99.0%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* uy (* 2.0 PI))) (sqrt (* ux (- (fma -2.0 maxCos 2.0) (* ux (pow (- 1.0 maxCos) 2.0)))))))
float code(float ux, float uy, float maxCos) {
return cosf((uy * (2.0f * ((float) M_PI)))) * sqrtf((ux * (fmaf(-2.0f, maxCos, 2.0f) - (ux * powf((1.0f - maxCos), 2.0f)))));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(ux * Float32(fma(Float32(-2.0), maxCos, Float32(2.0)) - Float32(ux * (Float32(Float32(1.0) - maxCos) ^ Float32(2.0))))))) end
\begin{array}{l}
\\
\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{ux \cdot \left(\mathsf{fma}\left(-2, maxCos, 2\right) - ux \cdot {\left(1 - maxCos\right)}^{2}\right)}
\end{array}
Initial program 57.4%
associate-*l*57.4%
+-commutative57.4%
associate-+r-57.4%
fma-def57.4%
+-commutative57.4%
associate-+r-57.2%
fma-def57.2%
Simplified57.2%
Taylor expanded in ux around -inf 98.9%
+-commutative98.9%
metadata-eval98.9%
cancel-sign-sub-inv98.9%
fma-def99.0%
cancel-sign-sub-inv99.0%
metadata-eval99.0%
+-commutative99.0%
*-commutative99.0%
fma-def99.0%
mul-1-neg99.0%
*-commutative99.0%
distribute-rgt-neg-in99.0%
mul-1-neg99.0%
unsub-neg99.0%
unpow299.0%
distribute-rgt-neg-in99.0%
Simplified99.0%
log1p-expm1-u99.0%
Applied egg-rr99.0%
Taylor expanded in ux around 0 98.9%
+-commutative98.9%
mul-1-neg98.9%
unsub-neg98.9%
+-commutative98.9%
fma-def98.9%
unpow298.9%
associate-*l*98.9%
Simplified98.9%
pow198.9%
log1p-expm1-u98.9%
distribute-lft-out--99.0%
Applied egg-rr99.0%
unpow199.0%
Simplified99.0%
Final simplification99.0%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (* uy 2.0) 0.00022000000171829015)
(sqrt
(fma ux (fma maxCos -2.0 2.0) (* (pow (- 1.0 maxCos) 2.0) (* ux (- ux)))))
(* (cos (* uy (* 2.0 PI))) (sqrt (- (* 2.0 ux) (* ux ux))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if ((uy * 2.0f) <= 0.00022000000171829015f) {
tmp = sqrtf(fmaf(ux, fmaf(maxCos, -2.0f, 2.0f), (powf((1.0f - maxCos), 2.0f) * (ux * -ux))));
} else {
tmp = cosf((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(0.00022000000171829015)) 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))))); else tmp = Float32(cos(Float32(uy * Float32(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 0.00022000000171829015:\\
\;\;\;\;\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)}\\
\mathbf{else}:\\
\;\;\;\;\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{2 \cdot ux - ux \cdot ux}\\
\end{array}
\end{array}
if (*.f32 uy 2) < 2.20000002e-4Initial program 57.6%
associate-*l*57.6%
+-commutative57.6%
associate-+r-57.7%
fma-def57.7%
+-commutative57.7%
associate-+r-57.5%
fma-def57.5%
Simplified57.5%
Taylor expanded in ux around -inf 99.4%
+-commutative99.4%
metadata-eval99.4%
cancel-sign-sub-inv99.4%
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%
unsub-neg99.5%
unpow299.5%
distribute-rgt-neg-in99.5%
Simplified99.5%
Taylor expanded in uy around 0 99.3%
+-commutative99.3%
+-commutative99.3%
*-commutative99.3%
fma-udef99.3%
mul-1-neg99.3%
*-commutative99.3%
distribute-rgt-neg-in99.3%
unpow299.3%
distribute-rgt-neg-out99.3%
fma-udef99.4%
Simplified99.4%
if 2.20000002e-4 < (*.f32 uy 2) Initial program 57.0%
associate-*l*57.0%
+-commutative57.0%
associate-+r-57.0%
fma-def57.0%
+-commutative57.0%
associate-+r-56.8%
fma-def56.8%
Simplified56.8%
Taylor expanded in ux around -inf 98.3%
+-commutative98.3%
metadata-eval98.3%
cancel-sign-sub-inv98.3%
fma-def98.4%
cancel-sign-sub-inv98.4%
metadata-eval98.4%
+-commutative98.4%
*-commutative98.4%
fma-def98.4%
mul-1-neg98.4%
*-commutative98.4%
distribute-rgt-neg-in98.4%
mul-1-neg98.4%
unsub-neg98.4%
unpow298.4%
distribute-rgt-neg-in98.4%
Simplified98.4%
log1p-expm1-u98.3%
Applied egg-rr98.3%
Taylor expanded in ux around 0 98.3%
+-commutative98.3%
mul-1-neg98.3%
unsub-neg98.3%
+-commutative98.3%
fma-def98.3%
unpow298.3%
associate-*l*98.3%
Simplified98.3%
Taylor expanded in maxCos around 0 92.5%
associate-*r*92.5%
*-commutative92.5%
associate-*r*92.5%
*-commutative92.5%
unpow292.5%
Simplified92.5%
Final simplification96.5%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (* uy 2.0) 0.00022000000171829015)
(sqrt
(- (* ux (fma maxCos -2.0 2.0)) (* (* ux ux) (pow (+ maxCos -1.0) 2.0))))
(* (cos (* uy (* 2.0 PI))) (sqrt (- (* 2.0 ux) (* ux ux))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if ((uy * 2.0f) <= 0.00022000000171829015f) {
tmp = sqrtf(((ux * fmaf(maxCos, -2.0f, 2.0f)) - ((ux * ux) * powf((maxCos + -1.0f), 2.0f))));
} else {
tmp = cosf((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(0.00022000000171829015)) tmp = sqrt(Float32(Float32(ux * fma(maxCos, Float32(-2.0), Float32(2.0))) - Float32(Float32(ux * ux) * (Float32(maxCos + Float32(-1.0)) ^ Float32(2.0))))); else tmp = Float32(cos(Float32(uy * Float32(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 0.00022000000171829015:\\
\;\;\;\;\sqrt{ux \cdot \mathsf{fma}\left(maxCos, -2, 2\right) - \left(ux \cdot ux\right) \cdot {\left(maxCos + -1\right)}^{2}}\\
\mathbf{else}:\\
\;\;\;\;\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{2 \cdot ux - ux \cdot ux}\\
\end{array}
\end{array}
if (*.f32 uy 2) < 2.20000002e-4Initial program 57.6%
associate-*l*57.6%
+-commutative57.6%
associate-+r-57.7%
fma-def57.7%
+-commutative57.7%
associate-+r-57.5%
fma-def57.5%
Simplified57.5%
Taylor expanded in uy around 0 57.5%
Taylor expanded in ux around 0 99.3%
+-commutative99.3%
cancel-sign-sub-inv99.3%
metadata-eval99.3%
mul-1-neg99.3%
unsub-neg99.3%
+-commutative99.3%
*-commutative99.3%
fma-udef99.3%
unpow299.3%
Simplified99.3%
if 2.20000002e-4 < (*.f32 uy 2) Initial program 57.0%
associate-*l*57.0%
+-commutative57.0%
associate-+r-57.0%
fma-def57.0%
+-commutative57.0%
associate-+r-56.8%
fma-def56.8%
Simplified56.8%
Taylor expanded in ux around -inf 98.3%
+-commutative98.3%
metadata-eval98.3%
cancel-sign-sub-inv98.3%
fma-def98.4%
cancel-sign-sub-inv98.4%
metadata-eval98.4%
+-commutative98.4%
*-commutative98.4%
fma-def98.4%
mul-1-neg98.4%
*-commutative98.4%
distribute-rgt-neg-in98.4%
mul-1-neg98.4%
unsub-neg98.4%
unpow298.4%
distribute-rgt-neg-in98.4%
Simplified98.4%
log1p-expm1-u98.3%
Applied egg-rr98.3%
Taylor expanded in ux around 0 98.3%
+-commutative98.3%
mul-1-neg98.3%
unsub-neg98.3%
+-commutative98.3%
fma-def98.3%
unpow298.3%
associate-*l*98.3%
Simplified98.3%
Taylor expanded in maxCos around 0 92.5%
associate-*r*92.5%
*-commutative92.5%
associate-*r*92.5%
*-commutative92.5%
unpow292.5%
Simplified92.5%
Final simplification96.4%
(FPCore (ux uy maxCos) :precision binary32 (if (<= (* uy 2.0) 0.00022000000171829015) (sqrt (+ (* ux (- 2.0 ux)) (* maxCos (* -2.0 (- ux (* ux ux)))))) (* (cos (* uy (* 2.0 PI))) (sqrt (- (* 2.0 ux) (* ux ux))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if ((uy * 2.0f) <= 0.00022000000171829015f) {
tmp = sqrtf(((ux * (2.0f - ux)) + (maxCos * (-2.0f * (ux - (ux * ux))))));
} else {
tmp = cosf((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(0.00022000000171829015)) tmp = sqrt(Float32(Float32(ux * Float32(Float32(2.0) - ux)) + Float32(maxCos * Float32(Float32(-2.0) * Float32(ux - Float32(ux * ux)))))); else tmp = Float32(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux)))); end return tmp end
function tmp_2 = code(ux, uy, maxCos) tmp = single(0.0); if ((uy * single(2.0)) <= single(0.00022000000171829015)) tmp = sqrt(((ux * (single(2.0) - ux)) + (maxCos * (single(-2.0) * (ux - (ux * ux)))))); else tmp = cos((uy * (single(2.0) * single(pi)))) * sqrt(((single(2.0) * ux) - (ux * ux))); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \cdot 2 \leq 0.00022000000171829015:\\
\;\;\;\;\sqrt{ux \cdot \left(2 - ux\right) + maxCos \cdot \left(-2 \cdot \left(ux - ux \cdot ux\right)\right)}\\
\mathbf{else}:\\
\;\;\;\;\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{2 \cdot ux - ux \cdot ux}\\
\end{array}
\end{array}
if (*.f32 uy 2) < 2.20000002e-4Initial program 57.6%
associate-*l*57.6%
+-commutative57.6%
associate-+r-57.7%
fma-def57.7%
+-commutative57.7%
associate-+r-57.5%
fma-def57.5%
Simplified57.5%
Taylor expanded in ux around -inf 99.4%
+-commutative99.4%
metadata-eval99.4%
cancel-sign-sub-inv99.4%
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%
unsub-neg99.5%
unpow299.5%
distribute-rgt-neg-in99.5%
Simplified99.5%
Taylor expanded in uy around 0 99.3%
+-commutative99.3%
+-commutative99.3%
*-commutative99.3%
fma-udef99.3%
mul-1-neg99.3%
*-commutative99.3%
distribute-rgt-neg-in99.3%
unpow299.3%
distribute-rgt-neg-out99.3%
fma-udef99.4%
Simplified99.4%
Taylor expanded in maxCos around 0 99.0%
associate-+r+99.0%
+-commutative99.0%
*-commutative99.0%
mul-1-neg99.0%
unpow299.0%
distribute-rgt-neg-out99.0%
distribute-lft-in99.1%
sub-neg99.1%
fma-def99.1%
unpow299.1%
Simplified99.1%
Taylor expanded in maxCos around 0 99.1%
metadata-eval99.1%
cancel-sign-sub-inv99.1%
distribute-lft-out--99.1%
unpow299.1%
Simplified99.1%
if 2.20000002e-4 < (*.f32 uy 2) Initial program 57.0%
associate-*l*57.0%
+-commutative57.0%
associate-+r-57.0%
fma-def57.0%
+-commutative57.0%
associate-+r-56.8%
fma-def56.8%
Simplified56.8%
Taylor expanded in ux around -inf 98.3%
+-commutative98.3%
metadata-eval98.3%
cancel-sign-sub-inv98.3%
fma-def98.4%
cancel-sign-sub-inv98.4%
metadata-eval98.4%
+-commutative98.4%
*-commutative98.4%
fma-def98.4%
mul-1-neg98.4%
*-commutative98.4%
distribute-rgt-neg-in98.4%
mul-1-neg98.4%
unsub-neg98.4%
unpow298.4%
distribute-rgt-neg-in98.4%
Simplified98.4%
log1p-expm1-u98.3%
Applied egg-rr98.3%
Taylor expanded in ux around 0 98.3%
+-commutative98.3%
mul-1-neg98.3%
unsub-neg98.3%
+-commutative98.3%
fma-def98.3%
unpow298.3%
associate-*l*98.3%
Simplified98.3%
Taylor expanded in maxCos around 0 92.5%
associate-*r*92.5%
*-commutative92.5%
associate-*r*92.5%
*-commutative92.5%
unpow292.5%
Simplified92.5%
Final simplification96.3%
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (* ux (- 2.0 ux))))
(if (<= (* uy 2.0) 0.00022000000171829015)
(sqrt (+ t_0 (* maxCos (* -2.0 (- ux (* ux ux))))))
(* (cos (* uy (* 2.0 PI))) (sqrt t_0)))))
float code(float ux, float uy, float maxCos) {
float t_0 = ux * (2.0f - ux);
float tmp;
if ((uy * 2.0f) <= 0.00022000000171829015f) {
tmp = sqrtf((t_0 + (maxCos * (-2.0f * (ux - (ux * ux))))));
} else {
tmp = cosf((uy * (2.0f * ((float) M_PI)))) * sqrtf(t_0);
}
return tmp;
}
function code(ux, uy, maxCos) t_0 = Float32(ux * Float32(Float32(2.0) - ux)) tmp = Float32(0.0) if (Float32(uy * Float32(2.0)) <= Float32(0.00022000000171829015)) tmp = sqrt(Float32(t_0 + Float32(maxCos * Float32(Float32(-2.0) * Float32(ux - Float32(ux * ux)))))); else tmp = Float32(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(t_0)); end return tmp end
function tmp_2 = code(ux, uy, maxCos) t_0 = ux * (single(2.0) - ux); tmp = single(0.0); if ((uy * single(2.0)) <= single(0.00022000000171829015)) tmp = sqrt((t_0 + (maxCos * (single(-2.0) * (ux - (ux * ux)))))); else tmp = cos((uy * (single(2.0) * single(pi)))) * sqrt(t_0); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := ux \cdot \left(2 - ux\right)\\
\mathbf{if}\;uy \cdot 2 \leq 0.00022000000171829015:\\
\;\;\;\;\sqrt{t_0 + maxCos \cdot \left(-2 \cdot \left(ux - ux \cdot ux\right)\right)}\\
\mathbf{else}:\\
\;\;\;\;\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{t_0}\\
\end{array}
\end{array}
if (*.f32 uy 2) < 2.20000002e-4Initial program 57.6%
associate-*l*57.6%
+-commutative57.6%
associate-+r-57.7%
fma-def57.7%
+-commutative57.7%
associate-+r-57.5%
fma-def57.5%
Simplified57.5%
Taylor expanded in ux around -inf 99.4%
+-commutative99.4%
metadata-eval99.4%
cancel-sign-sub-inv99.4%
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%
unsub-neg99.5%
unpow299.5%
distribute-rgt-neg-in99.5%
Simplified99.5%
Taylor expanded in uy around 0 99.3%
+-commutative99.3%
+-commutative99.3%
*-commutative99.3%
fma-udef99.3%
mul-1-neg99.3%
*-commutative99.3%
distribute-rgt-neg-in99.3%
unpow299.3%
distribute-rgt-neg-out99.3%
fma-udef99.4%
Simplified99.4%
Taylor expanded in maxCos around 0 99.0%
associate-+r+99.0%
+-commutative99.0%
*-commutative99.0%
mul-1-neg99.0%
unpow299.0%
distribute-rgt-neg-out99.0%
distribute-lft-in99.1%
sub-neg99.1%
fma-def99.1%
unpow299.1%
Simplified99.1%
Taylor expanded in maxCos around 0 99.1%
metadata-eval99.1%
cancel-sign-sub-inv99.1%
distribute-lft-out--99.1%
unpow299.1%
Simplified99.1%
if 2.20000002e-4 < (*.f32 uy 2) Initial program 57.0%
associate-*l*57.0%
+-commutative57.0%
associate-+r-57.0%
fma-def57.0%
+-commutative57.0%
associate-+r-56.8%
fma-def56.8%
Simplified56.8%
Taylor expanded in ux around -inf 98.3%
+-commutative98.3%
metadata-eval98.3%
cancel-sign-sub-inv98.3%
fma-def98.4%
cancel-sign-sub-inv98.4%
metadata-eval98.4%
+-commutative98.4%
*-commutative98.4%
fma-def98.4%
mul-1-neg98.4%
*-commutative98.4%
distribute-rgt-neg-in98.4%
mul-1-neg98.4%
unsub-neg98.4%
unpow298.4%
distribute-rgt-neg-in98.4%
Simplified98.4%
log1p-expm1-u98.3%
Applied egg-rr98.3%
Taylor expanded in maxCos around 0 92.5%
*-commutative92.5%
associate-*r*92.5%
*-commutative92.5%
+-commutative92.5%
*-commutative92.5%
mul-1-neg92.5%
unpow292.5%
distribute-rgt-neg-out92.5%
distribute-lft-in92.5%
sub-neg92.5%
Simplified92.5%
Final simplification96.3%
(FPCore (ux uy maxCos) :precision binary32 (if (<= uy 0.0002300000051036477) (sqrt (+ (* ux (- 2.0 ux)) (* maxCos (* -2.0 (- ux (* ux ux)))))) (* (cos (* uy (* 2.0 PI))) (sqrt (* 2.0 ux)))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (uy <= 0.0002300000051036477f) {
tmp = sqrtf(((ux * (2.0f - ux)) + (maxCos * (-2.0f * (ux - (ux * ux))))));
} 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(0.0002300000051036477)) tmp = sqrt(Float32(Float32(ux * Float32(Float32(2.0) - ux)) + Float32(maxCos * Float32(Float32(-2.0) * Float32(ux - Float32(ux * ux)))))); 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(0.0002300000051036477)) tmp = sqrt(((ux * (single(2.0) - ux)) + (maxCos * (single(-2.0) * (ux - (ux * ux)))))); 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 0.0002300000051036477:\\
\;\;\;\;\sqrt{ux \cdot \left(2 - ux\right) + maxCos \cdot \left(-2 \cdot \left(ux - ux \cdot ux\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 < 2.30000005e-4Initial program 58.6%
associate-*l*58.6%
+-commutative58.6%
associate-+r-58.7%
fma-def58.7%
+-commutative58.7%
associate-+r-58.6%
fma-def58.6%
Simplified58.6%
Taylor expanded in ux around -inf 99.3%
+-commutative99.3%
metadata-eval99.3%
cancel-sign-sub-inv99.3%
fma-def99.4%
cancel-sign-sub-inv99.4%
metadata-eval99.4%
+-commutative99.4%
*-commutative99.4%
fma-def99.4%
mul-1-neg99.4%
*-commutative99.4%
distribute-rgt-neg-in99.4%
mul-1-neg99.4%
unsub-neg99.4%
unpow299.4%
distribute-rgt-neg-in99.4%
Simplified99.4%
Taylor expanded in uy around 0 98.8%
+-commutative98.8%
+-commutative98.8%
*-commutative98.8%
fma-udef98.8%
mul-1-neg98.8%
*-commutative98.8%
distribute-rgt-neg-in98.8%
unpow298.8%
distribute-rgt-neg-out98.8%
fma-udef98.9%
Simplified98.9%
Taylor expanded in maxCos around 0 98.5%
associate-+r+98.5%
+-commutative98.5%
*-commutative98.5%
mul-1-neg98.5%
unpow298.5%
distribute-rgt-neg-out98.5%
distribute-lft-in98.6%
sub-neg98.6%
fma-def98.6%
unpow298.6%
Simplified98.6%
Taylor expanded in maxCos around 0 98.6%
metadata-eval98.6%
cancel-sign-sub-inv98.6%
distribute-lft-out--98.6%
unpow298.6%
Simplified98.6%
if 2.30000005e-4 < uy Initial program 55.4%
associate-*l*55.4%
+-commutative55.4%
associate-+r-55.3%
fma-def55.3%
+-commutative55.3%
associate-+r-55.2%
fma-def55.2%
Simplified55.2%
Taylor expanded in ux around 0 46.1%
Taylor expanded in maxCos around 0 75.7%
*-commutative75.7%
Simplified75.7%
Final simplification89.7%
(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 57.4%
associate-*l*57.4%
+-commutative57.4%
associate-+r-57.4%
fma-def57.4%
+-commutative57.4%
associate-+r-57.2%
fma-def57.2%
Simplified57.2%
Taylor expanded in ux around -inf 98.9%
+-commutative98.9%
metadata-eval98.9%
cancel-sign-sub-inv98.9%
fma-def99.0%
cancel-sign-sub-inv99.0%
metadata-eval99.0%
+-commutative99.0%
*-commutative99.0%
fma-def99.0%
mul-1-neg99.0%
*-commutative99.0%
distribute-rgt-neg-in99.0%
mul-1-neg99.0%
unsub-neg99.0%
unpow299.0%
distribute-rgt-neg-in99.0%
Simplified99.0%
Taylor expanded in uy around 0 78.5%
+-commutative78.5%
+-commutative78.5%
*-commutative78.5%
fma-udef78.5%
mul-1-neg78.5%
*-commutative78.5%
distribute-rgt-neg-in78.5%
unpow278.5%
distribute-rgt-neg-out78.5%
fma-udef78.6%
Simplified78.6%
Taylor expanded in maxCos around 0 78.3%
associate-+r+78.3%
+-commutative78.3%
*-commutative78.3%
mul-1-neg78.3%
unpow278.3%
distribute-rgt-neg-out78.3%
distribute-lft-in78.4%
sub-neg78.4%
fma-def78.4%
unpow278.4%
Simplified78.4%
Taylor expanded in maxCos around 0 78.4%
metadata-eval78.4%
cancel-sign-sub-inv78.4%
distribute-lft-out--78.4%
unpow278.4%
Simplified78.4%
Final simplification78.4%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (+ (* ux (- 2.0 ux)) (* ux (* maxCos -2.0)))))
float code(float ux, float uy, float maxCos) {
return sqrtf(((ux * (2.0f - ux)) + (ux * (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 - ux)) + (ux * (maxcos * (-2.0e0)))))
end function
function code(ux, uy, maxCos) return sqrt(Float32(Float32(ux * Float32(Float32(2.0) - ux)) + Float32(ux * Float32(maxCos * Float32(-2.0))))) end
function tmp = code(ux, uy, maxCos) tmp = sqrt(((ux * (single(2.0) - ux)) + (ux * (maxCos * single(-2.0))))); end
\begin{array}{l}
\\
\sqrt{ux \cdot \left(2 - ux\right) + ux \cdot \left(maxCos \cdot -2\right)}
\end{array}
Initial program 57.4%
associate-*l*57.4%
+-commutative57.4%
associate-+r-57.4%
fma-def57.4%
+-commutative57.4%
associate-+r-57.2%
fma-def57.2%
Simplified57.2%
Taylor expanded in ux around -inf 98.9%
+-commutative98.9%
metadata-eval98.9%
cancel-sign-sub-inv98.9%
fma-def99.0%
cancel-sign-sub-inv99.0%
metadata-eval99.0%
+-commutative99.0%
*-commutative99.0%
fma-def99.0%
mul-1-neg99.0%
*-commutative99.0%
distribute-rgt-neg-in99.0%
mul-1-neg99.0%
unsub-neg99.0%
unpow299.0%
distribute-rgt-neg-in99.0%
Simplified99.0%
Taylor expanded in uy around 0 78.5%
+-commutative78.5%
+-commutative78.5%
*-commutative78.5%
fma-udef78.5%
mul-1-neg78.5%
*-commutative78.5%
distribute-rgt-neg-in78.5%
unpow278.5%
distribute-rgt-neg-out78.5%
fma-udef78.6%
Simplified78.6%
Taylor expanded in maxCos around 0 78.3%
associate-+r+78.3%
+-commutative78.3%
*-commutative78.3%
mul-1-neg78.3%
unpow278.3%
distribute-rgt-neg-out78.3%
distribute-lft-in78.4%
sub-neg78.4%
fma-def78.4%
unpow278.4%
Simplified78.4%
Taylor expanded in ux around 0 78.0%
associate-*r*78.0%
*-commutative78.0%
Simplified78.0%
Final simplification78.0%
(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 57.4%
associate-*l*57.4%
+-commutative57.4%
associate-+r-57.4%
fma-def57.4%
+-commutative57.4%
associate-+r-57.2%
fma-def57.2%
Simplified57.2%
Taylor expanded in ux around -inf 98.9%
+-commutative98.9%
metadata-eval98.9%
cancel-sign-sub-inv98.9%
fma-def99.0%
cancel-sign-sub-inv99.0%
metadata-eval99.0%
+-commutative99.0%
*-commutative99.0%
fma-def99.0%
mul-1-neg99.0%
*-commutative99.0%
distribute-rgt-neg-in99.0%
mul-1-neg99.0%
unsub-neg99.0%
unpow299.0%
distribute-rgt-neg-in99.0%
Simplified99.0%
Taylor expanded in uy around 0 78.5%
+-commutative78.5%
+-commutative78.5%
*-commutative78.5%
fma-udef78.5%
mul-1-neg78.5%
*-commutative78.5%
distribute-rgt-neg-in78.5%
unpow278.5%
distribute-rgt-neg-out78.5%
fma-udef78.6%
Simplified78.6%
Taylor expanded in maxCos around 0 74.8%
+-commutative74.8%
*-commutative74.8%
mul-1-neg74.8%
unpow274.8%
distribute-rgt-neg-out74.8%
distribute-lft-in74.9%
sub-neg74.9%
Simplified74.9%
Final simplification74.9%
(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 57.4%
associate-*l*57.4%
+-commutative57.4%
associate-+r-57.4%
fma-def57.4%
+-commutative57.4%
associate-+r-57.2%
fma-def57.2%
Simplified57.2%
Taylor expanded in uy around 0 48.2%
Taylor expanded in ux around 0 64.5%
Taylor expanded in maxCos around 0 62.3%
Final simplification62.3%
herbie shell --seed 2023275
(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)))))))