
(FPCore (ux uy maxCos) :precision binary32 (let* ((t_0 (+ (- 1.0 ux) (* ux maxCos)))) (* (cos (* (* uy 2.0) PI)) (sqrt (- 1.0 (* t_0 t_0))))))
float code(float ux, float uy, float maxCos) {
float t_0 = (1.0f - ux) + (ux * maxCos);
return cosf(((uy * 2.0f) * ((float) M_PI))) * sqrtf((1.0f - (t_0 * t_0)));
}
function code(ux, uy, maxCos) t_0 = Float32(Float32(Float32(1.0) - ux) + Float32(ux * maxCos)) return Float32(cos(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(Float32(Float32(1.0) - Float32(t_0 * t_0)))) end
function tmp = code(ux, uy, maxCos) t_0 = (single(1.0) - ux) + (ux * maxCos); tmp = cos(((uy * single(2.0)) * single(pi))) * sqrt((single(1.0) - (t_0 * t_0))); end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(1 - ux\right) + ux \cdot maxCos\\
\cos \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{1 - t\_0 \cdot t\_0}
\end{array}
\end{array}
Sampling outcomes in binary32 precision:
Herbie found 16 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (ux uy maxCos) :precision binary32 (let* ((t_0 (+ (- 1.0 ux) (* ux maxCos)))) (* (cos (* (* uy 2.0) PI)) (sqrt (- 1.0 (* t_0 t_0))))))
float code(float ux, float uy, float maxCos) {
float t_0 = (1.0f - ux) + (ux * maxCos);
return cosf(((uy * 2.0f) * ((float) M_PI))) * sqrtf((1.0f - (t_0 * t_0)));
}
function code(ux, uy, maxCos) t_0 = Float32(Float32(Float32(1.0) - ux) + Float32(ux * maxCos)) return Float32(cos(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(Float32(Float32(1.0) - Float32(t_0 * t_0)))) end
function tmp = code(ux, uy, maxCos) t_0 = (single(1.0) - ux) + (ux * maxCos); tmp = cos(((uy * single(2.0)) * single(pi))) * sqrt((single(1.0) - (t_0 * t_0))); end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(1 - ux\right) + ux \cdot maxCos\\
\cos \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{1 - t\_0 \cdot t\_0}
\end{array}
\end{array}
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (cos (* uy (+ PI PI)))))
(*
(+ 0.5 (fma 0.5 t_0 (- (* 0.5 t_0) 0.5)))
(sqrt
(*
ux
(fma maxCos -2.0 (fma (- 1.0 maxCos) (fma ux maxCos (- ux)) 2.0)))))))
float code(float ux, float uy, float maxCos) {
float t_0 = cosf((uy * (((float) M_PI) + ((float) M_PI))));
return (0.5f + fmaf(0.5f, t_0, ((0.5f * t_0) - 0.5f))) * sqrtf((ux * fmaf(maxCos, -2.0f, fmaf((1.0f - maxCos), fmaf(ux, maxCos, -ux), 2.0f))));
}
function code(ux, uy, maxCos) t_0 = cos(Float32(uy * Float32(Float32(pi) + Float32(pi)))) return Float32(Float32(Float32(0.5) + fma(Float32(0.5), t_0, Float32(Float32(Float32(0.5) * t_0) - Float32(0.5)))) * sqrt(Float32(ux * fma(maxCos, Float32(-2.0), fma(Float32(Float32(1.0) - maxCos), fma(ux, maxCos, Float32(-ux)), Float32(2.0)))))) end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \cos \left(uy \cdot \left(\pi + \pi\right)\right)\\
\left(0.5 + \mathsf{fma}\left(0.5, t\_0, 0.5 \cdot t\_0 - 0.5\right)\right) \cdot \sqrt{ux \cdot \mathsf{fma}\left(maxCos, -2, \mathsf{fma}\left(1 - maxCos, \mathsf{fma}\left(ux, maxCos, -ux\right), 2\right)\right)}
\end{array}
\end{array}
Initial program 60.2%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
mul-1-negN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
distribute-lft-neg-inN/A
neg-sub0N/A
associate-+l-N/A
neg-sub0N/A
mul-1-negN/A
+-commutativeN/A
Applied rewrites99.1%
lift-cos.f32N/A
lift-*.f32N/A
lift-*.f32N/A
lift-PI.f32N/A
*-commutativeN/A
lift-PI.f32N/A
associate-*r*N/A
lift-*.f32N/A
cos-2N/A
cancel-sign-sub-invN/A
lower-fma.f32N/A
lower-cos.f32N/A
lower-cos.f32N/A
lower-*.f32N/A
lower-neg.f32N/A
lower-sin.f32N/A
lower-sin.f3299.0
Applied rewrites99.0%
lift-fma.f32N/A
lift-cos.f32N/A
lift-cos.f32N/A
sqr-cos-aN/A
associate-+l+N/A
lower-+.f32N/A
count-2N/A
lower-fma.f32N/A
Applied rewrites99.1%
Final simplification99.1%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (cos (* PI (* uy 2.0))) 0.9999949932098389)
(* (sqrt (* ux 2.0)) (fma (* -2.0 (* PI (* uy uy))) PI 1.0))
(sqrt
(fma
(fma maxCos -2.0 2.0)
ux
(* (* (- 1.0 maxCos) (+ maxCos -1.0)) (* ux ux))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (cosf((((float) M_PI) * (uy * 2.0f))) <= 0.9999949932098389f) {
tmp = sqrtf((ux * 2.0f)) * fmaf((-2.0f * (((float) M_PI) * (uy * uy))), ((float) M_PI), 1.0f);
} else {
tmp = sqrtf(fmaf(fmaf(maxCos, -2.0f, 2.0f), ux, (((1.0f - maxCos) * (maxCos + -1.0f)) * (ux * ux))));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (cos(Float32(Float32(pi) * Float32(uy * Float32(2.0)))) <= Float32(0.9999949932098389)) tmp = Float32(sqrt(Float32(ux * Float32(2.0))) * fma(Float32(Float32(-2.0) * Float32(Float32(pi) * Float32(uy * uy))), Float32(pi), Float32(1.0))); else tmp = sqrt(fma(fma(maxCos, Float32(-2.0), Float32(2.0)), ux, Float32(Float32(Float32(Float32(1.0) - maxCos) * Float32(maxCos + Float32(-1.0))) * Float32(ux * ux)))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\cos \left(\pi \cdot \left(uy \cdot 2\right)\right) \leq 0.9999949932098389:\\
\;\;\;\;\sqrt{ux \cdot 2} \cdot \mathsf{fma}\left(-2 \cdot \left(\pi \cdot \left(uy \cdot uy\right)\right), \pi, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(\mathsf{fma}\left(maxCos, -2, 2\right), ux, \left(\left(1 - maxCos\right) \cdot \left(maxCos + -1\right)\right) \cdot \left(ux \cdot ux\right)\right)}\\
\end{array}
\end{array}
if (cos.f32 (*.f32 (*.f32 uy #s(literal 2 binary32)) (PI.f32))) < 0.999994993Initial program 56.5%
Taylor expanded in maxCos around 0
sub-negN/A
+-commutativeN/A
unpow2N/A
distribute-rgt-neg-inN/A
mul-1-negN/A
lower-fma.f32N/A
lower--.f32N/A
mul-1-negN/A
lower-neg.f32N/A
lower--.f3255.0
Applied rewrites55.0%
Taylor expanded in ux around 0
Applied rewrites72.8%
Taylor expanded in uy around 0
+-commutativeN/A
associate-*r*N/A
lower-fma.f32N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-PI.f3258.0
Applied rewrites58.0%
Applied rewrites58.0%
if 0.999994993 < (cos.f32 (*.f32 (*.f32 uy #s(literal 2 binary32)) (PI.f32))) Initial program 62.0%
Taylor expanded in uy around 0
lower-sqrt.f32N/A
sub-negN/A
+-commutativeN/A
unpow2N/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
Applied rewrites62.3%
Taylor expanded in ux around 0
Applied rewrites98.7%
Applied rewrites98.8%
Final simplification85.6%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (cos (* PI (* uy 2.0))) 0.9999949932098389)
(* (sqrt (* ux 2.0)) (fma (* -2.0 (* PI (* uy uy))) PI 1.0))
(sqrt
(* ux (fma ux (* (- 1.0 maxCos) (+ maxCos -1.0)) (fma maxCos -2.0 2.0))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (cosf((((float) M_PI) * (uy * 2.0f))) <= 0.9999949932098389f) {
tmp = sqrtf((ux * 2.0f)) * fmaf((-2.0f * (((float) M_PI) * (uy * uy))), ((float) M_PI), 1.0f);
} else {
tmp = sqrtf((ux * fmaf(ux, ((1.0f - maxCos) * (maxCos + -1.0f)), fmaf(maxCos, -2.0f, 2.0f))));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (cos(Float32(Float32(pi) * Float32(uy * Float32(2.0)))) <= Float32(0.9999949932098389)) tmp = Float32(sqrt(Float32(ux * Float32(2.0))) * fma(Float32(Float32(-2.0) * Float32(Float32(pi) * Float32(uy * uy))), Float32(pi), Float32(1.0))); else tmp = sqrt(Float32(ux * fma(ux, Float32(Float32(Float32(1.0) - maxCos) * Float32(maxCos + Float32(-1.0))), fma(maxCos, Float32(-2.0), Float32(2.0))))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\cos \left(\pi \cdot \left(uy \cdot 2\right)\right) \leq 0.9999949932098389:\\
\;\;\;\;\sqrt{ux \cdot 2} \cdot \mathsf{fma}\left(-2 \cdot \left(\pi \cdot \left(uy \cdot uy\right)\right), \pi, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\sqrt{ux \cdot \mathsf{fma}\left(ux, \left(1 - maxCos\right) \cdot \left(maxCos + -1\right), \mathsf{fma}\left(maxCos, -2, 2\right)\right)}\\
\end{array}
\end{array}
if (cos.f32 (*.f32 (*.f32 uy #s(literal 2 binary32)) (PI.f32))) < 0.999994993Initial program 56.5%
Taylor expanded in maxCos around 0
sub-negN/A
+-commutativeN/A
unpow2N/A
distribute-rgt-neg-inN/A
mul-1-negN/A
lower-fma.f32N/A
lower--.f32N/A
mul-1-negN/A
lower-neg.f32N/A
lower--.f3255.0
Applied rewrites55.0%
Taylor expanded in ux around 0
Applied rewrites72.8%
Taylor expanded in uy around 0
+-commutativeN/A
associate-*r*N/A
lower-fma.f32N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-PI.f3258.0
Applied rewrites58.0%
Applied rewrites58.0%
if 0.999994993 < (cos.f32 (*.f32 (*.f32 uy #s(literal 2 binary32)) (PI.f32))) Initial program 62.0%
Taylor expanded in uy around 0
lower-sqrt.f32N/A
sub-negN/A
+-commutativeN/A
unpow2N/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
Applied rewrites62.3%
Taylor expanded in ux around 0
Applied rewrites98.7%
Final simplification85.5%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (cos (* PI (* uy 2.0))) 0.9999949932098389)
(* (sqrt (* ux 2.0)) (fma (* -2.0 (* uy uy)) (* PI PI) 1.0))
(sqrt
(* ux (fma ux (* (- 1.0 maxCos) (+ maxCos -1.0)) (fma maxCos -2.0 2.0))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (cosf((((float) M_PI) * (uy * 2.0f))) <= 0.9999949932098389f) {
tmp = sqrtf((ux * 2.0f)) * fmaf((-2.0f * (uy * uy)), (((float) M_PI) * ((float) M_PI)), 1.0f);
} else {
tmp = sqrtf((ux * fmaf(ux, ((1.0f - maxCos) * (maxCos + -1.0f)), fmaf(maxCos, -2.0f, 2.0f))));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (cos(Float32(Float32(pi) * Float32(uy * Float32(2.0)))) <= Float32(0.9999949932098389)) tmp = Float32(sqrt(Float32(ux * Float32(2.0))) * fma(Float32(Float32(-2.0) * Float32(uy * uy)), Float32(Float32(pi) * Float32(pi)), Float32(1.0))); else tmp = sqrt(Float32(ux * fma(ux, Float32(Float32(Float32(1.0) - maxCos) * Float32(maxCos + Float32(-1.0))), fma(maxCos, Float32(-2.0), Float32(2.0))))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\cos \left(\pi \cdot \left(uy \cdot 2\right)\right) \leq 0.9999949932098389:\\
\;\;\;\;\sqrt{ux \cdot 2} \cdot \mathsf{fma}\left(-2 \cdot \left(uy \cdot uy\right), \pi \cdot \pi, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\sqrt{ux \cdot \mathsf{fma}\left(ux, \left(1 - maxCos\right) \cdot \left(maxCos + -1\right), \mathsf{fma}\left(maxCos, -2, 2\right)\right)}\\
\end{array}
\end{array}
if (cos.f32 (*.f32 (*.f32 uy #s(literal 2 binary32)) (PI.f32))) < 0.999994993Initial program 56.5%
Taylor expanded in maxCos around 0
sub-negN/A
+-commutativeN/A
unpow2N/A
distribute-rgt-neg-inN/A
mul-1-negN/A
lower-fma.f32N/A
lower--.f32N/A
mul-1-negN/A
lower-neg.f32N/A
lower--.f3255.0
Applied rewrites55.0%
Taylor expanded in ux around 0
Applied rewrites72.8%
Taylor expanded in uy around 0
+-commutativeN/A
associate-*r*N/A
lower-fma.f32N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-PI.f3258.0
Applied rewrites58.0%
if 0.999994993 < (cos.f32 (*.f32 (*.f32 uy #s(literal 2 binary32)) (PI.f32))) Initial program 62.0%
Taylor expanded in uy around 0
lower-sqrt.f32N/A
sub-negN/A
+-commutativeN/A
unpow2N/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
Applied rewrites62.3%
Taylor expanded in ux around 0
Applied rewrites98.7%
Final simplification85.5%
(FPCore (ux uy maxCos) :precision binary32 (* (sqrt (* ux (fma maxCos -2.0 (fma (- 1.0 maxCos) (fma ux maxCos (- ux)) 2.0)))) (cos (* PI (* uy 2.0)))))
float code(float ux, float uy, float maxCos) {
return sqrtf((ux * fmaf(maxCos, -2.0f, fmaf((1.0f - maxCos), fmaf(ux, maxCos, -ux), 2.0f)))) * cosf((((float) M_PI) * (uy * 2.0f)));
}
function code(ux, uy, maxCos) return Float32(sqrt(Float32(ux * fma(maxCos, Float32(-2.0), fma(Float32(Float32(1.0) - maxCos), fma(ux, maxCos, Float32(-ux)), Float32(2.0))))) * cos(Float32(Float32(pi) * Float32(uy * Float32(2.0))))) end
\begin{array}{l}
\\
\sqrt{ux \cdot \mathsf{fma}\left(maxCos, -2, \mathsf{fma}\left(1 - maxCos, \mathsf{fma}\left(ux, maxCos, -ux\right), 2\right)\right)} \cdot \cos \left(\pi \cdot \left(uy \cdot 2\right)\right)
\end{array}
Initial program 60.2%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
mul-1-negN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
distribute-lft-neg-inN/A
neg-sub0N/A
associate-+l-N/A
neg-sub0N/A
mul-1-negN/A
+-commutativeN/A
Applied rewrites99.1%
Final simplification99.1%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* PI (* uy 2.0))) (sqrt (fma maxCos (* ux (fma ux 2.0 -2.0)) (* ux (- 2.0 ux))))))
float code(float ux, float uy, float maxCos) {
return cosf((((float) M_PI) * (uy * 2.0f))) * sqrtf(fmaf(maxCos, (ux * fmaf(ux, 2.0f, -2.0f)), (ux * (2.0f - ux))));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(Float32(pi) * Float32(uy * Float32(2.0)))) * sqrt(fma(maxCos, Float32(ux * fma(ux, Float32(2.0), Float32(-2.0))), Float32(ux * Float32(Float32(2.0) - ux))))) end
\begin{array}{l}
\\
\cos \left(\pi \cdot \left(uy \cdot 2\right)\right) \cdot \sqrt{\mathsf{fma}\left(maxCos, ux \cdot \mathsf{fma}\left(ux, 2, -2\right), ux \cdot \left(2 - ux\right)\right)}
\end{array}
Initial program 60.2%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
mul-1-negN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
distribute-lft-neg-inN/A
neg-sub0N/A
associate-+l-N/A
neg-sub0N/A
mul-1-negN/A
+-commutativeN/A
Applied rewrites99.1%
Taylor expanded in maxCos around 0
Applied rewrites98.6%
Final simplification98.6%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (* uy 2.0) 0.017000000923871994)
(*
(sqrt
(* ux (fma maxCos -2.0 (fma (- 1.0 maxCos) (fma ux maxCos (- ux)) 2.0))))
(+ 0.5 (fma (* -2.0 (* uy uy)) (* PI PI) 0.5)))
(* (cos (* PI (* uy 2.0))) (sqrt (* ux (- 2.0 ux))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if ((uy * 2.0f) <= 0.017000000923871994f) {
tmp = sqrtf((ux * fmaf(maxCos, -2.0f, fmaf((1.0f - maxCos), fmaf(ux, maxCos, -ux), 2.0f)))) * (0.5f + fmaf((-2.0f * (uy * uy)), (((float) M_PI) * ((float) M_PI)), 0.5f));
} else {
tmp = cosf((((float) M_PI) * (uy * 2.0f))) * sqrtf((ux * (2.0f - ux)));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (Float32(uy * Float32(2.0)) <= Float32(0.017000000923871994)) tmp = Float32(sqrt(Float32(ux * fma(maxCos, Float32(-2.0), fma(Float32(Float32(1.0) - maxCos), fma(ux, maxCos, Float32(-ux)), Float32(2.0))))) * Float32(Float32(0.5) + fma(Float32(Float32(-2.0) * Float32(uy * uy)), Float32(Float32(pi) * Float32(pi)), Float32(0.5)))); else tmp = Float32(cos(Float32(Float32(pi) * Float32(uy * Float32(2.0)))) * sqrt(Float32(ux * Float32(Float32(2.0) - ux)))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \cdot 2 \leq 0.017000000923871994:\\
\;\;\;\;\sqrt{ux \cdot \mathsf{fma}\left(maxCos, -2, \mathsf{fma}\left(1 - maxCos, \mathsf{fma}\left(ux, maxCos, -ux\right), 2\right)\right)} \cdot \left(0.5 + \mathsf{fma}\left(-2 \cdot \left(uy \cdot uy\right), \pi \cdot \pi, 0.5\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\cos \left(\pi \cdot \left(uy \cdot 2\right)\right) \cdot \sqrt{ux \cdot \left(2 - ux\right)}\\
\end{array}
\end{array}
if (*.f32 uy #s(literal 2 binary32)) < 0.0170000009Initial program 60.9%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
mul-1-negN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
distribute-lft-neg-inN/A
neg-sub0N/A
associate-+l-N/A
neg-sub0N/A
mul-1-negN/A
+-commutativeN/A
Applied rewrites99.4%
lift-cos.f32N/A
lift-*.f32N/A
lift-*.f32N/A
lift-PI.f32N/A
*-commutativeN/A
lift-PI.f32N/A
associate-*r*N/A
lift-*.f32N/A
cos-2N/A
cancel-sign-sub-invN/A
lower-fma.f32N/A
lower-cos.f32N/A
lower-cos.f32N/A
lower-*.f32N/A
lower-neg.f32N/A
lower-sin.f32N/A
lower-sin.f3299.3
Applied rewrites99.3%
lift-fma.f32N/A
lift-cos.f32N/A
lift-cos.f32N/A
sqr-cos-aN/A
associate-+l+N/A
lower-+.f32N/A
count-2N/A
lower-fma.f32N/A
Applied rewrites99.4%
Taylor expanded in uy around 0
+-commutativeN/A
associate-*r*N/A
lower-fma.f32N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-PI.f3299.3
Applied rewrites99.3%
if 0.0170000009 < (*.f32 uy #s(literal 2 binary32)) Initial program 57.7%
Taylor expanded in maxCos around 0
sub-negN/A
+-commutativeN/A
unpow2N/A
distribute-rgt-neg-inN/A
mul-1-negN/A
lower-fma.f32N/A
lower--.f32N/A
mul-1-negN/A
lower-neg.f32N/A
lower--.f3257.0
Applied rewrites57.0%
Taylor expanded in ux around 0
Applied rewrites93.5%
Final simplification98.1%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (* uy 2.0) 0.10000000149011612)
(*
(sqrt
(* ux (fma maxCos -2.0 (fma (- 1.0 maxCos) (fma ux maxCos (- ux)) 2.0))))
(+ 0.5 (fma (* -2.0 (* uy uy)) (* PI PI) 0.5)))
(* (cos (* uy (+ PI PI))) (sqrt (* ux 2.0)))))
float code(float ux, float uy, float maxCos) {
float tmp;
if ((uy * 2.0f) <= 0.10000000149011612f) {
tmp = sqrtf((ux * fmaf(maxCos, -2.0f, fmaf((1.0f - maxCos), fmaf(ux, maxCos, -ux), 2.0f)))) * (0.5f + fmaf((-2.0f * (uy * uy)), (((float) M_PI) * ((float) M_PI)), 0.5f));
} else {
tmp = cosf((uy * (((float) M_PI) + ((float) M_PI)))) * sqrtf((ux * 2.0f));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (Float32(uy * Float32(2.0)) <= Float32(0.10000000149011612)) tmp = Float32(sqrt(Float32(ux * fma(maxCos, Float32(-2.0), fma(Float32(Float32(1.0) - maxCos), fma(ux, maxCos, Float32(-ux)), Float32(2.0))))) * Float32(Float32(0.5) + fma(Float32(Float32(-2.0) * Float32(uy * uy)), Float32(Float32(pi) * Float32(pi)), Float32(0.5)))); else tmp = Float32(cos(Float32(uy * Float32(Float32(pi) + Float32(pi)))) * sqrt(Float32(ux * Float32(2.0)))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \cdot 2 \leq 0.10000000149011612:\\
\;\;\;\;\sqrt{ux \cdot \mathsf{fma}\left(maxCos, -2, \mathsf{fma}\left(1 - maxCos, \mathsf{fma}\left(ux, maxCos, -ux\right), 2\right)\right)} \cdot \left(0.5 + \mathsf{fma}\left(-2 \cdot \left(uy \cdot uy\right), \pi \cdot \pi, 0.5\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\cos \left(uy \cdot \left(\pi + \pi\right)\right) \cdot \sqrt{ux \cdot 2}\\
\end{array}
\end{array}
if (*.f32 uy #s(literal 2 binary32)) < 0.100000001Initial program 60.4%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
mul-1-negN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
distribute-lft-neg-inN/A
neg-sub0N/A
associate-+l-N/A
neg-sub0N/A
mul-1-negN/A
+-commutativeN/A
Applied rewrites99.4%
lift-cos.f32N/A
lift-*.f32N/A
lift-*.f32N/A
lift-PI.f32N/A
*-commutativeN/A
lift-PI.f32N/A
associate-*r*N/A
lift-*.f32N/A
cos-2N/A
cancel-sign-sub-invN/A
lower-fma.f32N/A
lower-cos.f32N/A
lower-cos.f32N/A
lower-*.f32N/A
lower-neg.f32N/A
lower-sin.f32N/A
lower-sin.f3299.2
Applied rewrites99.2%
lift-fma.f32N/A
lift-cos.f32N/A
lift-cos.f32N/A
sqr-cos-aN/A
associate-+l+N/A
lower-+.f32N/A
count-2N/A
lower-fma.f32N/A
Applied rewrites99.4%
Taylor expanded in uy around 0
+-commutativeN/A
associate-*r*N/A
lower-fma.f32N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-PI.f3297.0
Applied rewrites97.0%
if 0.100000001 < (*.f32 uy #s(literal 2 binary32)) Initial program 58.6%
Taylor expanded in maxCos around 0
sub-negN/A
+-commutativeN/A
unpow2N/A
distribute-rgt-neg-inN/A
mul-1-negN/A
lower-fma.f32N/A
lower--.f32N/A
mul-1-negN/A
lower-neg.f32N/A
lower--.f3257.2
Applied rewrites57.2%
Taylor expanded in ux around 0
Applied rewrites69.8%
lift-*.f32N/A
*-commutativeN/A
lift-cos.f32N/A
lift-*.f32N/A
lift-*.f32N/A
lift-PI.f32N/A
*-commutativeN/A
lift-PI.f32N/A
associate-*r*N/A
lift-*.f32N/A
count-2N/A
Applied rewrites69.8%
Final simplification93.9%
(FPCore (ux uy maxCos) :precision binary32 (* (sqrt (* ux (fma maxCos -2.0 (fma (- 1.0 maxCos) (fma ux maxCos (- ux)) 2.0)))) (+ 0.5 (fma (* -2.0 (* uy uy)) (* PI PI) 0.5))))
float code(float ux, float uy, float maxCos) {
return sqrtf((ux * fmaf(maxCos, -2.0f, fmaf((1.0f - maxCos), fmaf(ux, maxCos, -ux), 2.0f)))) * (0.5f + fmaf((-2.0f * (uy * uy)), (((float) M_PI) * ((float) M_PI)), 0.5f));
}
function code(ux, uy, maxCos) return Float32(sqrt(Float32(ux * fma(maxCos, Float32(-2.0), fma(Float32(Float32(1.0) - maxCos), fma(ux, maxCos, Float32(-ux)), Float32(2.0))))) * Float32(Float32(0.5) + fma(Float32(Float32(-2.0) * Float32(uy * uy)), Float32(Float32(pi) * Float32(pi)), Float32(0.5)))) end
\begin{array}{l}
\\
\sqrt{ux \cdot \mathsf{fma}\left(maxCos, -2, \mathsf{fma}\left(1 - maxCos, \mathsf{fma}\left(ux, maxCos, -ux\right), 2\right)\right)} \cdot \left(0.5 + \mathsf{fma}\left(-2 \cdot \left(uy \cdot uy\right), \pi \cdot \pi, 0.5\right)\right)
\end{array}
Initial program 60.2%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
mul-1-negN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
distribute-lft-neg-inN/A
neg-sub0N/A
associate-+l-N/A
neg-sub0N/A
mul-1-negN/A
+-commutativeN/A
Applied rewrites99.1%
lift-cos.f32N/A
lift-*.f32N/A
lift-*.f32N/A
lift-PI.f32N/A
*-commutativeN/A
lift-PI.f32N/A
associate-*r*N/A
lift-*.f32N/A
cos-2N/A
cancel-sign-sub-invN/A
lower-fma.f32N/A
lower-cos.f32N/A
lower-cos.f32N/A
lower-*.f32N/A
lower-neg.f32N/A
lower-sin.f32N/A
lower-sin.f3299.0
Applied rewrites99.0%
lift-fma.f32N/A
lift-cos.f32N/A
lift-cos.f32N/A
sqr-cos-aN/A
associate-+l+N/A
lower-+.f32N/A
count-2N/A
lower-fma.f32N/A
Applied rewrites99.1%
Taylor expanded in uy around 0
+-commutativeN/A
associate-*r*N/A
lower-fma.f32N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-PI.f3289.7
Applied rewrites89.7%
Final simplification89.7%
(FPCore (ux uy maxCos) :precision binary32 (* (sqrt (* ux (fma maxCos -2.0 (fma (- 1.0 maxCos) (fma ux maxCos (- ux)) 2.0)))) (fma (* -2.0 (* uy uy)) (* PI PI) 1.0)))
float code(float ux, float uy, float maxCos) {
return sqrtf((ux * fmaf(maxCos, -2.0f, fmaf((1.0f - maxCos), fmaf(ux, maxCos, -ux), 2.0f)))) * fmaf((-2.0f * (uy * uy)), (((float) M_PI) * ((float) M_PI)), 1.0f);
}
function code(ux, uy, maxCos) return Float32(sqrt(Float32(ux * fma(maxCos, Float32(-2.0), fma(Float32(Float32(1.0) - maxCos), fma(ux, maxCos, Float32(-ux)), Float32(2.0))))) * fma(Float32(Float32(-2.0) * Float32(uy * uy)), Float32(Float32(pi) * Float32(pi)), Float32(1.0))) end
\begin{array}{l}
\\
\sqrt{ux \cdot \mathsf{fma}\left(maxCos, -2, \mathsf{fma}\left(1 - maxCos, \mathsf{fma}\left(ux, maxCos, -ux\right), 2\right)\right)} \cdot \mathsf{fma}\left(-2 \cdot \left(uy \cdot uy\right), \pi \cdot \pi, 1\right)
\end{array}
Initial program 60.2%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
mul-1-negN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
distribute-lft-neg-inN/A
neg-sub0N/A
associate-+l-N/A
neg-sub0N/A
mul-1-negN/A
+-commutativeN/A
Applied rewrites99.1%
Taylor expanded in uy around 0
+-commutativeN/A
associate-*r*N/A
lower-fma.f32N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-PI.f3289.7
Applied rewrites89.7%
Final simplification89.7%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= maxCos 1.9999999949504854e-6)
(* (sqrt (* ux (- 2.0 ux))) (fma (* -2.0 (* uy uy)) (* PI PI) 1.0))
(sqrt
(fma
(fma maxCos -2.0 2.0)
ux
(* (* (- 1.0 maxCos) (+ maxCos -1.0)) (* ux ux))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (maxCos <= 1.9999999949504854e-6f) {
tmp = sqrtf((ux * (2.0f - ux))) * fmaf((-2.0f * (uy * uy)), (((float) M_PI) * ((float) M_PI)), 1.0f);
} else {
tmp = sqrtf(fmaf(fmaf(maxCos, -2.0f, 2.0f), ux, (((1.0f - maxCos) * (maxCos + -1.0f)) * (ux * ux))));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (maxCos <= Float32(1.9999999949504854e-6)) tmp = Float32(sqrt(Float32(ux * Float32(Float32(2.0) - ux))) * fma(Float32(Float32(-2.0) * Float32(uy * uy)), Float32(Float32(pi) * Float32(pi)), Float32(1.0))); else tmp = sqrt(fma(fma(maxCos, Float32(-2.0), Float32(2.0)), ux, Float32(Float32(Float32(Float32(1.0) - maxCos) * Float32(maxCos + Float32(-1.0))) * Float32(ux * ux)))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;maxCos \leq 1.9999999949504854 \cdot 10^{-6}:\\
\;\;\;\;\sqrt{ux \cdot \left(2 - ux\right)} \cdot \mathsf{fma}\left(-2 \cdot \left(uy \cdot uy\right), \pi \cdot \pi, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(\mathsf{fma}\left(maxCos, -2, 2\right), ux, \left(\left(1 - maxCos\right) \cdot \left(maxCos + -1\right)\right) \cdot \left(ux \cdot ux\right)\right)}\\
\end{array}
\end{array}
if maxCos < 1.99999999e-6Initial program 60.9%
Taylor expanded in maxCos around 0
sub-negN/A
+-commutativeN/A
unpow2N/A
distribute-rgt-neg-inN/A
mul-1-negN/A
lower-fma.f32N/A
lower--.f32N/A
mul-1-negN/A
lower-neg.f32N/A
lower--.f3261.1
Applied rewrites61.1%
Taylor expanded in ux around 0
Applied rewrites75.0%
Taylor expanded in uy around 0
+-commutativeN/A
associate-*r*N/A
lower-fma.f32N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-PI.f3270.0
Applied rewrites70.0%
Taylor expanded in ux around 0
Applied rewrites89.5%
if 1.99999999e-6 < maxCos Initial program 56.9%
Taylor expanded in uy around 0
lower-sqrt.f32N/A
sub-negN/A
+-commutativeN/A
unpow2N/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
Applied rewrites54.2%
Taylor expanded in ux around 0
Applied rewrites83.1%
Applied rewrites83.2%
Final simplification88.5%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (* ux (fma ux (* (- 1.0 maxCos) (+ maxCos -1.0)) (fma maxCos -2.0 2.0)))))
float code(float ux, float uy, float maxCos) {
return sqrtf((ux * fmaf(ux, ((1.0f - maxCos) * (maxCos + -1.0f)), fmaf(maxCos, -2.0f, 2.0f))));
}
function code(ux, uy, maxCos) return sqrt(Float32(ux * fma(ux, Float32(Float32(Float32(1.0) - maxCos) * Float32(maxCos + Float32(-1.0))), fma(maxCos, Float32(-2.0), Float32(2.0))))) end
\begin{array}{l}
\\
\sqrt{ux \cdot \mathsf{fma}\left(ux, \left(1 - maxCos\right) \cdot \left(maxCos + -1\right), \mathsf{fma}\left(maxCos, -2, 2\right)\right)}
\end{array}
Initial program 60.2%
Taylor expanded in uy around 0
lower-sqrt.f32N/A
sub-negN/A
+-commutativeN/A
unpow2N/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
Applied rewrites53.1%
Taylor expanded in ux around 0
Applied rewrites81.6%
Final simplification81.6%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (fma (* ux maxCos) (fma 2.0 ux -2.0) (* ux (- 2.0 ux)))))
float code(float ux, float uy, float maxCos) {
return sqrtf(fmaf((ux * maxCos), fmaf(2.0f, ux, -2.0f), (ux * (2.0f - ux))));
}
function code(ux, uy, maxCos) return sqrt(fma(Float32(ux * maxCos), fma(Float32(2.0), ux, Float32(-2.0)), Float32(ux * Float32(Float32(2.0) - ux)))) end
\begin{array}{l}
\\
\sqrt{\mathsf{fma}\left(ux \cdot maxCos, \mathsf{fma}\left(2, ux, -2\right), ux \cdot \left(2 - ux\right)\right)}
\end{array}
Initial program 60.2%
Taylor expanded in uy around 0
lower-sqrt.f32N/A
sub-negN/A
+-commutativeN/A
unpow2N/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
Applied rewrites53.1%
Taylor expanded in ux around 0
Applied rewrites81.6%
Taylor expanded in maxCos around 0
Applied rewrites81.2%
Final simplification81.2%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (fma ux 2.0 (- (* ux ux)))))
float code(float ux, float uy, float maxCos) {
return sqrtf(fmaf(ux, 2.0f, -(ux * ux)));
}
function code(ux, uy, maxCos) return sqrt(fma(ux, Float32(2.0), Float32(-Float32(ux * ux)))) end
\begin{array}{l}
\\
\sqrt{\mathsf{fma}\left(ux, 2, -ux \cdot ux\right)}
\end{array}
Initial program 60.2%
Taylor expanded in uy around 0
lower-sqrt.f32N/A
sub-negN/A
+-commutativeN/A
unpow2N/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
Applied rewrites53.1%
Taylor expanded in ux around 0
Applied rewrites81.6%
Taylor expanded in maxCos around 0
Applied rewrites76.9%
Applied rewrites76.9%
Final simplification76.9%
(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 60.2%
Taylor expanded in uy around 0
lower-sqrt.f32N/A
sub-negN/A
+-commutativeN/A
unpow2N/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
Applied rewrites53.1%
Taylor expanded in ux around 0
Applied rewrites81.6%
Taylor expanded in maxCos around 0
Applied rewrites76.9%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (* ux 2.0)))
float code(float ux, float uy, float maxCos) {
return sqrtf((ux * 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))
end function
function code(ux, uy, maxCos) return sqrt(Float32(ux * Float32(2.0))) end
function tmp = code(ux, uy, maxCos) tmp = sqrt((ux * single(2.0))); end
\begin{array}{l}
\\
\sqrt{ux \cdot 2}
\end{array}
Initial program 60.2%
Taylor expanded in uy around 0
lower-sqrt.f32N/A
sub-negN/A
+-commutativeN/A
unpow2N/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
Applied rewrites53.1%
Taylor expanded in ux around 0
Applied rewrites81.6%
Taylor expanded in maxCos around 0
Applied rewrites76.9%
Taylor expanded in ux around 0
Applied rewrites62.1%
Final simplification62.1%
herbie shell --seed 2024237
(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)))))))