
(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 15 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
(fma ux (* (+ maxCos -1.0) (- 1.0 maxCos)) (* maxCos -2.0))
ux
(* 2.0 ux)))))
float code(float ux, float uy, float maxCos) {
return cosf(((uy * 2.0f) * ((float) M_PI))) * sqrtf(fmaf(fmaf(ux, ((maxCos + -1.0f) * (1.0f - maxCos)), (maxCos * -2.0f)), ux, (2.0f * ux)));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(fma(fma(ux, Float32(Float32(maxCos + Float32(-1.0)) * Float32(Float32(1.0) - maxCos)), Float32(maxCos * Float32(-2.0))), ux, Float32(Float32(2.0) * ux)))) end
\begin{array}{l}
\\
\cos \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{\mathsf{fma}\left(\mathsf{fma}\left(ux, \left(maxCos + -1\right) \cdot \left(1 - maxCos\right), maxCos \cdot -2\right), ux, 2 \cdot ux\right)}
\end{array}
Initial program 60.7%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
+-commutativeN/A
metadata-evalN/A
associate-+l+N/A
mul-1-negN/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
unpow2N/A
distribute-rgt-neg-inN/A
neg-sub0N/A
associate-+l-N/A
neg-sub0N/A
mul-1-negN/A
+-commutativeN/A
lower-*.f32N/A
sub-negN/A
metadata-evalN/A
lower-+.f32N/A
mul-1-negN/A
unsub-negN/A
lower--.f32N/A
Applied rewrites98.9%
lift-+.f32N/A
lift--.f32N/A
lift-*.f32N/A
lift-fma.f32N/A
lift-fma.f32N/A
associate-+r+N/A
distribute-rgt-inN/A
lower-fma.f32N/A
lower-fma.f32N/A
lower-*.f32N/A
lower-*.f3299.0
Applied rewrites99.0%
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (cos (* (* uy 2.0) PI))))
(if (<= t_0 0.9998000264167786)
(* t_0 (* (sqrt (- 2.0 ux)) (sqrt ux)))
(*
(sqrt
(fma
(fma ux (* (+ maxCos -1.0) (- 1.0 maxCos)) (* maxCos -2.0))
ux
(* 2.0 ux)))
(fma (* -2.0 (* uy uy)) (* PI PI) 1.0)))))
float code(float ux, float uy, float maxCos) {
float t_0 = cosf(((uy * 2.0f) * ((float) M_PI)));
float tmp;
if (t_0 <= 0.9998000264167786f) {
tmp = t_0 * (sqrtf((2.0f - ux)) * sqrtf(ux));
} else {
tmp = sqrtf(fmaf(fmaf(ux, ((maxCos + -1.0f) * (1.0f - maxCos)), (maxCos * -2.0f)), ux, (2.0f * ux))) * fmaf((-2.0f * (uy * uy)), (((float) M_PI) * ((float) M_PI)), 1.0f);
}
return tmp;
}
function code(ux, uy, maxCos) t_0 = cos(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) tmp = Float32(0.0) if (t_0 <= Float32(0.9998000264167786)) tmp = Float32(t_0 * Float32(sqrt(Float32(Float32(2.0) - ux)) * sqrt(ux))); else tmp = Float32(sqrt(fma(fma(ux, Float32(Float32(maxCos + Float32(-1.0)) * Float32(Float32(1.0) - maxCos)), Float32(maxCos * Float32(-2.0))), ux, Float32(Float32(2.0) * ux))) * fma(Float32(Float32(-2.0) * Float32(uy * uy)), Float32(Float32(pi) * Float32(pi)), Float32(1.0))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \cos \left(\left(uy \cdot 2\right) \cdot \pi\right)\\
\mathbf{if}\;t\_0 \leq 0.9998000264167786:\\
\;\;\;\;t\_0 \cdot \left(\sqrt{2 - ux} \cdot \sqrt{ux}\right)\\
\mathbf{else}:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(\mathsf{fma}\left(ux, \left(maxCos + -1\right) \cdot \left(1 - maxCos\right), maxCos \cdot -2\right), ux, 2 \cdot ux\right)} \cdot \mathsf{fma}\left(-2 \cdot \left(uy \cdot uy\right), \pi \cdot \pi, 1\right)\\
\end{array}
\end{array}
if (cos.f32 (*.f32 (*.f32 uy #s(literal 2 binary32)) (PI.f32))) < 0.999800026Initial program 65.8%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
+-commutativeN/A
metadata-evalN/A
associate-+l+N/A
mul-1-negN/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
unpow2N/A
distribute-rgt-neg-inN/A
neg-sub0N/A
associate-+l-N/A
neg-sub0N/A
mul-1-negN/A
+-commutativeN/A
lower-*.f32N/A
sub-negN/A
metadata-evalN/A
lower-+.f32N/A
mul-1-negN/A
unsub-negN/A
lower--.f32N/A
Applied rewrites97.8%
lift-+.f32N/A
lift--.f32N/A
lift-*.f32N/A
lift-fma.f32N/A
lift-fma.f32N/A
*-commutativeN/A
sqrt-prodN/A
pow1/2N/A
pow1/2N/A
lower-*.f32N/A
pow1/2N/A
lower-sqrt.f32N/A
pow1/2N/A
lower-sqrt.f3297.9
Applied rewrites97.9%
Taylor expanded in maxCos around 0
lower-sqrt.f32N/A
mul-1-negN/A
unsub-negN/A
lower--.f3289.1
Applied rewrites89.1%
if 0.999800026 < (cos.f32 (*.f32 (*.f32 uy #s(literal 2 binary32)) (PI.f32))) Initial program 58.8%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
+-commutativeN/A
metadata-evalN/A
associate-+l+N/A
mul-1-negN/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
unpow2N/A
distribute-rgt-neg-inN/A
neg-sub0N/A
associate-+l-N/A
neg-sub0N/A
mul-1-negN/A
+-commutativeN/A
lower-*.f32N/A
sub-negN/A
metadata-evalN/A
lower-+.f32N/A
mul-1-negN/A
unsub-negN/A
lower--.f32N/A
Applied rewrites99.3%
lift-+.f32N/A
lift--.f32N/A
lift-*.f32N/A
lift-fma.f32N/A
lift-fma.f32N/A
associate-+r+N/A
distribute-rgt-inN/A
lower-fma.f32N/A
lower-fma.f32N/A
lower-*.f32N/A
lower-*.f3299.5
Applied rewrites99.5%
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.f3299.5
Applied rewrites99.5%
Final simplification96.7%
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (cos (* (* uy 2.0) PI))))
(if (<= t_0 0.9996200203895569)
(* t_0 (sqrt (* ux (- 2.0 ux))))
(*
(sqrt
(fma
(fma ux (* (+ maxCos -1.0) (- 1.0 maxCos)) (* maxCos -2.0))
ux
(* 2.0 ux)))
(fma (* -2.0 (* uy uy)) (* PI PI) 1.0)))))
float code(float ux, float uy, float maxCos) {
float t_0 = cosf(((uy * 2.0f) * ((float) M_PI)));
float tmp;
if (t_0 <= 0.9996200203895569f) {
tmp = t_0 * sqrtf((ux * (2.0f - ux)));
} else {
tmp = sqrtf(fmaf(fmaf(ux, ((maxCos + -1.0f) * (1.0f - maxCos)), (maxCos * -2.0f)), ux, (2.0f * ux))) * fmaf((-2.0f * (uy * uy)), (((float) M_PI) * ((float) M_PI)), 1.0f);
}
return tmp;
}
function code(ux, uy, maxCos) t_0 = cos(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) tmp = Float32(0.0) if (t_0 <= Float32(0.9996200203895569)) tmp = Float32(t_0 * sqrt(Float32(ux * Float32(Float32(2.0) - ux)))); else tmp = Float32(sqrt(fma(fma(ux, Float32(Float32(maxCos + Float32(-1.0)) * Float32(Float32(1.0) - maxCos)), Float32(maxCos * Float32(-2.0))), ux, Float32(Float32(2.0) * ux))) * fma(Float32(Float32(-2.0) * Float32(uy * uy)), Float32(Float32(pi) * Float32(pi)), Float32(1.0))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \cos \left(\left(uy \cdot 2\right) \cdot \pi\right)\\
\mathbf{if}\;t\_0 \leq 0.9996200203895569:\\
\;\;\;\;t\_0 \cdot \sqrt{ux \cdot \left(2 - ux\right)}\\
\mathbf{else}:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(\mathsf{fma}\left(ux, \left(maxCos + -1\right) \cdot \left(1 - maxCos\right), maxCos \cdot -2\right), ux, 2 \cdot ux\right)} \cdot \mathsf{fma}\left(-2 \cdot \left(uy \cdot uy\right), \pi \cdot \pi, 1\right)\\
\end{array}
\end{array}
if (cos.f32 (*.f32 (*.f32 uy #s(literal 2 binary32)) (PI.f32))) < 0.99962002Initial program 65.1%
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--.f3259.9
Applied rewrites59.9%
Taylor expanded in ux around 0
lower-*.f32N/A
mul-1-negN/A
unsub-negN/A
lower--.f3288.4
Applied rewrites88.4%
if 0.99962002 < (cos.f32 (*.f32 (*.f32 uy #s(literal 2 binary32)) (PI.f32))) Initial program 59.2%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
+-commutativeN/A
metadata-evalN/A
associate-+l+N/A
mul-1-negN/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
unpow2N/A
distribute-rgt-neg-inN/A
neg-sub0N/A
associate-+l-N/A
neg-sub0N/A
mul-1-negN/A
+-commutativeN/A
lower-*.f32N/A
sub-negN/A
metadata-evalN/A
lower-+.f32N/A
mul-1-negN/A
unsub-negN/A
lower--.f32N/A
Applied rewrites99.3%
lift-+.f32N/A
lift--.f32N/A
lift-*.f32N/A
lift-fma.f32N/A
lift-fma.f32N/A
associate-+r+N/A
distribute-rgt-inN/A
lower-fma.f32N/A
lower-fma.f32N/A
lower-*.f32N/A
lower-*.f3299.5
Applied rewrites99.5%
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.f3299.5
Applied rewrites99.5%
Final simplification96.7%
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (sqrt (* ux (- 2.0 ux)))))
(if (<= (cos (* (* uy 2.0) PI)) 0.9999995231628418)
(fma -2.0 (* t_0 (* (* uy uy) (* PI PI))) t_0)
(sqrt
(fma
(fma ux (* (+ maxCos -1.0) (- 1.0 maxCos)) (* maxCos -2.0))
ux
(* 2.0 ux))))))
float code(float ux, float uy, float maxCos) {
float t_0 = sqrtf((ux * (2.0f - ux)));
float tmp;
if (cosf(((uy * 2.0f) * ((float) M_PI))) <= 0.9999995231628418f) {
tmp = fmaf(-2.0f, (t_0 * ((uy * uy) * (((float) M_PI) * ((float) M_PI)))), t_0);
} else {
tmp = sqrtf(fmaf(fmaf(ux, ((maxCos + -1.0f) * (1.0f - maxCos)), (maxCos * -2.0f)), ux, (2.0f * ux)));
}
return tmp;
}
function code(ux, uy, maxCos) t_0 = sqrt(Float32(ux * Float32(Float32(2.0) - ux))) tmp = Float32(0.0) if (cos(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) <= Float32(0.9999995231628418)) tmp = fma(Float32(-2.0), Float32(t_0 * Float32(Float32(uy * uy) * Float32(Float32(pi) * Float32(pi)))), t_0); else tmp = sqrt(fma(fma(ux, Float32(Float32(maxCos + Float32(-1.0)) * Float32(Float32(1.0) - maxCos)), Float32(maxCos * Float32(-2.0))), ux, Float32(Float32(2.0) * ux))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{ux \cdot \left(2 - ux\right)}\\
\mathbf{if}\;\cos \left(\left(uy \cdot 2\right) \cdot \pi\right) \leq 0.9999995231628418:\\
\;\;\;\;\mathsf{fma}\left(-2, t\_0 \cdot \left(\left(uy \cdot uy\right) \cdot \left(\pi \cdot \pi\right)\right), t\_0\right)\\
\mathbf{else}:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(\mathsf{fma}\left(ux, \left(maxCos + -1\right) \cdot \left(1 - maxCos\right), maxCos \cdot -2\right), ux, 2 \cdot ux\right)}\\
\end{array}
\end{array}
if (cos.f32 (*.f32 (*.f32 uy #s(literal 2 binary32)) (PI.f32))) < 0.999999523Initial program 60.9%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
+-commutativeN/A
metadata-evalN/A
associate-+l+N/A
mul-1-negN/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
unpow2N/A
distribute-rgt-neg-inN/A
neg-sub0N/A
associate-+l-N/A
neg-sub0N/A
mul-1-negN/A
+-commutativeN/A
lower-*.f32N/A
sub-negN/A
metadata-evalN/A
lower-+.f32N/A
mul-1-negN/A
unsub-negN/A
lower--.f32N/A
Applied rewrites98.2%
Taylor expanded in uy around 0
Applied rewrites69.6%
Taylor expanded in maxCos around 0
+-commutativeN/A
lower-fma.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-PI.f32N/A
lower-sqrt.f32N/A
lower-*.f32N/A
mul-1-negN/A
unsub-negN/A
lower--.f32N/A
lower-sqrt.f32N/A
Applied rewrites67.7%
if 0.999999523 < (cos.f32 (*.f32 (*.f32 uy #s(literal 2 binary32)) (PI.f32))) Initial program 60.5%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
+-commutativeN/A
metadata-evalN/A
associate-+l+N/A
mul-1-negN/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
unpow2N/A
distribute-rgt-neg-inN/A
neg-sub0N/A
associate-+l-N/A
neg-sub0N/A
mul-1-negN/A
+-commutativeN/A
lower-*.f32N/A
sub-negN/A
metadata-evalN/A
lower-+.f32N/A
mul-1-negN/A
unsub-negN/A
lower--.f32N/A
Applied rewrites99.4%
lift-+.f32N/A
lift--.f32N/A
lift-*.f32N/A
lift-fma.f32N/A
lift-fma.f32N/A
associate-+r+N/A
distribute-rgt-inN/A
lower-fma.f32N/A
lower-fma.f32N/A
lower-*.f32N/A
lower-*.f3299.6
Applied rewrites99.6%
Taylor expanded in uy around 0
Applied rewrites99.1%
Final simplification86.3%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* (* uy 2.0) PI)) (sqrt (* ux (fma ux (* (+ maxCos -1.0) (- 1.0 maxCos)) (fma maxCos -2.0 2.0))))))
float code(float ux, float uy, float maxCos) {
return cosf(((uy * 2.0f) * ((float) M_PI))) * sqrtf((ux * fmaf(ux, ((maxCos + -1.0f) * (1.0f - maxCos)), fmaf(maxCos, -2.0f, 2.0f))));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(Float32(ux * fma(ux, Float32(Float32(maxCos + Float32(-1.0)) * Float32(Float32(1.0) - maxCos)), fma(maxCos, Float32(-2.0), Float32(2.0)))))) end
\begin{array}{l}
\\
\cos \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{ux \cdot \mathsf{fma}\left(ux, \left(maxCos + -1\right) \cdot \left(1 - maxCos\right), \mathsf{fma}\left(maxCos, -2, 2\right)\right)}
\end{array}
Initial program 60.7%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
+-commutativeN/A
metadata-evalN/A
associate-+l+N/A
mul-1-negN/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
unpow2N/A
distribute-rgt-neg-inN/A
neg-sub0N/A
associate-+l-N/A
neg-sub0N/A
mul-1-negN/A
+-commutativeN/A
lower-*.f32N/A
sub-negN/A
metadata-evalN/A
lower-+.f32N/A
mul-1-negN/A
unsub-negN/A
lower--.f32N/A
Applied rewrites98.9%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* (* uy 2.0) PI)) (sqrt (fma ux (- 2.0 ux) (* maxCos (* ux (fma ux 2.0 -2.0)))))))
float code(float ux, float uy, float maxCos) {
return cosf(((uy * 2.0f) * ((float) M_PI))) * sqrtf(fmaf(ux, (2.0f - ux), (maxCos * (ux * fmaf(ux, 2.0f, -2.0f)))));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(fma(ux, Float32(Float32(2.0) - ux), Float32(maxCos * Float32(ux * fma(ux, Float32(2.0), Float32(-2.0))))))) end
\begin{array}{l}
\\
\cos \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{\mathsf{fma}\left(ux, 2 - ux, maxCos \cdot \left(ux \cdot \mathsf{fma}\left(ux, 2, -2\right)\right)\right)}
\end{array}
Initial program 60.7%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
+-commutativeN/A
metadata-evalN/A
associate-+l+N/A
mul-1-negN/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
unpow2N/A
distribute-rgt-neg-inN/A
neg-sub0N/A
associate-+l-N/A
neg-sub0N/A
mul-1-negN/A
+-commutativeN/A
lower-*.f32N/A
sub-negN/A
metadata-evalN/A
lower-+.f32N/A
mul-1-negN/A
unsub-negN/A
lower--.f32N/A
Applied rewrites98.9%
Taylor expanded in maxCos around 0
+-commutativeN/A
lower-fma.f32N/A
mul-1-negN/A
unsub-negN/A
lower--.f32N/A
lower-*.f32N/A
lower-*.f32N/A
sub-negN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f3298.2
Applied rewrites98.2%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (* uy 2.0) 0.06199999898672104)
(*
(sqrt
(fma
(fma ux (* (+ maxCos -1.0) (- 1.0 maxCos)) (* maxCos -2.0))
ux
(* 2.0 ux)))
(fma (* -2.0 (* uy uy)) (* PI PI) 1.0))
(* (cos (* (* uy 2.0) PI)) (sqrt (* 2.0 ux)))))
float code(float ux, float uy, float maxCos) {
float tmp;
if ((uy * 2.0f) <= 0.06199999898672104f) {
tmp = sqrtf(fmaf(fmaf(ux, ((maxCos + -1.0f) * (1.0f - maxCos)), (maxCos * -2.0f)), ux, (2.0f * ux))) * fmaf((-2.0f * (uy * uy)), (((float) M_PI) * ((float) M_PI)), 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 (Float32(uy * Float32(2.0)) <= Float32(0.06199999898672104)) tmp = Float32(sqrt(fma(fma(ux, Float32(Float32(maxCos + Float32(-1.0)) * Float32(Float32(1.0) - maxCos)), Float32(maxCos * Float32(-2.0))), ux, Float32(Float32(2.0) * ux))) * fma(Float32(Float32(-2.0) * Float32(uy * uy)), Float32(Float32(pi) * Float32(pi)), Float32(1.0))); else tmp = Float32(cos(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(Float32(Float32(2.0) * ux))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \cdot 2 \leq 0.06199999898672104:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(\mathsf{fma}\left(ux, \left(maxCos + -1\right) \cdot \left(1 - maxCos\right), maxCos \cdot -2\right), ux, 2 \cdot ux\right)} \cdot \mathsf{fma}\left(-2 \cdot \left(uy \cdot uy\right), \pi \cdot \pi, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\cos \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{2 \cdot ux}\\
\end{array}
\end{array}
if (*.f32 uy #s(literal 2 binary32)) < 0.061999999Initial program 60.4%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
+-commutativeN/A
metadata-evalN/A
associate-+l+N/A
mul-1-negN/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
unpow2N/A
distribute-rgt-neg-inN/A
neg-sub0N/A
associate-+l-N/A
neg-sub0N/A
mul-1-negN/A
+-commutativeN/A
lower-*.f32N/A
sub-negN/A
metadata-evalN/A
lower-+.f32N/A
mul-1-negN/A
unsub-negN/A
lower--.f32N/A
Applied rewrites99.3%
lift-+.f32N/A
lift--.f32N/A
lift-*.f32N/A
lift-fma.f32N/A
lift-fma.f32N/A
associate-+r+N/A
distribute-rgt-inN/A
lower-fma.f32N/A
lower-fma.f32N/A
lower-*.f32N/A
lower-*.f3299.4
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.f3297.9
Applied rewrites97.9%
if 0.061999999 < (*.f32 uy #s(literal 2 binary32)) Initial program 62.1%
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--.f3258.2
Applied rewrites58.2%
Taylor expanded in ux around 0
*-commutativeN/A
lower-*.f3271.1
Applied rewrites71.1%
Final simplification93.5%
(FPCore (ux uy maxCos)
:precision binary32
(*
(sqrt
(fma
(fma ux (* (+ maxCos -1.0) (- 1.0 maxCos)) (* maxCos -2.0))
ux
(* 2.0 ux)))
(fma (* -2.0 (* uy uy)) (* PI PI) 1.0)))
float code(float ux, float uy, float maxCos) {
return sqrtf(fmaf(fmaf(ux, ((maxCos + -1.0f) * (1.0f - maxCos)), (maxCos * -2.0f)), ux, (2.0f * ux))) * fmaf((-2.0f * (uy * uy)), (((float) M_PI) * ((float) M_PI)), 1.0f);
}
function code(ux, uy, maxCos) return Float32(sqrt(fma(fma(ux, Float32(Float32(maxCos + Float32(-1.0)) * Float32(Float32(1.0) - maxCos)), Float32(maxCos * Float32(-2.0))), ux, Float32(Float32(2.0) * ux))) * fma(Float32(Float32(-2.0) * Float32(uy * uy)), Float32(Float32(pi) * Float32(pi)), Float32(1.0))) end
\begin{array}{l}
\\
\sqrt{\mathsf{fma}\left(\mathsf{fma}\left(ux, \left(maxCos + -1\right) \cdot \left(1 - maxCos\right), maxCos \cdot -2\right), ux, 2 \cdot ux\right)} \cdot \mathsf{fma}\left(-2 \cdot \left(uy \cdot uy\right), \pi \cdot \pi, 1\right)
\end{array}
Initial program 60.7%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
+-commutativeN/A
metadata-evalN/A
associate-+l+N/A
mul-1-negN/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
unpow2N/A
distribute-rgt-neg-inN/A
neg-sub0N/A
associate-+l-N/A
neg-sub0N/A
mul-1-negN/A
+-commutativeN/A
lower-*.f32N/A
sub-negN/A
metadata-evalN/A
lower-+.f32N/A
mul-1-negN/A
unsub-negN/A
lower--.f32N/A
Applied rewrites98.9%
lift-+.f32N/A
lift--.f32N/A
lift-*.f32N/A
lift-fma.f32N/A
lift-fma.f32N/A
associate-+r+N/A
distribute-rgt-inN/A
lower-fma.f32N/A
lower-fma.f32N/A
lower-*.f32N/A
lower-*.f3299.0
Applied rewrites99.0%
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.f3287.4
Applied rewrites87.4%
Final simplification87.4%
(FPCore (ux uy maxCos) :precision binary32 (* (sqrt (* ux (fma ux (* (+ maxCos -1.0) (- 1.0 maxCos)) (fma maxCos -2.0 2.0)))) (fma (* -2.0 (* uy uy)) (* PI PI) 1.0)))
float code(float ux, float uy, float maxCos) {
return sqrtf((ux * fmaf(ux, ((maxCos + -1.0f) * (1.0f - maxCos)), fmaf(maxCos, -2.0f, 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(ux, Float32(Float32(maxCos + Float32(-1.0)) * Float32(Float32(1.0) - maxCos)), fma(maxCos, Float32(-2.0), 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(ux, \left(maxCos + -1\right) \cdot \left(1 - maxCos\right), \mathsf{fma}\left(maxCos, -2, 2\right)\right)} \cdot \mathsf{fma}\left(-2 \cdot \left(uy \cdot uy\right), \pi \cdot \pi, 1\right)
\end{array}
Initial program 60.7%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
+-commutativeN/A
metadata-evalN/A
associate-+l+N/A
mul-1-negN/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
unpow2N/A
distribute-rgt-neg-inN/A
neg-sub0N/A
associate-+l-N/A
neg-sub0N/A
mul-1-negN/A
+-commutativeN/A
lower-*.f32N/A
sub-negN/A
metadata-evalN/A
lower-+.f32N/A
mul-1-negN/A
unsub-negN/A
lower--.f32N/A
Applied rewrites98.9%
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.f3287.3
Applied rewrites87.3%
Final simplification87.3%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (* uy 2.0) 0.0012000000569969416)
(sqrt
(fma
(fma ux (* (+ maxCos -1.0) (- 1.0 maxCos)) (* maxCos -2.0))
ux
(* 2.0 ux)))
(* (fma (* -2.0 (* uy uy)) (* PI PI) 1.0) (sqrt (* 2.0 ux)))))
float code(float ux, float uy, float maxCos) {
float tmp;
if ((uy * 2.0f) <= 0.0012000000569969416f) {
tmp = sqrtf(fmaf(fmaf(ux, ((maxCos + -1.0f) * (1.0f - maxCos)), (maxCos * -2.0f)), ux, (2.0f * ux)));
} else {
tmp = fmaf((-2.0f * (uy * uy)), (((float) M_PI) * ((float) M_PI)), 1.0f) * sqrtf((2.0f * ux));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (Float32(uy * Float32(2.0)) <= Float32(0.0012000000569969416)) tmp = sqrt(fma(fma(ux, Float32(Float32(maxCos + Float32(-1.0)) * Float32(Float32(1.0) - maxCos)), Float32(maxCos * Float32(-2.0))), ux, Float32(Float32(2.0) * ux))); else tmp = Float32(fma(Float32(Float32(-2.0) * Float32(uy * uy)), Float32(Float32(pi) * Float32(pi)), Float32(1.0)) * sqrt(Float32(Float32(2.0) * ux))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \cdot 2 \leq 0.0012000000569969416:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(\mathsf{fma}\left(ux, \left(maxCos + -1\right) \cdot \left(1 - maxCos\right), maxCos \cdot -2\right), ux, 2 \cdot ux\right)}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(-2 \cdot \left(uy \cdot uy\right), \pi \cdot \pi, 1\right) \cdot \sqrt{2 \cdot ux}\\
\end{array}
\end{array}
if (*.f32 uy #s(literal 2 binary32)) < 0.00120000006Initial program 60.6%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
+-commutativeN/A
metadata-evalN/A
associate-+l+N/A
mul-1-negN/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
unpow2N/A
distribute-rgt-neg-inN/A
neg-sub0N/A
associate-+l-N/A
neg-sub0N/A
mul-1-negN/A
+-commutativeN/A
lower-*.f32N/A
sub-negN/A
metadata-evalN/A
lower-+.f32N/A
mul-1-negN/A
unsub-negN/A
lower--.f32N/A
Applied rewrites99.3%
lift-+.f32N/A
lift--.f32N/A
lift-*.f32N/A
lift-fma.f32N/A
lift-fma.f32N/A
associate-+r+N/A
distribute-rgt-inN/A
lower-fma.f32N/A
lower-fma.f32N/A
lower-*.f32N/A
lower-*.f3299.5
Applied rewrites99.5%
Taylor expanded in uy around 0
Applied rewrites98.0%
if 0.00120000006 < (*.f32 uy #s(literal 2 binary32)) Initial program 60.8%
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
*-commutativeN/A
lower-*.f3271.9
Applied rewrites71.9%
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.f3253.3
Applied rewrites53.3%
Final simplification82.4%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (* uy 2.0) 0.0012000000569969416)
(sqrt
(fma
(fma ux maxCos (- 1.0 ux))
(fma maxCos (- ux) ux)
(fma ux (- maxCos) ux)))
(* (fma (* -2.0 (* uy uy)) (* PI PI) 1.0) (sqrt (* 2.0 ux)))))
float code(float ux, float uy, float maxCos) {
float tmp;
if ((uy * 2.0f) <= 0.0012000000569969416f) {
tmp = sqrtf(fmaf(fmaf(ux, maxCos, (1.0f - ux)), fmaf(maxCos, -ux, ux), fmaf(ux, -maxCos, ux)));
} else {
tmp = fmaf((-2.0f * (uy * uy)), (((float) M_PI) * ((float) M_PI)), 1.0f) * sqrtf((2.0f * ux));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (Float32(uy * Float32(2.0)) <= Float32(0.0012000000569969416)) tmp = sqrt(fma(fma(ux, maxCos, Float32(Float32(1.0) - ux)), fma(maxCos, Float32(-ux), ux), fma(ux, Float32(-maxCos), ux))); else tmp = Float32(fma(Float32(Float32(-2.0) * Float32(uy * uy)), Float32(Float32(pi) * Float32(pi)), Float32(1.0)) * sqrt(Float32(Float32(2.0) * ux))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \cdot 2 \leq 0.0012000000569969416:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(\mathsf{fma}\left(ux, maxCos, 1 - ux\right), \mathsf{fma}\left(maxCos, -ux, ux\right), \mathsf{fma}\left(ux, -maxCos, ux\right)\right)}\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(-2 \cdot \left(uy \cdot uy\right), \pi \cdot \pi, 1\right) \cdot \sqrt{2 \cdot ux}\\
\end{array}
\end{array}
if (*.f32 uy #s(literal 2 binary32)) < 0.00120000006Initial program 60.6%
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 rewrites60.6%
lift--.f32N/A
lift-fma.f32N/A
lift-neg.f32N/A
lift-+.f32N/A
lift-fma.f32N/A
lift-fma.f32N/A
distribute-lft-inN/A
associate-+l+N/A
*-commutativeN/A
neg-mul-1N/A
lift-neg.f32N/A
lower-fma.f32N/A
Applied rewrites66.8%
Taylor expanded in ux around 0
*-commutativeN/A
+-commutativeN/A
distribute-lft1-inN/A
associate-*r*N/A
mul-1-negN/A
*-commutativeN/A
distribute-rgt-neg-inN/A
mul-1-negN/A
lower-fma.f32N/A
mul-1-negN/A
lower-neg.f3297.9
Applied rewrites97.9%
if 0.00120000006 < (*.f32 uy #s(literal 2 binary32)) Initial program 60.8%
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
*-commutativeN/A
lower-*.f3271.9
Applied rewrites71.9%
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.f3253.3
Applied rewrites53.3%
Final simplification82.4%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (fma (fma ux maxCos (- 1.0 ux)) (fma maxCos (- ux) ux) (fma ux (- maxCos) ux))))
float code(float ux, float uy, float maxCos) {
return sqrtf(fmaf(fmaf(ux, maxCos, (1.0f - ux)), fmaf(maxCos, -ux, ux), fmaf(ux, -maxCos, ux)));
}
function code(ux, uy, maxCos) return sqrt(fma(fma(ux, maxCos, Float32(Float32(1.0) - ux)), fma(maxCos, Float32(-ux), ux), fma(ux, Float32(-maxCos), ux))) end
\begin{array}{l}
\\
\sqrt{\mathsf{fma}\left(\mathsf{fma}\left(ux, maxCos, 1 - ux\right), \mathsf{fma}\left(maxCos, -ux, ux\right), \mathsf{fma}\left(ux, -maxCos, ux\right)\right)}
\end{array}
Initial program 60.7%
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 rewrites50.8%
lift--.f32N/A
lift-fma.f32N/A
lift-neg.f32N/A
lift-+.f32N/A
lift-fma.f32N/A
lift-fma.f32N/A
distribute-lft-inN/A
associate-+l+N/A
*-commutativeN/A
neg-mul-1N/A
lift-neg.f32N/A
lower-fma.f32N/A
Applied rewrites56.0%
Taylor expanded in ux around 0
*-commutativeN/A
+-commutativeN/A
distribute-lft1-inN/A
associate-*r*N/A
mul-1-negN/A
*-commutativeN/A
distribute-rgt-neg-inN/A
mul-1-negN/A
lower-fma.f32N/A
mul-1-negN/A
lower-neg.f3278.6
Applied rewrites78.6%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (* ux (fma ux (* (+ maxCos -1.0) (- 1.0 maxCos)) (fma -2.0 maxCos 2.0)))))
float code(float ux, float uy, float maxCos) {
return sqrtf((ux * fmaf(ux, ((maxCos + -1.0f) * (1.0f - maxCos)), fmaf(-2.0f, maxCos, 2.0f))));
}
function code(ux, uy, maxCos) return sqrt(Float32(ux * fma(ux, Float32(Float32(maxCos + Float32(-1.0)) * Float32(Float32(1.0) - maxCos)), fma(Float32(-2.0), maxCos, Float32(2.0))))) end
\begin{array}{l}
\\
\sqrt{ux \cdot \mathsf{fma}\left(ux, \left(maxCos + -1\right) \cdot \left(1 - maxCos\right), \mathsf{fma}\left(-2, maxCos, 2\right)\right)}
\end{array}
Initial program 60.7%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
+-commutativeN/A
metadata-evalN/A
associate-+l+N/A
mul-1-negN/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
unpow2N/A
distribute-rgt-neg-inN/A
neg-sub0N/A
associate-+l-N/A
neg-sub0N/A
mul-1-negN/A
+-commutativeN/A
lower-*.f32N/A
sub-negN/A
metadata-evalN/A
lower-+.f32N/A
mul-1-negN/A
unsub-negN/A
lower--.f32N/A
Applied rewrites98.9%
Taylor expanded in uy around 0
lower-sqrt.f32N/A
associate-+r+N/A
+-commutativeN/A
metadata-evalN/A
distribute-lft-inN/A
metadata-evalN/A
sub-negN/A
sub-negN/A
+-commutativeN/A
metadata-evalN/A
distribute-neg-inN/A
metadata-evalN/A
sub-negN/A
distribute-lft-neg-inN/A
unpow2N/A
distribute-rgt-neg-inN/A
mul-1-negN/A
Applied rewrites78.5%
Final simplification78.5%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (fma ux (- 1.0 ux) ux)))
float code(float ux, float uy, float maxCos) {
return sqrtf(fmaf(ux, (1.0f - ux), ux));
}
function code(ux, uy, maxCos) return sqrt(fma(ux, Float32(Float32(1.0) - ux), ux)) end
\begin{array}{l}
\\
\sqrt{\mathsf{fma}\left(ux, 1 - ux, ux\right)}
\end{array}
Initial program 60.7%
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 rewrites50.8%
lift--.f32N/A
lift-fma.f32N/A
lift-neg.f32N/A
lift-+.f32N/A
lift-fma.f32N/A
lift-fma.f32N/A
distribute-lft-inN/A
associate-+l+N/A
*-commutativeN/A
neg-mul-1N/A
lift-neg.f32N/A
lower-fma.f32N/A
Applied rewrites56.0%
Taylor expanded in maxCos around 0
+-commutativeN/A
lower-fma.f32N/A
lower--.f3274.5
Applied rewrites74.5%
(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 60.7%
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--.f3257.6
Applied rewrites57.6%
Taylor expanded in ux around 0
*-commutativeN/A
lower-*.f3272.2
Applied rewrites72.2%
Taylor expanded in uy around 0
Applied rewrites60.6%
lift-*.f32N/A
lift-sqrt.f32N/A
*-lft-identity60.6
lift-*.f32N/A
*-commutativeN/A
lower-*.f3260.6
Applied rewrites60.6%
herbie shell --seed 2024220
(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)))))))