
(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 17 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 57.6%
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 rewrites99.1%
Applied rewrites99.2%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (* uy 2.0) 0.012799999676644802)
(*
(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 (* maxCos (/ (* ux (- 2.0 ux)) maxCos))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if ((uy * 2.0f) <= 0.012799999676644802f) {
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((maxCos * ((ux * (2.0f - ux)) / maxCos)));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (Float32(uy * Float32(2.0)) <= Float32(0.012799999676644802)) 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(maxCos * Float32(Float32(ux * Float32(Float32(2.0) - ux)) / maxCos)))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \cdot 2 \leq 0.012799999676644802:\\
\;\;\;\;\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{maxCos \cdot \frac{ux \cdot \left(2 - ux\right)}{maxCos}}\\
\end{array}
\end{array}
if (*.f32 uy #s(literal 2 binary32)) < 0.0127999997Initial program 58.1%
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%
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.f3299.4
Applied rewrites99.4%
if 0.0127999997 < (*.f32 uy #s(literal 2 binary32)) Initial program 55.9%
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 rewrites97.9%
Taylor expanded in maxCos around -inf
Applied rewrites53.4%
Applied rewrites58.5%
Taylor expanded in maxCos around 0
Applied rewrites93.6%
Final simplification98.2%
(FPCore (ux uy maxCos)
:precision binary32
(*
(cos (* (* uy 2.0) PI))
(sqrt
(*
ux
(+ 2.0 (fma ux (* (+ maxCos -1.0) (- 1.0 maxCos)) (* maxCos -2.0)))))))
float code(float ux, float uy, float maxCos) {
return cosf(((uy * 2.0f) * ((float) M_PI))) * sqrtf((ux * (2.0f + fmaf(ux, ((maxCos + -1.0f) * (1.0f - maxCos)), (maxCos * -2.0f)))));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(Float32(ux * Float32(Float32(2.0) + fma(ux, Float32(Float32(maxCos + Float32(-1.0)) * Float32(Float32(1.0) - maxCos)), Float32(maxCos * Float32(-2.0))))))) end
\begin{array}{l}
\\
\cos \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{ux \cdot \left(2 + \mathsf{fma}\left(ux, \left(maxCos + -1\right) \cdot \left(1 - maxCos\right), maxCos \cdot -2\right)\right)}
\end{array}
Initial program 57.6%
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 rewrites99.1%
Taylor expanded in ux around 0
Applied rewrites99.1%
(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 57.6%
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 rewrites99.1%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* (* uy 2.0) PI)) (sqrt (fma maxCos (* ux (fma ux 2.0 -2.0)) (* ux (- 2.0 ux))))))
float code(float ux, float uy, float maxCos) {
return cosf(((uy * 2.0f) * ((float) M_PI))) * sqrtf(fmaf(maxCos, (ux * fmaf(ux, 2.0f, -2.0f)), (ux * (2.0f - ux))));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * 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(\left(uy \cdot 2\right) \cdot \pi\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 57.6%
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 rewrites99.1%
Taylor expanded in maxCos around 0
Applied rewrites98.4%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (* uy 2.0) 0.012799999676644802)
(*
(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 (* ux (- 2.0 ux))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if ((uy * 2.0f) <= 0.012799999676644802f) {
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((ux * (2.0f - ux)));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (Float32(uy * Float32(2.0)) <= Float32(0.012799999676644802)) 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(ux * Float32(Float32(2.0) - ux)))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \cdot 2 \leq 0.012799999676644802:\\
\;\;\;\;\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{ux \cdot \left(2 - ux\right)}\\
\end{array}
\end{array}
if (*.f32 uy #s(literal 2 binary32)) < 0.0127999997Initial program 58.1%
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%
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.f3299.4
Applied rewrites99.4%
if 0.0127999997 < (*.f32 uy #s(literal 2 binary32)) Initial program 55.9%
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 rewrites97.9%
Taylor expanded in maxCos around 0
Applied rewrites93.5%
Final simplification98.1%
(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 57.6%
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 rewrites99.1%
Applied rewrites99.2%
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.f3290.8
Applied rewrites90.8%
Final simplification90.8%
(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 57.6%
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 rewrites99.1%
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.f3290.7
Applied rewrites90.7%
Final simplification90.7%
(FPCore (ux uy maxCos) :precision binary32 (if (<= (+ (- 1.0 ux) (* ux maxCos)) 0.9998959898948669) (sqrt (fma (fma ux (- 1.0 maxCos) -1.0) (fma ux maxCos (- 1.0 ux)) 1.0)) (sqrt (+ ux (* ux (- 1.0 (+ maxCos maxCos)))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (((1.0f - ux) + (ux * maxCos)) <= 0.9998959898948669f) {
tmp = sqrtf(fmaf(fmaf(ux, (1.0f - maxCos), -1.0f), fmaf(ux, maxCos, (1.0f - ux)), 1.0f));
} else {
tmp = sqrtf((ux + (ux * (1.0f - (maxCos + maxCos)))));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (Float32(Float32(Float32(1.0) - ux) + Float32(ux * maxCos)) <= Float32(0.9998959898948669)) tmp = sqrt(fma(fma(ux, Float32(Float32(1.0) - maxCos), Float32(-1.0)), fma(ux, maxCos, Float32(Float32(1.0) - ux)), Float32(1.0))); else tmp = sqrt(Float32(ux + Float32(ux * Float32(Float32(1.0) - Float32(maxCos + maxCos))))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\left(1 - ux\right) + ux \cdot maxCos \leq 0.9998959898948669:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(\mathsf{fma}\left(ux, 1 - maxCos, -1\right), \mathsf{fma}\left(ux, maxCos, 1 - ux\right), 1\right)}\\
\mathbf{else}:\\
\;\;\;\;\sqrt{ux + ux \cdot \left(1 - \left(maxCos + maxCos\right)\right)}\\
\end{array}
\end{array}
if (+.f32 (-.f32 #s(literal 1 binary32) ux) (*.f32 ux maxCos)) < 0.99989599Initial program 88.8%
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 rewrites78.4%
Applied rewrites78.4%
if 0.99989599 < (+.f32 (-.f32 #s(literal 1 binary32) ux) (*.f32 ux maxCos)) Initial program 34.9%
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 rewrites31.6%
Applied rewrites31.6%
Taylor expanded in ux around 0
Applied rewrites76.3%
Applied rewrites76.3%
Final simplification77.2%
(FPCore (ux uy maxCos) :precision binary32 (if (<= (+ (- 1.0 ux) (* ux maxCos)) 0.9997649788856506) (sqrt (fma (- 1.0 ux) (fma (- ux) (+ maxCos -1.0) -1.0) 1.0)) (sqrt (+ ux (* ux (- 1.0 (+ maxCos maxCos)))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (((1.0f - ux) + (ux * maxCos)) <= 0.9997649788856506f) {
tmp = sqrtf(fmaf((1.0f - ux), fmaf(-ux, (maxCos + -1.0f), -1.0f), 1.0f));
} else {
tmp = sqrtf((ux + (ux * (1.0f - (maxCos + maxCos)))));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (Float32(Float32(Float32(1.0) - ux) + Float32(ux * maxCos)) <= Float32(0.9997649788856506)) tmp = sqrt(fma(Float32(Float32(1.0) - ux), fma(Float32(-ux), Float32(maxCos + Float32(-1.0)), Float32(-1.0)), Float32(1.0))); else tmp = sqrt(Float32(ux + Float32(ux * Float32(Float32(1.0) - Float32(maxCos + maxCos))))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\left(1 - ux\right) + ux \cdot maxCos \leq 0.9997649788856506:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(1 - ux, \mathsf{fma}\left(-ux, maxCos + -1, -1\right), 1\right)}\\
\mathbf{else}:\\
\;\;\;\;\sqrt{ux + ux \cdot \left(1 - \left(maxCos + maxCos\right)\right)}\\
\end{array}
\end{array}
if (+.f32 (-.f32 #s(literal 1 binary32) ux) (*.f32 ux maxCos)) < 0.999764979Initial program 90.4%
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 rewrites80.4%
Taylor expanded in maxCos around 0
Applied rewrites76.1%
if 0.999764979 < (+.f32 (-.f32 #s(literal 1 binary32) ux) (*.f32 ux maxCos)) Initial program 37.3%
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 rewrites33.4%
Applied rewrites33.3%
Taylor expanded in ux around 0
Applied rewrites75.0%
Applied rewrites75.0%
Final simplification75.4%
(FPCore (ux uy maxCos) :precision binary32 (if (<= (+ (- 1.0 ux) (* ux maxCos)) 0.9997649788856506) (sqrt (fma (fma ux maxCos (- 1.0 ux)) (+ ux -1.0) 1.0)) (sqrt (+ ux (* ux (- 1.0 (+ maxCos maxCos)))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (((1.0f - ux) + (ux * maxCos)) <= 0.9997649788856506f) {
tmp = sqrtf(fmaf(fmaf(ux, maxCos, (1.0f - ux)), (ux + -1.0f), 1.0f));
} else {
tmp = sqrtf((ux + (ux * (1.0f - (maxCos + maxCos)))));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (Float32(Float32(Float32(1.0) - ux) + Float32(ux * maxCos)) <= Float32(0.9997649788856506)) tmp = sqrt(fma(fma(ux, maxCos, Float32(Float32(1.0) - ux)), Float32(ux + Float32(-1.0)), Float32(1.0))); else tmp = sqrt(Float32(ux + Float32(ux * Float32(Float32(1.0) - Float32(maxCos + maxCos))))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\left(1 - ux\right) + ux \cdot maxCos \leq 0.9997649788856506:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(\mathsf{fma}\left(ux, maxCos, 1 - ux\right), ux + -1, 1\right)}\\
\mathbf{else}:\\
\;\;\;\;\sqrt{ux + ux \cdot \left(1 - \left(maxCos + maxCos\right)\right)}\\
\end{array}
\end{array}
if (+.f32 (-.f32 #s(literal 1 binary32) ux) (*.f32 ux maxCos)) < 0.999764979Initial program 90.4%
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 rewrites80.4%
Taylor expanded in maxCos around 0
Applied rewrites76.1%
if 0.999764979 < (+.f32 (-.f32 #s(literal 1 binary32) ux) (*.f32 ux maxCos)) Initial program 37.3%
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 rewrites33.4%
Applied rewrites33.3%
Taylor expanded in ux around 0
Applied rewrites75.0%
Applied rewrites75.0%
Final simplification75.4%
(FPCore (ux uy maxCos) :precision binary32 (if (<= (+ (- 1.0 ux) (* ux maxCos)) 0.9997649788856506) (sqrt (fma (- 1.0 ux) (+ ux -1.0) 1.0)) (sqrt (+ ux (* ux (- 1.0 (+ maxCos maxCos)))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (((1.0f - ux) + (ux * maxCos)) <= 0.9997649788856506f) {
tmp = sqrtf(fmaf((1.0f - ux), (ux + -1.0f), 1.0f));
} else {
tmp = sqrtf((ux + (ux * (1.0f - (maxCos + maxCos)))));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (Float32(Float32(Float32(1.0) - ux) + Float32(ux * maxCos)) <= Float32(0.9997649788856506)) tmp = sqrt(fma(Float32(Float32(1.0) - ux), Float32(ux + Float32(-1.0)), Float32(1.0))); else tmp = sqrt(Float32(ux + Float32(ux * Float32(Float32(1.0) - Float32(maxCos + maxCos))))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\left(1 - ux\right) + ux \cdot maxCos \leq 0.9997649788856506:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(1 - ux, ux + -1, 1\right)}\\
\mathbf{else}:\\
\;\;\;\;\sqrt{ux + ux \cdot \left(1 - \left(maxCos + maxCos\right)\right)}\\
\end{array}
\end{array}
if (+.f32 (-.f32 #s(literal 1 binary32) ux) (*.f32 ux maxCos)) < 0.999764979Initial program 90.4%
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 rewrites80.4%
Taylor expanded in maxCos around 0
Applied rewrites75.7%
if 0.999764979 < (+.f32 (-.f32 #s(literal 1 binary32) ux) (*.f32 ux maxCos)) Initial program 37.3%
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 rewrites33.4%
Applied rewrites33.3%
Taylor expanded in ux around 0
Applied rewrites75.0%
Applied rewrites75.0%
Final simplification75.3%
(FPCore (ux uy maxCos) :precision binary32 (if (<= (+ (- 1.0 ux) (* ux maxCos)) 0.9997649788856506) (sqrt (fma (- 1.0 ux) (+ ux -1.0) 1.0)) (sqrt (fma (- 1.0 (+ maxCos maxCos)) ux ux))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (((1.0f - ux) + (ux * maxCos)) <= 0.9997649788856506f) {
tmp = sqrtf(fmaf((1.0f - ux), (ux + -1.0f), 1.0f));
} else {
tmp = sqrtf(fmaf((1.0f - (maxCos + maxCos)), ux, ux));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (Float32(Float32(Float32(1.0) - ux) + Float32(ux * maxCos)) <= Float32(0.9997649788856506)) tmp = sqrt(fma(Float32(Float32(1.0) - ux), Float32(ux + Float32(-1.0)), Float32(1.0))); else tmp = sqrt(fma(Float32(Float32(1.0) - Float32(maxCos + maxCos)), ux, ux)); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\left(1 - ux\right) + ux \cdot maxCos \leq 0.9997649788856506:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(1 - ux, ux + -1, 1\right)}\\
\mathbf{else}:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(1 - \left(maxCos + maxCos\right), ux, ux\right)}\\
\end{array}
\end{array}
if (+.f32 (-.f32 #s(literal 1 binary32) ux) (*.f32 ux maxCos)) < 0.999764979Initial program 90.4%
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 rewrites80.4%
Taylor expanded in maxCos around 0
Applied rewrites75.7%
if 0.999764979 < (+.f32 (-.f32 #s(literal 1 binary32) ux) (*.f32 ux maxCos)) Initial program 37.3%
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 rewrites33.4%
Applied rewrites33.3%
Taylor expanded in ux around 0
Applied rewrites75.0%
Applied rewrites75.0%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (fma ux (- (fma ux (* (+ maxCos -1.0) (- 1.0 maxCos)) (- 1.0 maxCos)) maxCos) ux)))
float code(float ux, float uy, float maxCos) {
return sqrtf(fmaf(ux, (fmaf(ux, ((maxCos + -1.0f) * (1.0f - maxCos)), (1.0f - maxCos)) - maxCos), ux));
}
function code(ux, uy, maxCos) return sqrt(fma(ux, Float32(fma(ux, Float32(Float32(maxCos + Float32(-1.0)) * Float32(Float32(1.0) - maxCos)), Float32(Float32(1.0) - maxCos)) - maxCos), ux)) end
\begin{array}{l}
\\
\sqrt{\mathsf{fma}\left(ux, \mathsf{fma}\left(ux, \left(maxCos + -1\right) \cdot \left(1 - maxCos\right), 1 - maxCos\right) - maxCos, ux\right)}
\end{array}
Initial program 57.6%
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 rewrites51.4%
Applied rewrites51.2%
Taylor expanded in ux around 0
Applied rewrites81.6%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (fma (- 1.0 (+ maxCos maxCos)) ux ux)))
float code(float ux, float uy, float maxCos) {
return sqrtf(fmaf((1.0f - (maxCos + maxCos)), ux, ux));
}
function code(ux, uy, maxCos) return sqrt(fma(Float32(Float32(1.0) - Float32(maxCos + maxCos)), ux, ux)) end
\begin{array}{l}
\\
\sqrt{\mathsf{fma}\left(1 - \left(maxCos + maxCos\right), ux, ux\right)}
\end{array}
Initial program 57.6%
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 rewrites51.4%
Applied rewrites51.2%
Taylor expanded in ux around 0
Applied rewrites65.1%
Applied rewrites65.1%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (* ux (fma -2.0 maxCos 2.0))))
float code(float ux, float uy, float maxCos) {
return sqrtf((ux * fmaf(-2.0f, maxCos, 2.0f)));
}
function code(ux, uy, maxCos) return sqrt(Float32(ux * fma(Float32(-2.0), maxCos, Float32(2.0)))) end
\begin{array}{l}
\\
\sqrt{ux \cdot \mathsf{fma}\left(-2, maxCos, 2\right)}
\end{array}
Initial program 57.6%
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 rewrites51.4%
Applied rewrites51.2%
Taylor expanded in ux around 0
Applied rewrites65.1%
Taylor expanded in ux around 0
Applied rewrites65.1%
(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 57.6%
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 rewrites51.4%
Applied rewrites51.2%
Taylor expanded in ux around 0
Applied rewrites65.1%
Taylor expanded in maxCos around 0
Applied rewrites62.6%
Final simplification62.6%
herbie shell --seed 2024219
(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)))))))