
(FPCore (ux uy maxCos) :precision binary32 (let* ((t_0 (+ (- 1.0 ux) (* ux maxCos)))) (* (sin (* (* 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 sinf(((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(sin(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 = sin(((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\\
\sin \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)))) (* (sin (* (* 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 sinf(((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(sin(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 = sin(((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\\
\sin \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
(*
(sin (* (* uy 2.0) PI))
(sqrt
(fma
(sqrt (* ux (* ux (fma maxCos -2.0 2.0))))
(sqrt (fma maxCos -2.0 2.0))
(* (* (+ maxCos -1.0) (- 1.0 maxCos)) (* ux ux))))))
float code(float ux, float uy, float maxCos) {
return sinf(((uy * 2.0f) * ((float) M_PI))) * sqrtf(fmaf(sqrtf((ux * (ux * fmaf(maxCos, -2.0f, 2.0f)))), sqrtf(fmaf(maxCos, -2.0f, 2.0f)), (((maxCos + -1.0f) * (1.0f - maxCos)) * (ux * ux))));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(fma(sqrt(Float32(ux * Float32(ux * fma(maxCos, Float32(-2.0), Float32(2.0))))), sqrt(fma(maxCos, Float32(-2.0), Float32(2.0))), Float32(Float32(Float32(maxCos + Float32(-1.0)) * Float32(Float32(1.0) - maxCos)) * Float32(ux * ux))))) end
\begin{array}{l}
\\
\sin \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{\mathsf{fma}\left(\sqrt{ux \cdot \left(ux \cdot \mathsf{fma}\left(maxCos, -2, 2\right)\right)}, \sqrt{\mathsf{fma}\left(maxCos, -2, 2\right)}, \left(\left(maxCos + -1\right) \cdot \left(1 - maxCos\right)\right) \cdot \left(ux \cdot ux\right)\right)}
\end{array}
Initial program 57.7%
Taylor expanded in ux around inf
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
sub-negN/A
+-commutativeN/A
+-commutativeN/A
distribute-neg-inN/A
distribute-lft-neg-inN/A
metadata-evalN/A
associate-+l+N/A
Applied rewrites98.3%
Applied rewrites98.5%
Final simplification98.5%
(FPCore (ux uy maxCos)
:precision binary32
(*
(sin (* (* uy 2.0) PI))
(sqrt
(fma
(* ux (/ (fma maxCos -2.0 2.0) ux))
ux
(* (* (+ maxCos -1.0) (- 1.0 maxCos)) (* ux ux))))))
float code(float ux, float uy, float maxCos) {
return sinf(((uy * 2.0f) * ((float) M_PI))) * sqrtf(fmaf((ux * (fmaf(maxCos, -2.0f, 2.0f) / ux)), ux, (((maxCos + -1.0f) * (1.0f - maxCos)) * (ux * ux))));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(fma(Float32(ux * Float32(fma(maxCos, Float32(-2.0), Float32(2.0)) / ux)), ux, Float32(Float32(Float32(maxCos + Float32(-1.0)) * Float32(Float32(1.0) - maxCos)) * Float32(ux * ux))))) end
\begin{array}{l}
\\
\sin \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{\mathsf{fma}\left(ux \cdot \frac{\mathsf{fma}\left(maxCos, -2, 2\right)}{ux}, ux, \left(\left(maxCos + -1\right) \cdot \left(1 - maxCos\right)\right) \cdot \left(ux \cdot ux\right)\right)}
\end{array}
Initial program 57.7%
Taylor expanded in ux around inf
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
sub-negN/A
+-commutativeN/A
+-commutativeN/A
distribute-neg-inN/A
distribute-lft-neg-inN/A
metadata-evalN/A
associate-+l+N/A
Applied rewrites98.3%
Applied rewrites98.4%
Final simplification98.4%
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (* (* PI PI) (sqrt PI))))
(if (<= (* uy 2.0) 0.14000000059604645)
(*
(sqrt
(*
ux
(fma ux (* (+ maxCos -1.0) (- 1.0 maxCos)) (fma maxCos -2.0 2.0))))
(fma
(* 2.0 PI)
uy
(*
uy
(*
uy
(*
uy
(fma
PI
(* (* PI PI) -1.3333333333333333)
(* t_0 (* t_0 (* (* uy uy) 0.26666666666666666)))))))))
(* (sin (* (* uy 2.0) PI)) (sqrt (fma 2.0 ux (* ux (- ux))))))))
float code(float ux, float uy, float maxCos) {
float t_0 = (((float) M_PI) * ((float) M_PI)) * sqrtf(((float) M_PI));
float tmp;
if ((uy * 2.0f) <= 0.14000000059604645f) {
tmp = sqrtf((ux * fmaf(ux, ((maxCos + -1.0f) * (1.0f - maxCos)), fmaf(maxCos, -2.0f, 2.0f)))) * fmaf((2.0f * ((float) M_PI)), uy, (uy * (uy * (uy * fmaf(((float) M_PI), ((((float) M_PI) * ((float) M_PI)) * -1.3333333333333333f), (t_0 * (t_0 * ((uy * uy) * 0.26666666666666666f))))))));
} else {
tmp = sinf(((uy * 2.0f) * ((float) M_PI))) * sqrtf(fmaf(2.0f, ux, (ux * -ux)));
}
return tmp;
}
function code(ux, uy, maxCos) t_0 = Float32(Float32(Float32(pi) * Float32(pi)) * sqrt(Float32(pi))) tmp = Float32(0.0) if (Float32(uy * Float32(2.0)) <= Float32(0.14000000059604645)) tmp = 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(pi)), uy, Float32(uy * Float32(uy * Float32(uy * fma(Float32(pi), Float32(Float32(Float32(pi) * Float32(pi)) * Float32(-1.3333333333333333)), Float32(t_0 * Float32(t_0 * Float32(Float32(uy * uy) * Float32(0.26666666666666666)))))))))); else tmp = Float32(sin(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(fma(Float32(2.0), ux, Float32(ux * Float32(-ux))))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\pi \cdot \pi\right) \cdot \sqrt{\pi}\\
\mathbf{if}\;uy \cdot 2 \leq 0.14000000059604645:\\
\;\;\;\;\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 \pi, uy, uy \cdot \left(uy \cdot \left(uy \cdot \mathsf{fma}\left(\pi, \left(\pi \cdot \pi\right) \cdot -1.3333333333333333, t\_0 \cdot \left(t\_0 \cdot \left(\left(uy \cdot uy\right) \cdot 0.26666666666666666\right)\right)\right)\right)\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\sin \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{\mathsf{fma}\left(2, ux, ux \cdot \left(-ux\right)\right)}\\
\end{array}
\end{array}
if (*.f32 uy #s(literal 2 binary32)) < 0.140000001Initial program 57.9%
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
Applied rewrites98.4%
Taylor expanded in uy around 0
lower-*.f32N/A
+-commutativeN/A
lower-fma.f32N/A
Applied rewrites98.1%
Applied rewrites98.2%
if 0.140000001 < (*.f32 uy #s(literal 2 binary32)) Initial program 55.5%
Taylor expanded in ux around inf
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
sub-negN/A
+-commutativeN/A
+-commutativeN/A
distribute-neg-inN/A
distribute-lft-neg-inN/A
metadata-evalN/A
associate-+l+N/A
Applied rewrites97.8%
Applied rewrites98.3%
Taylor expanded in maxCos around 0
Applied rewrites92.4%
Final simplification97.6%
(FPCore (ux uy maxCos) :precision binary32 (* (sin (* (* 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 sinf(((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(sin(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}
\\
\sin \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 57.7%
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
Applied rewrites98.3%
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (* (* PI PI) (sqrt PI))))
(if (<= (* uy 2.0) 0.14000000059604645)
(*
(sqrt
(*
ux
(fma ux (* (+ maxCos -1.0) (- 1.0 maxCos)) (fma maxCos -2.0 2.0))))
(*
uy
(fma
2.0
PI
(*
uy
(*
uy
(fma
PI
(* (* PI PI) -1.3333333333333333)
(* t_0 (* t_0 (* (* uy uy) 0.26666666666666666)))))))))
(* (sin (* (* uy 2.0) PI)) (sqrt (fma 2.0 ux (* ux (- ux))))))))
float code(float ux, float uy, float maxCos) {
float t_0 = (((float) M_PI) * ((float) M_PI)) * sqrtf(((float) M_PI));
float tmp;
if ((uy * 2.0f) <= 0.14000000059604645f) {
tmp = sqrtf((ux * fmaf(ux, ((maxCos + -1.0f) * (1.0f - maxCos)), fmaf(maxCos, -2.0f, 2.0f)))) * (uy * fmaf(2.0f, ((float) M_PI), (uy * (uy * fmaf(((float) M_PI), ((((float) M_PI) * ((float) M_PI)) * -1.3333333333333333f), (t_0 * (t_0 * ((uy * uy) * 0.26666666666666666f))))))));
} else {
tmp = sinf(((uy * 2.0f) * ((float) M_PI))) * sqrtf(fmaf(2.0f, ux, (ux * -ux)));
}
return tmp;
}
function code(ux, uy, maxCos) t_0 = Float32(Float32(Float32(pi) * Float32(pi)) * sqrt(Float32(pi))) tmp = Float32(0.0) if (Float32(uy * Float32(2.0)) <= Float32(0.14000000059604645)) tmp = 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))))) * Float32(uy * fma(Float32(2.0), Float32(pi), Float32(uy * Float32(uy * fma(Float32(pi), Float32(Float32(Float32(pi) * Float32(pi)) * Float32(-1.3333333333333333)), Float32(t_0 * Float32(t_0 * Float32(Float32(uy * uy) * Float32(0.26666666666666666)))))))))); else tmp = Float32(sin(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(fma(Float32(2.0), ux, Float32(ux * Float32(-ux))))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\pi \cdot \pi\right) \cdot \sqrt{\pi}\\
\mathbf{if}\;uy \cdot 2 \leq 0.14000000059604645:\\
\;\;\;\;\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 \left(uy \cdot \mathsf{fma}\left(2, \pi, uy \cdot \left(uy \cdot \mathsf{fma}\left(\pi, \left(\pi \cdot \pi\right) \cdot -1.3333333333333333, t\_0 \cdot \left(t\_0 \cdot \left(\left(uy \cdot uy\right) \cdot 0.26666666666666666\right)\right)\right)\right)\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\sin \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{\mathsf{fma}\left(2, ux, ux \cdot \left(-ux\right)\right)}\\
\end{array}
\end{array}
if (*.f32 uy #s(literal 2 binary32)) < 0.140000001Initial program 57.9%
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
Applied rewrites98.4%
Taylor expanded in uy around 0
lower-*.f32N/A
+-commutativeN/A
lower-fma.f32N/A
Applied rewrites98.1%
Applied rewrites98.1%
if 0.140000001 < (*.f32 uy #s(literal 2 binary32)) Initial program 55.5%
Taylor expanded in ux around inf
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
sub-negN/A
+-commutativeN/A
+-commutativeN/A
distribute-neg-inN/A
distribute-lft-neg-inN/A
metadata-evalN/A
associate-+l+N/A
Applied rewrites97.8%
Applied rewrites98.3%
Taylor expanded in maxCos around 0
Applied rewrites92.4%
Final simplification97.6%
(FPCore (ux uy maxCos) :precision binary32 (* (sin (* (* uy 2.0) PI)) (sqrt (fma maxCos (* ux (fma 2.0 ux -2.0)) (* ux (- 2.0 ux))))))
float code(float ux, float uy, float maxCos) {
return sinf(((uy * 2.0f) * ((float) M_PI))) * sqrtf(fmaf(maxCos, (ux * fmaf(2.0f, ux, -2.0f)), (ux * (2.0f - ux))));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(fma(maxCos, Float32(ux * fma(Float32(2.0), ux, Float32(-2.0))), Float32(ux * Float32(Float32(2.0) - ux))))) end
\begin{array}{l}
\\
\sin \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{\mathsf{fma}\left(maxCos, ux \cdot \mathsf{fma}\left(2, ux, -2\right), ux \cdot \left(2 - ux\right)\right)}
\end{array}
Initial program 57.7%
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
Applied rewrites98.3%
Taylor expanded in maxCos around 0
Applied rewrites97.7%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (* uy 2.0) 0.013000000268220901)
(*
(sqrt
(* ux (fma ux (* (+ maxCos -1.0) (- 1.0 maxCos)) (fma maxCos -2.0 2.0))))
(* uy (fma (* -1.3333333333333333 (* uy uy)) (* PI (* PI PI)) (* 2.0 PI))))
(* (sin (* (* uy 2.0) PI)) (sqrt (fma 2.0 ux (* ux (- ux)))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if ((uy * 2.0f) <= 0.013000000268220901f) {
tmp = sqrtf((ux * fmaf(ux, ((maxCos + -1.0f) * (1.0f - maxCos)), fmaf(maxCos, -2.0f, 2.0f)))) * (uy * fmaf((-1.3333333333333333f * (uy * uy)), (((float) M_PI) * (((float) M_PI) * ((float) M_PI))), (2.0f * ((float) M_PI))));
} else {
tmp = sinf(((uy * 2.0f) * ((float) M_PI))) * sqrtf(fmaf(2.0f, ux, (ux * -ux)));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (Float32(uy * Float32(2.0)) <= Float32(0.013000000268220901)) tmp = 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))))) * Float32(uy * fma(Float32(Float32(-1.3333333333333333) * Float32(uy * uy)), Float32(Float32(pi) * Float32(Float32(pi) * Float32(pi))), Float32(Float32(2.0) * Float32(pi))))); else tmp = Float32(sin(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(fma(Float32(2.0), ux, Float32(ux * Float32(-ux))))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \cdot 2 \leq 0.013000000268220901:\\
\;\;\;\;\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 \left(uy \cdot \mathsf{fma}\left(-1.3333333333333333 \cdot \left(uy \cdot uy\right), \pi \cdot \left(\pi \cdot \pi\right), 2 \cdot \pi\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\sin \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{\mathsf{fma}\left(2, ux, ux \cdot \left(-ux\right)\right)}\\
\end{array}
\end{array}
if (*.f32 uy #s(literal 2 binary32)) < 0.0130000003Initial 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
Applied rewrites98.4%
Taylor expanded in uy around 0
lower-*.f32N/A
associate-*r*N/A
lower-fma.f32N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
cube-multN/A
lower-*.f32N/A
lower-PI.f32N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-PI.f32N/A
lower-*.f32N/A
lower-PI.f3298.4
Applied rewrites98.4%
if 0.0130000003 < (*.f32 uy #s(literal 2 binary32)) Initial program 56.3%
Taylor expanded in ux around inf
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
sub-negN/A
+-commutativeN/A
+-commutativeN/A
distribute-neg-inN/A
distribute-lft-neg-inN/A
metadata-evalN/A
associate-+l+N/A
Applied rewrites98.0%
Applied rewrites98.4%
Taylor expanded in maxCos around 0
Applied rewrites93.9%
Final simplification97.4%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (* uy 2.0) 0.013000000268220901)
(*
(sqrt
(* ux (fma ux (* (+ maxCos -1.0) (- 1.0 maxCos)) (fma maxCos -2.0 2.0))))
(* uy (fma (* -1.3333333333333333 (* uy uy)) (* PI (* PI PI)) (* 2.0 PI))))
(* (sin (* (* uy 2.0) PI)) (sqrt (* ux (- 2.0 ux))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if ((uy * 2.0f) <= 0.013000000268220901f) {
tmp = sqrtf((ux * fmaf(ux, ((maxCos + -1.0f) * (1.0f - maxCos)), fmaf(maxCos, -2.0f, 2.0f)))) * (uy * fmaf((-1.3333333333333333f * (uy * uy)), (((float) M_PI) * (((float) M_PI) * ((float) M_PI))), (2.0f * ((float) M_PI))));
} else {
tmp = sinf(((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(0.013000000268220901)) tmp = 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))))) * Float32(uy * fma(Float32(Float32(-1.3333333333333333) * Float32(uy * uy)), Float32(Float32(pi) * Float32(Float32(pi) * Float32(pi))), Float32(Float32(2.0) * Float32(pi))))); else tmp = Float32(sin(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 0.013000000268220901:\\
\;\;\;\;\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 \left(uy \cdot \mathsf{fma}\left(-1.3333333333333333 \cdot \left(uy \cdot uy\right), \pi \cdot \left(\pi \cdot \pi\right), 2 \cdot \pi\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\sin \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)) < 0.0130000003Initial 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
Applied rewrites98.4%
Taylor expanded in uy around 0
lower-*.f32N/A
associate-*r*N/A
lower-fma.f32N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
cube-multN/A
lower-*.f32N/A
lower-PI.f32N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-PI.f32N/A
lower-*.f32N/A
lower-PI.f3298.4
Applied rewrites98.4%
if 0.0130000003 < (*.f32 uy #s(literal 2 binary32)) Initial program 56.3%
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
Applied rewrites98.0%
Taylor expanded in maxCos around 0
Applied rewrites93.6%
Final simplification97.4%
(FPCore (ux uy maxCos) :precision binary32 (* (sqrt (* ux (fma ux (* (+ maxCos -1.0) (- 1.0 maxCos)) (fma maxCos -2.0 2.0)))) (* uy (fma (* uy uy) (* -1.3333333333333333 (* PI (* PI PI))) (* 2.0 PI)))))
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)))) * (uy * fmaf((uy * uy), (-1.3333333333333333f * (((float) M_PI) * (((float) M_PI) * ((float) M_PI)))), (2.0f * ((float) M_PI))));
}
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))))) * Float32(uy * fma(Float32(uy * uy), Float32(Float32(-1.3333333333333333) * Float32(Float32(pi) * Float32(Float32(pi) * Float32(pi)))), Float32(Float32(2.0) * Float32(pi))))) 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 \left(uy \cdot \mathsf{fma}\left(uy \cdot uy, -1.3333333333333333 \cdot \left(\pi \cdot \left(\pi \cdot \pi\right)\right), 2 \cdot \pi\right)\right)
\end{array}
Initial program 57.7%
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
Applied rewrites98.3%
Taylor expanded in uy around 0
lower-*.f32N/A
+-commutativeN/A
lower-fma.f32N/A
Applied rewrites94.1%
Taylor expanded in uy around 0
Applied rewrites91.3%
Final simplification91.3%
(FPCore (ux uy maxCos) :precision binary32 (* (sqrt (* ux (fma ux (* (+ maxCos -1.0) (- 1.0 maxCos)) (fma maxCos -2.0 2.0)))) (* uy (fma (* -1.3333333333333333 (* uy uy)) (* PI (* PI PI)) (* 2.0 PI)))))
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)))) * (uy * fmaf((-1.3333333333333333f * (uy * uy)), (((float) M_PI) * (((float) M_PI) * ((float) M_PI))), (2.0f * ((float) M_PI))));
}
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))))) * Float32(uy * fma(Float32(Float32(-1.3333333333333333) * Float32(uy * uy)), Float32(Float32(pi) * Float32(Float32(pi) * Float32(pi))), Float32(Float32(2.0) * Float32(pi))))) 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 \left(uy \cdot \mathsf{fma}\left(-1.3333333333333333 \cdot \left(uy \cdot uy\right), \pi \cdot \left(\pi \cdot \pi\right), 2 \cdot \pi\right)\right)
\end{array}
Initial program 57.7%
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
Applied rewrites98.3%
Taylor expanded in uy around 0
lower-*.f32N/A
associate-*r*N/A
lower-fma.f32N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
cube-multN/A
lower-*.f32N/A
lower-PI.f32N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-PI.f32N/A
lower-*.f32N/A
lower-PI.f3291.3
Applied rewrites91.3%
Final simplification91.3%
(FPCore (ux uy maxCos)
:precision binary32
(*
2.0
(*
(* uy PI)
(sqrt
(+
ux
(fma
(- ux)
maxCos
(* (- 1.0 maxCos) (* ux (fma maxCos ux (- 1.0 ux))))))))))
float code(float ux, float uy, float maxCos) {
return 2.0f * ((uy * ((float) M_PI)) * sqrtf((ux + fmaf(-ux, maxCos, ((1.0f - maxCos) * (ux * fmaf(maxCos, ux, (1.0f - ux))))))));
}
function code(ux, uy, maxCos) return Float32(Float32(2.0) * Float32(Float32(uy * Float32(pi)) * sqrt(Float32(ux + fma(Float32(-ux), maxCos, Float32(Float32(Float32(1.0) - maxCos) * Float32(ux * fma(maxCos, ux, Float32(Float32(1.0) - ux))))))))) end
\begin{array}{l}
\\
2 \cdot \left(\left(uy \cdot \pi\right) \cdot \sqrt{ux + \mathsf{fma}\left(-ux, maxCos, \left(1 - maxCos\right) \cdot \left(ux \cdot \mathsf{fma}\left(maxCos, ux, 1 - ux\right)\right)\right)}\right)
\end{array}
Initial program 57.7%
Taylor expanded in uy around 0
lower-*.f32N/A
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-sqrt.f32N/A
sub-negN/A
+-commutativeN/A
unpow2N/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
Applied rewrites52.8%
Applied rewrites52.6%
Applied rewrites58.1%
Applied rewrites83.3%
Final simplification83.3%
(FPCore (ux uy maxCos) :precision binary32 (* (sqrt (* ux (fma ux (* (+ maxCos -1.0) (- 1.0 maxCos)) (fma maxCos -2.0 2.0)))) (* 2.0 (* uy PI))))
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)))) * (2.0f * (uy * ((float) M_PI)));
}
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))))) * Float32(Float32(2.0) * Float32(uy * Float32(pi)))) 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 \left(2 \cdot \left(uy \cdot \pi\right)\right)
\end{array}
Initial program 57.7%
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
Applied rewrites98.3%
Taylor expanded in uy around 0
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f3283.3
Applied rewrites83.3%
Final simplification83.3%
(FPCore (ux uy maxCos) :precision binary32 (* (* uy 2.0) (* PI (sqrt (fma ux (- 1.0 ux) ux)))))
float code(float ux, float uy, float maxCos) {
return (uy * 2.0f) * (((float) M_PI) * sqrtf(fmaf(ux, (1.0f - ux), ux)));
}
function code(ux, uy, maxCos) return Float32(Float32(uy * Float32(2.0)) * Float32(Float32(pi) * sqrt(fma(ux, Float32(Float32(1.0) - ux), ux)))) end
\begin{array}{l}
\\
\left(uy \cdot 2\right) \cdot \left(\pi \cdot \sqrt{\mathsf{fma}\left(ux, 1 - ux, ux\right)}\right)
\end{array}
Initial program 57.7%
Taylor expanded in uy around 0
lower-*.f32N/A
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-sqrt.f32N/A
sub-negN/A
+-commutativeN/A
unpow2N/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
Applied rewrites52.8%
Applied rewrites52.6%
Taylor expanded in maxCos around 0
Applied rewrites78.6%
Applied rewrites78.7%
Final simplification78.7%
(FPCore (ux uy maxCos) :precision binary32 (* 2.0 (* PI (* uy (sqrt (fma ux (- 1.0 ux) ux))))))
float code(float ux, float uy, float maxCos) {
return 2.0f * (((float) M_PI) * (uy * sqrtf(fmaf(ux, (1.0f - ux), ux))));
}
function code(ux, uy, maxCos) return Float32(Float32(2.0) * Float32(Float32(pi) * Float32(uy * sqrt(fma(ux, Float32(Float32(1.0) - ux), ux))))) end
\begin{array}{l}
\\
2 \cdot \left(\pi \cdot \left(uy \cdot \sqrt{\mathsf{fma}\left(ux, 1 - ux, ux\right)}\right)\right)
\end{array}
Initial program 57.7%
Taylor expanded in uy around 0
lower-*.f32N/A
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-sqrt.f32N/A
sub-negN/A
+-commutativeN/A
unpow2N/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
Applied rewrites52.8%
Applied rewrites52.6%
Taylor expanded in maxCos around 0
Applied rewrites78.6%
Applied rewrites78.7%
Final simplification78.7%
(FPCore (ux uy maxCos) :precision binary32 (* 2.0 (* (* uy PI) (sqrt (fma ux (- 1.0 ux) ux)))))
float code(float ux, float uy, float maxCos) {
return 2.0f * ((uy * ((float) M_PI)) * sqrtf(fmaf(ux, (1.0f - ux), ux)));
}
function code(ux, uy, maxCos) return Float32(Float32(2.0) * Float32(Float32(uy * Float32(pi)) * sqrt(fma(ux, Float32(Float32(1.0) - ux), ux)))) end
\begin{array}{l}
\\
2 \cdot \left(\left(uy \cdot \pi\right) \cdot \sqrt{\mathsf{fma}\left(ux, 1 - ux, ux\right)}\right)
\end{array}
Initial program 57.7%
Taylor expanded in uy around 0
lower-*.f32N/A
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-sqrt.f32N/A
sub-negN/A
+-commutativeN/A
unpow2N/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
Applied rewrites52.8%
Applied rewrites52.6%
Taylor expanded in maxCos around 0
Applied rewrites78.6%
(FPCore (ux uy maxCos) :precision binary32 (* 2.0 (* (* uy PI) (sqrt (* ux (- 2.0 ux))))))
float code(float ux, float uy, float maxCos) {
return 2.0f * ((uy * ((float) M_PI)) * sqrtf((ux * (2.0f - ux))));
}
function code(ux, uy, maxCos) return Float32(Float32(2.0) * Float32(Float32(uy * Float32(pi)) * sqrt(Float32(ux * Float32(Float32(2.0) - ux))))) end
function tmp = code(ux, uy, maxCos) tmp = single(2.0) * ((uy * single(pi)) * sqrt((ux * (single(2.0) - ux)))); end
\begin{array}{l}
\\
2 \cdot \left(\left(uy \cdot \pi\right) \cdot \sqrt{ux \cdot \left(2 - ux\right)}\right)
\end{array}
Initial program 57.7%
Taylor expanded in uy around 0
lower-*.f32N/A
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-sqrt.f32N/A
sub-negN/A
+-commutativeN/A
unpow2N/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
Applied rewrites52.8%
Applied rewrites52.6%
Taylor expanded in maxCos around 0
Applied rewrites78.6%
Taylor expanded in ux around 0
Applied rewrites78.6%
(FPCore (ux uy maxCos) :precision binary32 (* 2.0 (* (* uy PI) (sqrt (* 2.0 ux)))))
float code(float ux, float uy, float maxCos) {
return 2.0f * ((uy * ((float) M_PI)) * sqrtf((2.0f * ux)));
}
function code(ux, uy, maxCos) return Float32(Float32(2.0) * Float32(Float32(uy * Float32(pi)) * sqrt(Float32(Float32(2.0) * ux)))) end
function tmp = code(ux, uy, maxCos) tmp = single(2.0) * ((uy * single(pi)) * sqrt((single(2.0) * ux))); end
\begin{array}{l}
\\
2 \cdot \left(\left(uy \cdot \pi\right) \cdot \sqrt{2 \cdot ux}\right)
\end{array}
Initial program 57.7%
Taylor expanded in uy around 0
lower-*.f32N/A
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-sqrt.f32N/A
sub-negN/A
+-commutativeN/A
unpow2N/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
Applied rewrites52.8%
Applied rewrites52.6%
Taylor expanded in maxCos around 0
Applied rewrites78.6%
Taylor expanded in ux around 0
Applied rewrites64.1%
herbie shell --seed 2024219
(FPCore (ux uy maxCos)
:name "UniformSampleCone, y"
: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)))
(* (sin (* (* uy 2.0) PI)) (sqrt (- 1.0 (* (+ (- 1.0 ux) (* ux maxCos)) (+ (- 1.0 ux) (* ux maxCos)))))))