
(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 15 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
(*
(sqrt
(fma
ux
(fma maxCos -2.0 2.0)
(* (+ maxCos -1.0) (* (- 1.0 maxCos) (* ux ux)))))
(sin (* 2.0 (* uy PI)))))
float code(float ux, float uy, float maxCos) {
return sqrtf(fmaf(ux, fmaf(maxCos, -2.0f, 2.0f), ((maxCos + -1.0f) * ((1.0f - maxCos) * (ux * ux))))) * sinf((2.0f * (uy * ((float) M_PI))));
}
function code(ux, uy, maxCos) return Float32(sqrt(fma(ux, fma(maxCos, Float32(-2.0), Float32(2.0)), Float32(Float32(maxCos + Float32(-1.0)) * Float32(Float32(Float32(1.0) - maxCos) * Float32(ux * ux))))) * sin(Float32(Float32(2.0) * Float32(uy * Float32(pi))))) end
\begin{array}{l}
\\
\sqrt{\mathsf{fma}\left(ux, \mathsf{fma}\left(maxCos, -2, 2\right), \left(maxCos + -1\right) \cdot \left(\left(1 - maxCos\right) \cdot \left(ux \cdot ux\right)\right)\right)} \cdot \sin \left(2 \cdot \left(uy \cdot \pi\right)\right)
\end{array}
Initial program 58.2%
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 rewrites98.4%
lift-*.f32N/A
*-commutativeN/A
lower-*.f3298.4
Applied rewrites98.5%
(FPCore (ux uy maxCos) :precision binary32 (* (sin (* PI (* 2.0 uy))) (sqrt (* ux (fma -2.0 maxCos (fma (fma ux maxCos (- ux)) (- 1.0 maxCos) 2.0))))))
float code(float ux, float uy, float maxCos) {
return sinf((((float) M_PI) * (2.0f * uy))) * sqrtf((ux * fmaf(-2.0f, maxCos, fmaf(fmaf(ux, maxCos, -ux), (1.0f - maxCos), 2.0f))));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(Float32(pi) * Float32(Float32(2.0) * uy))) * sqrt(Float32(ux * fma(Float32(-2.0), maxCos, fma(fma(ux, maxCos, Float32(-ux)), Float32(Float32(1.0) - maxCos), Float32(2.0)))))) end
\begin{array}{l}
\\
\sin \left(\pi \cdot \left(2 \cdot uy\right)\right) \cdot \sqrt{ux \cdot \mathsf{fma}\left(-2, maxCos, \mathsf{fma}\left(\mathsf{fma}\left(ux, maxCos, -ux\right), 1 - maxCos, 2\right)\right)}
\end{array}
Initial program 58.2%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
mul-1-negN/A
unpow2N/A
associate-*r*N/A
distribute-rgt-neg-inN/A
sub-negN/A
metadata-evalN/A
distribute-neg-inN/A
mul-1-negN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f32N/A
Applied rewrites98.5%
Final simplification98.5%
(FPCore (ux uy maxCos) :precision binary32 (* (sin (* PI (* 2.0 uy))) (sqrt (fma ux (- 2.0 ux) (* (* ux maxCos) (fma 2.0 ux -2.0))))))
float code(float ux, float uy, float maxCos) {
return sinf((((float) M_PI) * (2.0f * uy))) * sqrtf(fmaf(ux, (2.0f - ux), ((ux * maxCos) * fmaf(2.0f, ux, -2.0f))));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(Float32(pi) * Float32(Float32(2.0) * uy))) * sqrt(fma(ux, Float32(Float32(2.0) - ux), Float32(Float32(ux * maxCos) * fma(Float32(2.0), ux, Float32(-2.0)))))) end
\begin{array}{l}
\\
\sin \left(\pi \cdot \left(2 \cdot uy\right)\right) \cdot \sqrt{\mathsf{fma}\left(ux, 2 - ux, \left(ux \cdot maxCos\right) \cdot \mathsf{fma}\left(2, ux, -2\right)\right)}
\end{array}
Initial program 58.2%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
mul-1-negN/A
unpow2N/A
associate-*r*N/A
distribute-rgt-neg-inN/A
sub-negN/A
metadata-evalN/A
distribute-neg-inN/A
mul-1-negN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f32N/A
Applied rewrites98.5%
Taylor expanded in maxCos around 0
Applied rewrites97.7%
Final simplification97.7%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (* 2.0 uy) 0.02199999988079071)
(*
(sqrt
(fma
ux
(fma maxCos -2.0 2.0)
(* (+ maxCos -1.0) (* (- 1.0 maxCos) (* ux ux)))))
(* uy (fma 2.0 PI (* -1.3333333333333333 (* (* uy uy) (* PI (* PI PI)))))))
(* (sin (* 2.0 (* uy PI))) (sqrt (fma ux 2.0 (- (* ux ux)))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if ((2.0f * uy) <= 0.02199999988079071f) {
tmp = sqrtf(fmaf(ux, fmaf(maxCos, -2.0f, 2.0f), ((maxCos + -1.0f) * ((1.0f - maxCos) * (ux * ux))))) * (uy * fmaf(2.0f, ((float) M_PI), (-1.3333333333333333f * ((uy * uy) * (((float) M_PI) * (((float) M_PI) * ((float) M_PI)))))));
} else {
tmp = sinf((2.0f * (uy * ((float) M_PI)))) * sqrtf(fmaf(ux, 2.0f, -(ux * ux)));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (Float32(Float32(2.0) * uy) <= Float32(0.02199999988079071)) tmp = Float32(sqrt(fma(ux, fma(maxCos, Float32(-2.0), Float32(2.0)), Float32(Float32(maxCos + Float32(-1.0)) * Float32(Float32(Float32(1.0) - maxCos) * Float32(ux * ux))))) * Float32(uy * fma(Float32(2.0), Float32(pi), Float32(Float32(-1.3333333333333333) * Float32(Float32(uy * uy) * Float32(Float32(pi) * Float32(Float32(pi) * Float32(pi)))))))); else tmp = Float32(sin(Float32(Float32(2.0) * Float32(uy * Float32(pi)))) * sqrt(fma(ux, Float32(2.0), Float32(-Float32(ux * ux))))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;2 \cdot uy \leq 0.02199999988079071:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(ux, \mathsf{fma}\left(maxCos, -2, 2\right), \left(maxCos + -1\right) \cdot \left(\left(1 - maxCos\right) \cdot \left(ux \cdot ux\right)\right)\right)} \cdot \left(uy \cdot \mathsf{fma}\left(2, \pi, -1.3333333333333333 \cdot \left(\left(uy \cdot uy\right) \cdot \left(\pi \cdot \left(\pi \cdot \pi\right)\right)\right)\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\sin \left(2 \cdot \left(uy \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(ux, 2, -ux \cdot ux\right)}\\
\end{array}
\end{array}
if (*.f32 uy #s(literal 2 binary32)) < 0.0219999999Initial program 57.2%
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 rewrites98.6%
lift-*.f32N/A
*-commutativeN/A
lower-*.f3298.6
Applied rewrites98.7%
Taylor expanded in uy around 0
lower-*.f32N/A
+-commutativeN/A
lower-fma.f32N/A
lower-PI.f32N/A
lower-*.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.f3298.7
Applied rewrites98.7%
if 0.0219999999 < (*.f32 uy #s(literal 2 binary32)) Initial program 61.7%
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 rewrites97.9%
lift-*.f32N/A
*-commutativeN/A
lower-*.f3297.9
Applied rewrites98.1%
Taylor expanded in maxCos around 0
Applied rewrites94.9%
Final simplification97.8%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (* 2.0 uy) 0.02199999988079071)
(*
(sqrt
(fma
ux
(fma maxCos -2.0 2.0)
(* (+ maxCos -1.0) (* (- 1.0 maxCos) (* ux ux)))))
(* uy (fma 2.0 PI (* -1.3333333333333333 (* (* uy uy) (* PI (* PI PI)))))))
(* (sin (* PI (* 2.0 uy))) (sqrt (* ux (- 2.0 ux))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if ((2.0f * uy) <= 0.02199999988079071f) {
tmp = sqrtf(fmaf(ux, fmaf(maxCos, -2.0f, 2.0f), ((maxCos + -1.0f) * ((1.0f - maxCos) * (ux * ux))))) * (uy * fmaf(2.0f, ((float) M_PI), (-1.3333333333333333f * ((uy * uy) * (((float) M_PI) * (((float) M_PI) * ((float) M_PI)))))));
} else {
tmp = sinf((((float) M_PI) * (2.0f * uy))) * sqrtf((ux * (2.0f - ux)));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (Float32(Float32(2.0) * uy) <= Float32(0.02199999988079071)) tmp = Float32(sqrt(fma(ux, fma(maxCos, Float32(-2.0), Float32(2.0)), Float32(Float32(maxCos + Float32(-1.0)) * Float32(Float32(Float32(1.0) - maxCos) * Float32(ux * ux))))) * Float32(uy * fma(Float32(2.0), Float32(pi), Float32(Float32(-1.3333333333333333) * Float32(Float32(uy * uy) * Float32(Float32(pi) * Float32(Float32(pi) * Float32(pi)))))))); else tmp = Float32(sin(Float32(Float32(pi) * Float32(Float32(2.0) * uy))) * sqrt(Float32(ux * Float32(Float32(2.0) - ux)))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;2 \cdot uy \leq 0.02199999988079071:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(ux, \mathsf{fma}\left(maxCos, -2, 2\right), \left(maxCos + -1\right) \cdot \left(\left(1 - maxCos\right) \cdot \left(ux \cdot ux\right)\right)\right)} \cdot \left(uy \cdot \mathsf{fma}\left(2, \pi, -1.3333333333333333 \cdot \left(\left(uy \cdot uy\right) \cdot \left(\pi \cdot \left(\pi \cdot \pi\right)\right)\right)\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\sin \left(\pi \cdot \left(2 \cdot uy\right)\right) \cdot \sqrt{ux \cdot \left(2 - ux\right)}\\
\end{array}
\end{array}
if (*.f32 uy #s(literal 2 binary32)) < 0.0219999999Initial program 57.2%
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 rewrites98.6%
lift-*.f32N/A
*-commutativeN/A
lower-*.f3298.6
Applied rewrites98.7%
Taylor expanded in uy around 0
lower-*.f32N/A
+-commutativeN/A
lower-fma.f32N/A
lower-PI.f32N/A
lower-*.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.f3298.7
Applied rewrites98.7%
if 0.0219999999 < (*.f32 uy #s(literal 2 binary32)) Initial program 61.7%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
mul-1-negN/A
unpow2N/A
associate-*r*N/A
distribute-rgt-neg-inN/A
sub-negN/A
metadata-evalN/A
distribute-neg-inN/A
mul-1-negN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f32N/A
Applied rewrites98.0%
Taylor expanded in maxCos around 0
Applied rewrites94.9%
Final simplification97.8%
(FPCore (ux uy maxCos) :precision binary32 (* (sin (* PI (* 2.0 uy))) (sqrt (fma maxCos (* ux -2.0) (* ux (- 2.0 ux))))))
float code(float ux, float uy, float maxCos) {
return sinf((((float) M_PI) * (2.0f * uy))) * sqrtf(fmaf(maxCos, (ux * -2.0f), (ux * (2.0f - ux))));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(Float32(pi) * Float32(Float32(2.0) * uy))) * sqrt(fma(maxCos, Float32(ux * Float32(-2.0)), Float32(ux * Float32(Float32(2.0) - ux))))) end
\begin{array}{l}
\\
\sin \left(\pi \cdot \left(2 \cdot uy\right)\right) \cdot \sqrt{\mathsf{fma}\left(maxCos, ux \cdot -2, ux \cdot \left(2 - ux\right)\right)}
\end{array}
Initial program 58.2%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
mul-1-negN/A
unpow2N/A
associate-*r*N/A
distribute-rgt-neg-inN/A
sub-negN/A
metadata-evalN/A
distribute-neg-inN/A
mul-1-negN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f32N/A
Applied rewrites98.5%
Taylor expanded in maxCos around 0
Applied rewrites98.5%
Taylor expanded in ux around 0
Applied rewrites96.9%
Final simplification96.9%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (* 2.0 uy) 0.05999999865889549)
(*
(sqrt
(fma
ux
(fma maxCos -2.0 2.0)
(* (+ maxCos -1.0) (* (- 1.0 maxCos) (* ux ux)))))
(* uy (fma 2.0 PI (* -1.3333333333333333 (* (* uy uy) (* PI (* PI PI)))))))
(* (sin (* 2.0 (* uy PI))) (sqrt (* ux 2.0)))))
float code(float ux, float uy, float maxCos) {
float tmp;
if ((2.0f * uy) <= 0.05999999865889549f) {
tmp = sqrtf(fmaf(ux, fmaf(maxCos, -2.0f, 2.0f), ((maxCos + -1.0f) * ((1.0f - maxCos) * (ux * ux))))) * (uy * fmaf(2.0f, ((float) M_PI), (-1.3333333333333333f * ((uy * uy) * (((float) M_PI) * (((float) M_PI) * ((float) M_PI)))))));
} else {
tmp = sinf((2.0f * (uy * ((float) M_PI)))) * sqrtf((ux * 2.0f));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (Float32(Float32(2.0) * uy) <= Float32(0.05999999865889549)) tmp = Float32(sqrt(fma(ux, fma(maxCos, Float32(-2.0), Float32(2.0)), Float32(Float32(maxCos + Float32(-1.0)) * Float32(Float32(Float32(1.0) - maxCos) * Float32(ux * ux))))) * Float32(uy * fma(Float32(2.0), Float32(pi), Float32(Float32(-1.3333333333333333) * Float32(Float32(uy * uy) * Float32(Float32(pi) * Float32(Float32(pi) * Float32(pi)))))))); else tmp = Float32(sin(Float32(Float32(2.0) * Float32(uy * Float32(pi)))) * sqrt(Float32(ux * Float32(2.0)))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;2 \cdot uy \leq 0.05999999865889549:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(ux, \mathsf{fma}\left(maxCos, -2, 2\right), \left(maxCos + -1\right) \cdot \left(\left(1 - maxCos\right) \cdot \left(ux \cdot ux\right)\right)\right)} \cdot \left(uy \cdot \mathsf{fma}\left(2, \pi, -1.3333333333333333 \cdot \left(\left(uy \cdot uy\right) \cdot \left(\pi \cdot \left(\pi \cdot \pi\right)\right)\right)\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\sin \left(2 \cdot \left(uy \cdot \pi\right)\right) \cdot \sqrt{ux \cdot 2}\\
\end{array}
\end{array}
if (*.f32 uy #s(literal 2 binary32)) < 0.0599999987Initial program 58.1%
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 rewrites98.6%
lift-*.f32N/A
*-commutativeN/A
lower-*.f3298.6
Applied rewrites98.7%
Taylor expanded in uy around 0
lower-*.f32N/A
+-commutativeN/A
lower-fma.f32N/A
lower-PI.f32N/A
lower-*.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.f3297.8
Applied rewrites97.8%
if 0.0599999987 < (*.f32 uy #s(literal 2 binary32)) Initial program 58.6%
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 rewrites97.2%
lift-*.f32N/A
*-commutativeN/A
lower-*.f3297.2
Applied rewrites97.6%
Taylor expanded in ux around 0
cancel-sign-sub-invN/A
metadata-evalN/A
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f3276.2
Applied rewrites76.2%
Taylor expanded in maxCos around 0
Applied rewrites76.2%
Final simplification94.3%
(FPCore (ux uy maxCos)
:precision binary32
(*
(sqrt
(fma
ux
(fma maxCos -2.0 2.0)
(* (+ maxCos -1.0) (* (- 1.0 maxCos) (* ux ux)))))
(* uy (fma 2.0 PI (* -1.3333333333333333 (* (* uy uy) (* PI (* PI PI))))))))
float code(float ux, float uy, float maxCos) {
return sqrtf(fmaf(ux, fmaf(maxCos, -2.0f, 2.0f), ((maxCos + -1.0f) * ((1.0f - maxCos) * (ux * ux))))) * (uy * fmaf(2.0f, ((float) M_PI), (-1.3333333333333333f * ((uy * uy) * (((float) M_PI) * (((float) M_PI) * ((float) M_PI)))))));
}
function code(ux, uy, maxCos) return Float32(sqrt(fma(ux, fma(maxCos, Float32(-2.0), Float32(2.0)), Float32(Float32(maxCos + Float32(-1.0)) * Float32(Float32(Float32(1.0) - maxCos) * Float32(ux * ux))))) * Float32(uy * fma(Float32(2.0), Float32(pi), Float32(Float32(-1.3333333333333333) * Float32(Float32(uy * uy) * Float32(Float32(pi) * Float32(Float32(pi) * Float32(pi)))))))) end
\begin{array}{l}
\\
\sqrt{\mathsf{fma}\left(ux, \mathsf{fma}\left(maxCos, -2, 2\right), \left(maxCos + -1\right) \cdot \left(\left(1 - maxCos\right) \cdot \left(ux \cdot ux\right)\right)\right)} \cdot \left(uy \cdot \mathsf{fma}\left(2, \pi, -1.3333333333333333 \cdot \left(\left(uy \cdot uy\right) \cdot \left(\pi \cdot \left(\pi \cdot \pi\right)\right)\right)\right)\right)
\end{array}
Initial program 58.2%
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 rewrites98.4%
lift-*.f32N/A
*-commutativeN/A
lower-*.f3298.4
Applied rewrites98.5%
Taylor expanded in uy around 0
lower-*.f32N/A
+-commutativeN/A
lower-fma.f32N/A
lower-PI.f32N/A
lower-*.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.f3288.2
Applied rewrites88.2%
(FPCore (ux uy maxCos) :precision binary32 (* (sqrt (* ux (fma -2.0 maxCos (fma (fma ux maxCos (- ux)) (- 1.0 maxCos) 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(-2.0f, maxCos, fmaf(fmaf(ux, maxCos, -ux), (1.0f - maxCos), 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(Float32(-2.0), maxCos, fma(fma(ux, maxCos, Float32(-ux)), Float32(Float32(1.0) - maxCos), Float32(2.0))))) * Float32(uy * fma(Float32(-1.3333333333333333), Float32(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(-2, maxCos, \mathsf{fma}\left(\mathsf{fma}\left(ux, maxCos, -ux\right), 1 - maxCos, 2\right)\right)} \cdot \left(uy \cdot \mathsf{fma}\left(-1.3333333333333333, \left(uy \cdot uy\right) \cdot \left(\pi \cdot \left(\pi \cdot \pi\right)\right), 2 \cdot \pi\right)\right)
\end{array}
Initial program 58.2%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
mul-1-negN/A
unpow2N/A
associate-*r*N/A
distribute-rgt-neg-inN/A
sub-negN/A
metadata-evalN/A
distribute-neg-inN/A
mul-1-negN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f32N/A
Applied rewrites98.5%
Taylor expanded in uy around 0
lower-*.f32N/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.f3288.1
Applied rewrites88.1%
Final simplification88.1%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (* 2.0 uy) 0.003000000026077032)
(*
(sqrt
(fma
ux
(fma maxCos -2.0 2.0)
(* (+ maxCos -1.0) (* (- 1.0 maxCos) (* ux ux)))))
(* 2.0 (* uy PI)))
(*
(* uy (fma 2.0 PI (* -1.3333333333333333 (* (* uy uy) (* PI (* PI PI))))))
(sqrt (* ux (fma maxCos -2.0 2.0))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if ((2.0f * uy) <= 0.003000000026077032f) {
tmp = sqrtf(fmaf(ux, fmaf(maxCos, -2.0f, 2.0f), ((maxCos + -1.0f) * ((1.0f - maxCos) * (ux * ux))))) * (2.0f * (uy * ((float) M_PI)));
} else {
tmp = (uy * fmaf(2.0f, ((float) M_PI), (-1.3333333333333333f * ((uy * uy) * (((float) M_PI) * (((float) M_PI) * ((float) M_PI))))))) * sqrtf((ux * fmaf(maxCos, -2.0f, 2.0f)));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (Float32(Float32(2.0) * uy) <= Float32(0.003000000026077032)) tmp = Float32(sqrt(fma(ux, fma(maxCos, Float32(-2.0), Float32(2.0)), Float32(Float32(maxCos + Float32(-1.0)) * Float32(Float32(Float32(1.0) - maxCos) * Float32(ux * ux))))) * Float32(Float32(2.0) * Float32(uy * Float32(pi)))); else tmp = Float32(Float32(uy * fma(Float32(2.0), Float32(pi), Float32(Float32(-1.3333333333333333) * Float32(Float32(uy * uy) * Float32(Float32(pi) * Float32(Float32(pi) * Float32(pi))))))) * sqrt(Float32(ux * fma(maxCos, Float32(-2.0), Float32(2.0))))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;2 \cdot uy \leq 0.003000000026077032:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(ux, \mathsf{fma}\left(maxCos, -2, 2\right), \left(maxCos + -1\right) \cdot \left(\left(1 - maxCos\right) \cdot \left(ux \cdot ux\right)\right)\right)} \cdot \left(2 \cdot \left(uy \cdot \pi\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\left(uy \cdot \mathsf{fma}\left(2, \pi, -1.3333333333333333 \cdot \left(\left(uy \cdot uy\right) \cdot \left(\pi \cdot \left(\pi \cdot \pi\right)\right)\right)\right)\right) \cdot \sqrt{ux \cdot \mathsf{fma}\left(maxCos, -2, 2\right)}\\
\end{array}
\end{array}
if (*.f32 uy #s(literal 2 binary32)) < 0.00300000003Initial program 58.0%
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 rewrites98.5%
lift-*.f32N/A
*-commutativeN/A
lower-*.f3298.5
Applied rewrites98.6%
Taylor expanded in uy around 0
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f3297.0
Applied rewrites97.0%
if 0.00300000003 < (*.f32 uy #s(literal 2 binary32)) Initial program 58.7%
Taylor expanded in maxCos around 0
unpow2N/A
lower-*.f32N/A
lower--.f32N/A
lower--.f3256.8
Applied rewrites56.8%
Taylor expanded in ux around 0
Applied rewrites59.5%
Taylor expanded in uy around 0
lower-*.f32N/A
+-commutativeN/A
lower-fma.f32N/A
lower-PI.f32N/A
lower-*.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.f3244.1
Applied rewrites44.1%
Taylor expanded in ux around 0
cancel-sign-sub-invN/A
metadata-evalN/A
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f3255.1
Applied rewrites55.1%
Final simplification84.4%
(FPCore (ux uy maxCos)
:precision binary32
(*
(sqrt
(fma
ux
(fma maxCos -2.0 2.0)
(* (+ maxCos -1.0) (* (- 1.0 maxCos) (* ux ux)))))
(* 2.0 (* uy PI))))
float code(float ux, float uy, float maxCos) {
return sqrtf(fmaf(ux, fmaf(maxCos, -2.0f, 2.0f), ((maxCos + -1.0f) * ((1.0f - maxCos) * (ux * ux))))) * (2.0f * (uy * ((float) M_PI)));
}
function code(ux, uy, maxCos) return Float32(sqrt(fma(ux, fma(maxCos, Float32(-2.0), Float32(2.0)), Float32(Float32(maxCos + Float32(-1.0)) * Float32(Float32(Float32(1.0) - maxCos) * Float32(ux * ux))))) * Float32(Float32(2.0) * Float32(uy * Float32(pi)))) end
\begin{array}{l}
\\
\sqrt{\mathsf{fma}\left(ux, \mathsf{fma}\left(maxCos, -2, 2\right), \left(maxCos + -1\right) \cdot \left(\left(1 - maxCos\right) \cdot \left(ux \cdot ux\right)\right)\right)} \cdot \left(2 \cdot \left(uy \cdot \pi\right)\right)
\end{array}
Initial program 58.2%
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 rewrites98.4%
lift-*.f32N/A
*-commutativeN/A
lower-*.f3298.4
Applied rewrites98.5%
Taylor expanded in uy around 0
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f3280.8
Applied rewrites80.8%
(FPCore (ux uy maxCos) :precision binary32 (* (sqrt (* ux (fma -2.0 maxCos (fma (fma ux maxCos (- ux)) (- 1.0 maxCos) 2.0)))) (* 2.0 (* uy PI))))
float code(float ux, float uy, float maxCos) {
return sqrtf((ux * fmaf(-2.0f, maxCos, fmaf(fmaf(ux, maxCos, -ux), (1.0f - maxCos), 2.0f)))) * (2.0f * (uy * ((float) M_PI)));
}
function code(ux, uy, maxCos) return Float32(sqrt(Float32(ux * fma(Float32(-2.0), maxCos, fma(fma(ux, maxCos, Float32(-ux)), Float32(Float32(1.0) - maxCos), Float32(2.0))))) * Float32(Float32(2.0) * Float32(uy * Float32(pi)))) end
\begin{array}{l}
\\
\sqrt{ux \cdot \mathsf{fma}\left(-2, maxCos, \mathsf{fma}\left(\mathsf{fma}\left(ux, maxCos, -ux\right), 1 - maxCos, 2\right)\right)} \cdot \left(2 \cdot \left(uy \cdot \pi\right)\right)
\end{array}
Initial program 58.2%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
mul-1-negN/A
unpow2N/A
associate-*r*N/A
distribute-rgt-neg-inN/A
sub-negN/A
metadata-evalN/A
distribute-neg-inN/A
mul-1-negN/A
metadata-evalN/A
+-commutativeN/A
lower-fma.f32N/A
Applied rewrites98.5%
Taylor expanded in uy around 0
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f3280.8
Applied rewrites80.8%
Final simplification80.8%
(FPCore (ux uy maxCos) :precision binary32 (* (* 2.0 (* uy PI)) (sqrt (* (* ux ux) (+ -1.0 (/ 2.0 ux))))))
float code(float ux, float uy, float maxCos) {
return (2.0f * (uy * ((float) M_PI))) * sqrtf(((ux * ux) * (-1.0f + (2.0f / ux))));
}
function code(ux, uy, maxCos) return Float32(Float32(Float32(2.0) * Float32(uy * Float32(pi))) * sqrt(Float32(Float32(ux * ux) * Float32(Float32(-1.0) + Float32(Float32(2.0) / ux))))) end
function tmp = code(ux, uy, maxCos) tmp = (single(2.0) * (uy * single(pi))) * sqrt(((ux * ux) * (single(-1.0) + (single(2.0) / ux)))); end
\begin{array}{l}
\\
\left(2 \cdot \left(uy \cdot \pi\right)\right) \cdot \sqrt{\left(ux \cdot ux\right) \cdot \left(-1 + \frac{2}{ux}\right)}
\end{array}
Initial program 58.2%
Taylor expanded in uy around 0
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-*.f32N/A
Applied rewrites51.1%
Taylor expanded in maxCos around 0
Applied rewrites49.5%
Taylor expanded in ux around inf
Applied rewrites76.9%
Final simplification76.9%
(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(Float32(2.0) * 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}
\\
\left(2 \cdot \left(uy \cdot \pi\right)\right) \cdot \sqrt{ux \cdot \left(2 - ux\right)}
\end{array}
Initial program 58.2%
Taylor expanded in uy around 0
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-*.f32N/A
Applied rewrites51.1%
Taylor expanded in maxCos around 0
Applied rewrites49.5%
Taylor expanded in ux around 0
Applied rewrites76.8%
Final simplification76.8%
(FPCore (ux uy maxCos) :precision binary32 (* (* 2.0 (* uy PI)) (sqrt (* ux 2.0))))
float code(float ux, float uy, float maxCos) {
return (2.0f * (uy * ((float) M_PI))) * sqrtf((ux * 2.0f));
}
function code(ux, uy, maxCos) return Float32(Float32(Float32(2.0) * Float32(uy * Float32(pi))) * sqrt(Float32(ux * Float32(2.0)))) end
function tmp = code(ux, uy, maxCos) tmp = (single(2.0) * (uy * single(pi))) * sqrt((ux * single(2.0))); end
\begin{array}{l}
\\
\left(2 \cdot \left(uy \cdot \pi\right)\right) \cdot \sqrt{ux \cdot 2}
\end{array}
Initial program 58.2%
Taylor expanded in uy around 0
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
lower-*.f32N/A
Applied rewrites51.1%
Taylor expanded in maxCos around 0
Applied rewrites49.5%
Taylor expanded in ux around 0
Applied rewrites63.7%
Final simplification63.7%
herbie shell --seed 2024227
(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)))))))