
(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
(*
(sin (* (* uy 2.0) PI))
(sqrt
(fma
(fma (+ maxCos -1.0) (* ux (- 1.0 maxCos)) (* maxCos -2.0))
ux
(* 2.0 ux)))))
float code(float ux, float uy, float maxCos) {
return sinf(((uy * 2.0f) * ((float) M_PI))) * sqrtf(fmaf(fmaf((maxCos + -1.0f), (ux * (1.0f - maxCos)), (maxCos * -2.0f)), ux, (2.0f * ux)));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(fma(fma(Float32(maxCos + Float32(-1.0)), Float32(ux * Float32(Float32(1.0) - maxCos)), Float32(maxCos * Float32(-2.0))), 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(\mathsf{fma}\left(maxCos + -1, ux \cdot \left(1 - maxCos\right), maxCos \cdot -2\right), ux, 2 \cdot ux\right)}
\end{array}
Initial program 57.3%
Taylor expanded in ux around 0
*-lowering-*.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
accelerator-lowering-fma.f32N/A
Simplified98.4%
associate-+r+N/A
distribute-rgt-inN/A
accelerator-lowering-fma.f32N/A
Applied egg-rr98.4%
(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 57.3%
Taylor expanded in ux around 0
*-lowering-*.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
accelerator-lowering-fma.f32N/A
Simplified98.4%
(FPCore (ux uy maxCos) :precision binary32 (* (sqrt (* ux (- (fma (+ maxCos -1.0) (fma ux (- 1.0 maxCos) -1.0) 1.0) maxCos))) (sin (* uy (* 2.0 PI)))))
float code(float ux, float uy, float maxCos) {
return sqrtf((ux * (fmaf((maxCos + -1.0f), fmaf(ux, (1.0f - maxCos), -1.0f), 1.0f) - maxCos))) * sinf((uy * (2.0f * ((float) M_PI))));
}
function code(ux, uy, maxCos) return Float32(sqrt(Float32(ux * Float32(fma(Float32(maxCos + Float32(-1.0)), fma(ux, Float32(Float32(1.0) - maxCos), Float32(-1.0)), Float32(1.0)) - maxCos))) * sin(Float32(uy * Float32(Float32(2.0) * Float32(pi))))) end
\begin{array}{l}
\\
\sqrt{ux \cdot \left(\mathsf{fma}\left(maxCos + -1, \mathsf{fma}\left(ux, 1 - maxCos, -1\right), 1\right) - maxCos\right)} \cdot \sin \left(uy \cdot \left(2 \cdot \pi\right)\right)
\end{array}
Initial program 57.3%
*-commutativeN/A
*-lowering-*.f32N/A
Applied egg-rr57.6%
Taylor expanded in ux around 0
*-lowering-*.f32N/A
--lowering--.f32N/A
+-commutativeN/A
+-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
metadata-evalN/A
sub-negN/A
accelerator-lowering-fma.f32N/A
sub-negN/A
metadata-evalN/A
+-lowering-+.f32N/A
sub-negN/A
metadata-evalN/A
accelerator-lowering-fma.f32N/A
--lowering--.f3298.3
Simplified98.3%
(FPCore (ux uy maxCos) :precision binary32 (* (sin (* (* uy 2.0) PI)) (sqrt (fma ux (- 2.0 ux) (* maxCos (* ux (fma 2.0 ux -2.0)))))))
float code(float ux, float uy, float maxCos) {
return sinf(((uy * 2.0f) * ((float) M_PI))) * sqrtf(fmaf(ux, (2.0f - ux), (maxCos * (ux * fmaf(2.0f, ux, -2.0f)))));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(fma(ux, Float32(Float32(2.0) - ux), Float32(maxCos * Float32(ux * fma(Float32(2.0), ux, Float32(-2.0))))))) end
\begin{array}{l}
\\
\sin \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(2, ux, -2\right)\right)\right)}
\end{array}
Initial program 57.3%
Taylor expanded in ux around 0
*-lowering-*.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
accelerator-lowering-fma.f32N/A
Simplified98.4%
Taylor expanded in maxCos around 0
+-commutativeN/A
accelerator-lowering-fma.f32N/A
mul-1-negN/A
unsub-negN/A
--lowering--.f32N/A
*-lowering-*.f32N/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
accelerator-lowering-fma.f3297.8
Simplified97.8%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (* uy 2.0) 0.02800000086426735)
(*
(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) <= 0.02800000086426735f) {
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(0.02800000086426735)) 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(-1.3333333333333333), Float32(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 0.02800000086426735:\\
\;\;\;\;\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, \left(uy \cdot uy\right) \cdot \left(\pi \cdot \left(\pi \cdot \pi\right)\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)) < 0.0280000009Initial program 56.8%
Taylor expanded in ux around 0
*-lowering-*.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
accelerator-lowering-fma.f32N/A
Simplified98.5%
Taylor expanded in uy around 0
*-lowering-*.f32N/A
accelerator-lowering-fma.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
cube-multN/A
*-lowering-*.f32N/A
PI-lowering-PI.f32N/A
*-lowering-*.f32N/A
PI-lowering-PI.f32N/A
PI-lowering-PI.f32N/A
*-lowering-*.f32N/A
PI-lowering-PI.f3298.5
Simplified98.5%
if 0.0280000009 < (*.f32 uy #s(literal 2 binary32)) Initial program 59.1%
Taylor expanded in ux around 0
+-commutativeN/A
accelerator-lowering-fma.f32N/A
associate--l+N/A
*-commutativeN/A
accelerator-lowering-fma.f32N/A
sub-negN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
accelerator-lowering-fma.f32N/A
sub-negN/A
metadata-evalN/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-lowering-+.f3261.2
Simplified61.2%
Taylor expanded in maxCos around 0
associate-*r*N/A
sub-negN/A
metadata-evalN/A
distribute-lft-inN/A
mul-1-negN/A
distribute-lft-neg-inN/A
distribute-rgt-neg-inN/A
mul-1-negN/A
mul-1-negN/A
distribute-lft-neg-inN/A
distribute-rgt-neg-inN/A
metadata-evalN/A
distribute-lft-inN/A
+-commutativeN/A
*-lowering-*.f32N/A
mul-1-negN/A
unsub-negN/A
--lowering--.f3291.0
Simplified91.0%
Final simplification97.0%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (* uy 2.0) 0.11999999731779099)
(*
(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 (* 2.0 ux)))))
float code(float ux, float uy, float maxCos) {
float tmp;
if ((uy * 2.0f) <= 0.11999999731779099f) {
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((2.0f * ux));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (Float32(uy * Float32(2.0)) <= Float32(0.11999999731779099)) 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(-1.3333333333333333), Float32(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(Float32(2.0) * ux))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \cdot 2 \leq 0.11999999731779099:\\
\;\;\;\;\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, \left(uy \cdot uy\right) \cdot \left(\pi \cdot \left(\pi \cdot \pi\right)\right), 2 \cdot \pi\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\sin \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)) < 0.119999997Initial program 57.4%
Taylor expanded in ux around 0
*-lowering-*.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
accelerator-lowering-fma.f32N/A
Simplified98.5%
Taylor expanded in uy around 0
*-lowering-*.f32N/A
accelerator-lowering-fma.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
cube-multN/A
*-lowering-*.f32N/A
PI-lowering-PI.f32N/A
*-lowering-*.f32N/A
PI-lowering-PI.f32N/A
PI-lowering-PI.f32N/A
*-lowering-*.f32N/A
PI-lowering-PI.f3296.9
Simplified96.9%
if 0.119999997 < (*.f32 uy #s(literal 2 binary32)) Initial program 56.4%
Taylor expanded in ux around 0
+-commutativeN/A
accelerator-lowering-fma.f32N/A
sub-negN/A
*-commutativeN/A
metadata-evalN/A
accelerator-lowering-fma.f3244.1
Simplified44.1%
Taylor expanded in maxCos around 0
*-lowering-*.f3271.8
Simplified71.8%
Final simplification93.6%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (+ (- 1.0 ux) (* maxCos ux)) 0.9999955296516418)
(*
PI
(*
uy
(*
2.0
(sqrt
(fma
ux
(- 1.0 maxCos)
(* (fma ux (- 1.0 maxCos) 0.0) (fma ux (+ maxCos -1.0) 1.0)))))))
(*
(sqrt (* ux (fma -2.0 maxCos 2.0)))
(*
uy
(fma (* -1.3333333333333333 (* uy uy)) (* PI (* PI PI)) (* 2.0 PI))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (((1.0f - ux) + (maxCos * ux)) <= 0.9999955296516418f) {
tmp = ((float) M_PI) * (uy * (2.0f * sqrtf(fmaf(ux, (1.0f - maxCos), (fmaf(ux, (1.0f - maxCos), 0.0f) * fmaf(ux, (maxCos + -1.0f), 1.0f))))));
} else {
tmp = sqrtf((ux * fmaf(-2.0f, maxCos, 2.0f))) * (uy * fmaf((-1.3333333333333333f * (uy * uy)), (((float) M_PI) * (((float) M_PI) * ((float) M_PI))), (2.0f * ((float) M_PI))));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (Float32(Float32(Float32(1.0) - ux) + Float32(maxCos * ux)) <= Float32(0.9999955296516418)) tmp = Float32(Float32(pi) * Float32(uy * Float32(Float32(2.0) * sqrt(fma(ux, Float32(Float32(1.0) - maxCos), Float32(fma(ux, Float32(Float32(1.0) - maxCos), Float32(0.0)) * fma(ux, Float32(maxCos + Float32(-1.0)), Float32(1.0)))))))); else tmp = Float32(sqrt(Float32(ux * fma(Float32(-2.0), maxCos, 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 return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\left(1 - ux\right) + maxCos \cdot ux \leq 0.9999955296516418:\\
\;\;\;\;\pi \cdot \left(uy \cdot \left(2 \cdot \sqrt{\mathsf{fma}\left(ux, 1 - maxCos, \mathsf{fma}\left(ux, 1 - maxCos, 0\right) \cdot \mathsf{fma}\left(ux, maxCos + -1, 1\right)\right)}\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\sqrt{ux \cdot \mathsf{fma}\left(-2, maxCos, 2\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}
\end{array}
if (+.f32 (-.f32 #s(literal 1 binary32) ux) (*.f32 ux maxCos)) < 0.99999553Initial program 82.2%
Taylor expanded in uy around 0
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
*-lowering-*.f32N/A
Simplified70.3%
distribute-lft-inN/A
associate-+l+N/A
*-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
neg-mul-1N/A
distribute-lft-neg-outN/A
accelerator-lowering-fma.f32N/A
Applied egg-rr72.1%
associate-*r*N/A
associate-*r*N/A
*-lowering-*.f32N/A
Applied egg-rr82.7%
if 0.99999553 < (+.f32 (-.f32 #s(literal 1 binary32) ux) (*.f32 ux maxCos)) Initial program 25.2%
sub-negN/A
+-commutativeN/A
distribute-rgt-inN/A
distribute-neg-inN/A
associate-+l+N/A
distribute-rgt-neg-inN/A
flip3--N/A
div-invN/A
associate-*l*N/A
accelerator-lowering-fma.f32N/A
Applied egg-rr24.9%
Taylor expanded in uy around 0
*-lowering-*.f32N/A
accelerator-lowering-fma.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
cube-multN/A
*-lowering-*.f32N/A
PI-lowering-PI.f32N/A
*-lowering-*.f32N/A
PI-lowering-PI.f32N/A
PI-lowering-PI.f32N/A
*-lowering-*.f32N/A
PI-lowering-PI.f3223.6
Simplified23.6%
Taylor expanded in ux around -inf
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
--lowering--.f32N/A
+-commutativeN/A
accelerator-lowering-fma.f32N/A
--lowering--.f32N/A
mul-1-negN/A
neg-sub0N/A
--lowering--.f32N/A
/-lowering-/.f32N/A
sub-negN/A
metadata-evalN/A
accelerator-lowering-fma.f32N/A
--lowering--.f3288.0
Simplified88.0%
Taylor expanded in ux around 0
cancel-sign-sub-invN/A
metadata-evalN/A
*-lowering-*.f32N/A
sqrt-lowering-sqrt.f32N/A
metadata-evalN/A
cancel-sign-sub-invN/A
*-lowering-*.f32N/A
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
accelerator-lowering-fma.f32N/A
*-lowering-*.f32N/A
Simplified87.2%
Final simplification84.7%
(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(-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(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, \left(uy \cdot uy\right) \cdot \left(\pi \cdot \left(\pi \cdot \pi\right)\right), 2 \cdot \pi\right)\right)
\end{array}
Initial program 57.3%
Taylor expanded in ux around 0
*-lowering-*.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
accelerator-lowering-fma.f32N/A
Simplified98.4%
Taylor expanded in uy around 0
*-lowering-*.f32N/A
accelerator-lowering-fma.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
cube-multN/A
*-lowering-*.f32N/A
PI-lowering-PI.f32N/A
*-lowering-*.f32N/A
PI-lowering-PI.f32N/A
PI-lowering-PI.f32N/A
*-lowering-*.f32N/A
PI-lowering-PI.f3288.3
Simplified88.3%
Final simplification88.3%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= uy 0.0005600000149570405)
(*
PI
(*
uy
(*
2.0
(sqrt
(fma
ux
(- 1.0 maxCos)
(* (fma ux (- 1.0 maxCos) 0.0) (fma ux (+ maxCos -1.0) 1.0)))))))
(*
(*
(* uy ux)
(fma (* -1.3333333333333333 (* uy uy)) (* PI (* PI PI)) (* 2.0 PI)))
(sqrt (+ -1.0 (/ 2.0 ux))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (uy <= 0.0005600000149570405f) {
tmp = ((float) M_PI) * (uy * (2.0f * sqrtf(fmaf(ux, (1.0f - maxCos), (fmaf(ux, (1.0f - maxCos), 0.0f) * fmaf(ux, (maxCos + -1.0f), 1.0f))))));
} else {
tmp = ((uy * ux) * fmaf((-1.3333333333333333f * (uy * uy)), (((float) M_PI) * (((float) M_PI) * ((float) M_PI))), (2.0f * ((float) M_PI)))) * sqrtf((-1.0f + (2.0f / ux)));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (uy <= Float32(0.0005600000149570405)) tmp = Float32(Float32(pi) * Float32(uy * Float32(Float32(2.0) * sqrt(fma(ux, Float32(Float32(1.0) - maxCos), Float32(fma(ux, Float32(Float32(1.0) - maxCos), Float32(0.0)) * fma(ux, Float32(maxCos + Float32(-1.0)), Float32(1.0)))))))); else tmp = Float32(Float32(Float32(uy * ux) * fma(Float32(Float32(-1.3333333333333333) * Float32(uy * uy)), Float32(Float32(pi) * Float32(Float32(pi) * Float32(pi))), Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(Float32(-1.0) + Float32(Float32(2.0) / ux)))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \leq 0.0005600000149570405:\\
\;\;\;\;\pi \cdot \left(uy \cdot \left(2 \cdot \sqrt{\mathsf{fma}\left(ux, 1 - maxCos, \mathsf{fma}\left(ux, 1 - maxCos, 0\right) \cdot \mathsf{fma}\left(ux, maxCos + -1, 1\right)\right)}\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\left(\left(uy \cdot ux\right) \cdot \mathsf{fma}\left(-1.3333333333333333 \cdot \left(uy \cdot uy\right), \pi \cdot \left(\pi \cdot \pi\right), 2 \cdot \pi\right)\right) \cdot \sqrt{-1 + \frac{2}{ux}}\\
\end{array}
\end{array}
if uy < 5.60000015e-4Initial program 58.6%
Taylor expanded in uy around 0
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
*-lowering-*.f32N/A
Simplified58.6%
distribute-lft-inN/A
associate-+l+N/A
*-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
neg-mul-1N/A
distribute-lft-neg-outN/A
accelerator-lowering-fma.f32N/A
Applied egg-rr65.4%
associate-*r*N/A
associate-*r*N/A
*-lowering-*.f32N/A
Applied egg-rr97.9%
if 5.60000015e-4 < uy Initial program 54.5%
sub-negN/A
+-commutativeN/A
distribute-rgt-inN/A
distribute-neg-inN/A
associate-+l+N/A
distribute-rgt-neg-inN/A
flip3--N/A
div-invN/A
associate-*l*N/A
accelerator-lowering-fma.f32N/A
Applied egg-rr54.1%
Taylor expanded in uy around 0
*-lowering-*.f32N/A
accelerator-lowering-fma.f32N/A
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
cube-multN/A
*-lowering-*.f32N/A
PI-lowering-PI.f32N/A
*-lowering-*.f32N/A
PI-lowering-PI.f32N/A
PI-lowering-PI.f32N/A
*-lowering-*.f32N/A
PI-lowering-PI.f3239.6
Simplified39.6%
Taylor expanded in ux around -inf
*-lowering-*.f32N/A
unpow2N/A
*-lowering-*.f32N/A
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
--lowering--.f32N/A
+-commutativeN/A
accelerator-lowering-fma.f32N/A
--lowering--.f32N/A
mul-1-negN/A
neg-sub0N/A
--lowering--.f32N/A
/-lowering-/.f32N/A
sub-negN/A
metadata-evalN/A
accelerator-lowering-fma.f32N/A
--lowering--.f3267.3
Simplified67.3%
Taylor expanded in maxCos around 0
*-lowering-*.f32N/A
Simplified62.9%
Final simplification86.4%
(FPCore (ux uy maxCos)
:precision binary32
(*
PI
(*
uy
(*
2.0
(sqrt
(fma
ux
(- 1.0 maxCos)
(* (fma ux (- 1.0 maxCos) 0.0) (fma ux (+ maxCos -1.0) 1.0))))))))
float code(float ux, float uy, float maxCos) {
return ((float) M_PI) * (uy * (2.0f * sqrtf(fmaf(ux, (1.0f - maxCos), (fmaf(ux, (1.0f - maxCos), 0.0f) * fmaf(ux, (maxCos + -1.0f), 1.0f))))));
}
function code(ux, uy, maxCos) return Float32(Float32(pi) * Float32(uy * Float32(Float32(2.0) * sqrt(fma(ux, Float32(Float32(1.0) - maxCos), Float32(fma(ux, Float32(Float32(1.0) - maxCos), Float32(0.0)) * fma(ux, Float32(maxCos + Float32(-1.0)), Float32(1.0)))))))) end
\begin{array}{l}
\\
\pi \cdot \left(uy \cdot \left(2 \cdot \sqrt{\mathsf{fma}\left(ux, 1 - maxCos, \mathsf{fma}\left(ux, 1 - maxCos, 0\right) \cdot \mathsf{fma}\left(ux, maxCos + -1, 1\right)\right)}\right)\right)
\end{array}
Initial program 57.3%
Taylor expanded in uy around 0
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
*-lowering-*.f32N/A
Simplified49.9%
distribute-lft-inN/A
associate-+l+N/A
*-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
neg-mul-1N/A
distribute-lft-neg-outN/A
accelerator-lowering-fma.f32N/A
Applied egg-rr56.5%
associate-*r*N/A
associate-*r*N/A
*-lowering-*.f32N/A
Applied egg-rr81.3%
Final simplification81.3%
(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 57.3%
Taylor expanded in ux around 0
*-lowering-*.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
accelerator-lowering-fma.f32N/A
Simplified98.4%
Taylor expanded in uy around 0
*-lowering-*.f32N/A
*-lowering-*.f32N/A
PI-lowering-PI.f3281.2
Simplified81.2%
Final simplification81.2%
(FPCore (ux uy maxCos) :precision binary32 (* (* 2.0 (* uy PI)) (sqrt (* (- 1.0 maxCos) (fma ux (fma ux (+ maxCos -1.0) 1.0) ux)))))
float code(float ux, float uy, float maxCos) {
return (2.0f * (uy * ((float) M_PI))) * sqrtf(((1.0f - maxCos) * fmaf(ux, fmaf(ux, (maxCos + -1.0f), 1.0f), ux)));
}
function code(ux, uy, maxCos) return Float32(Float32(Float32(2.0) * Float32(uy * Float32(pi))) * sqrt(Float32(Float32(Float32(1.0) - maxCos) * fma(ux, fma(ux, Float32(maxCos + Float32(-1.0)), Float32(1.0)), ux)))) end
\begin{array}{l}
\\
\left(2 \cdot \left(uy \cdot \pi\right)\right) \cdot \sqrt{\left(1 - maxCos\right) \cdot \mathsf{fma}\left(ux, \mathsf{fma}\left(ux, maxCos + -1, 1\right), ux\right)}
\end{array}
Initial program 57.3%
Taylor expanded in uy around 0
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
*-lowering-*.f32N/A
Simplified49.9%
distribute-lft-inN/A
associate-+l+N/A
*-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
neg-mul-1N/A
distribute-lft-neg-outN/A
accelerator-lowering-fma.f32N/A
Applied egg-rr56.5%
Taylor expanded in uy around 0
associate-*r*N/A
*-lowering-*.f32N/A
*-lowering-*.f32N/A
*-lowering-*.f32N/A
PI-lowering-PI.f32N/A
sqrt-lowering-sqrt.f32N/A
associate-*r*N/A
distribute-rgt-outN/A
*-lowering-*.f32N/A
--lowering--.f32N/A
accelerator-lowering-fma.f32N/A
+-commutativeN/A
accelerator-lowering-fma.f32N/A
sub-negN/A
metadata-evalN/A
+-lowering-+.f3281.2
Simplified81.2%
(FPCore (ux uy maxCos) :precision binary32 (* (* 2.0 (* uy PI)) (sqrt (* ux (- 0.0 (+ ux -2.0))))))
float code(float ux, float uy, float maxCos) {
return (2.0f * (uy * ((float) M_PI))) * sqrtf((ux * (0.0f - (ux + -2.0f))));
}
function code(ux, uy, maxCos) return Float32(Float32(Float32(2.0) * Float32(uy * Float32(pi))) * sqrt(Float32(ux * Float32(Float32(0.0) - Float32(ux + Float32(-2.0)))))) end
function tmp = code(ux, uy, maxCos) tmp = (single(2.0) * (uy * single(pi))) * sqrt((ux * (single(0.0) - (ux + single(-2.0))))); end
\begin{array}{l}
\\
\left(2 \cdot \left(uy \cdot \pi\right)\right) \cdot \sqrt{ux \cdot \left(0 - \left(ux + -2\right)\right)}
\end{array}
Initial program 57.3%
Taylor expanded in ux around 0
+-commutativeN/A
accelerator-lowering-fma.f32N/A
associate--l+N/A
*-commutativeN/A
accelerator-lowering-fma.f32N/A
sub-negN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
accelerator-lowering-fma.f32N/A
sub-negN/A
metadata-evalN/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-lowering-+.f3260.2
Simplified60.2%
Taylor expanded in uy around 0
*-lowering-*.f32N/A
*-lowering-*.f32N/A
PI-lowering-PI.f3252.3
Simplified52.3%
Taylor expanded in maxCos around 0
mul-1-negN/A
neg-sub0N/A
--lowering--.f32N/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-lowering-+.f3276.5
Simplified76.5%
Final simplification76.5%
(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(Float32(2.0) * Float32(uy * Float32(pi))) * sqrt(fma(ux, Float32(Float32(1.0) - ux), ux))) end
\begin{array}{l}
\\
\left(2 \cdot \left(uy \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(ux, 1 - ux, ux\right)}
\end{array}
Initial program 57.3%
Taylor expanded in uy around 0
associate-*r*N/A
*-commutativeN/A
associate-*r*N/A
*-commutativeN/A
*-lowering-*.f32N/A
Simplified49.9%
distribute-lft-inN/A
associate-+l+N/A
*-commutativeN/A
distribute-lft-inN/A
metadata-evalN/A
neg-mul-1N/A
distribute-lft-neg-outN/A
accelerator-lowering-fma.f32N/A
Applied egg-rr56.5%
Taylor expanded in maxCos around 0
+-commutativeN/A
mul-1-negN/A
sub-negN/A
accelerator-lowering-fma.f32N/A
--lowering--.f3276.4
Simplified76.4%
Final simplification76.4%
(FPCore (ux uy maxCos) :precision binary32 (* (sqrt (* 2.0 ux)) (* 2.0 (* uy PI))))
float code(float ux, float uy, float maxCos) {
return sqrtf((2.0f * ux)) * (2.0f * (uy * ((float) M_PI)));
}
function code(ux, uy, maxCos) return Float32(sqrt(Float32(Float32(2.0) * ux)) * Float32(Float32(2.0) * Float32(uy * Float32(pi)))) end
function tmp = code(ux, uy, maxCos) tmp = sqrt((single(2.0) * ux)) * (single(2.0) * (uy * single(pi))); end
\begin{array}{l}
\\
\sqrt{2 \cdot ux} \cdot \left(2 \cdot \left(uy \cdot \pi\right)\right)
\end{array}
Initial program 57.3%
Taylor expanded in ux around 0
+-commutativeN/A
accelerator-lowering-fma.f32N/A
associate--l+N/A
*-commutativeN/A
accelerator-lowering-fma.f32N/A
sub-negN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
metadata-evalN/A
accelerator-lowering-fma.f32N/A
sub-negN/A
metadata-evalN/A
+-lowering-+.f32N/A
*-lowering-*.f32N/A
sub-negN/A
metadata-evalN/A
+-lowering-+.f3260.2
Simplified60.2%
Taylor expanded in uy around 0
*-lowering-*.f32N/A
*-lowering-*.f32N/A
PI-lowering-PI.f3252.3
Simplified52.3%
Taylor expanded in ux around 0
cancel-sign-sub-invN/A
metadata-evalN/A
*-lowering-*.f32N/A
+-commutativeN/A
*-commutativeN/A
accelerator-lowering-fma.f3265.3
Simplified65.3%
Taylor expanded in maxCos around 0
*-lowering-*.f3262.1
Simplified62.1%
Final simplification62.1%
herbie shell --seed 2024197
(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)))))))