
(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))))))
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(1 - ux\right) + ux \cdot maxCos\\
\sin \left(\left(uy \cdot 2\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sqrt{1 - t\_0 \cdot t\_0}
\end{array}
\end{array}
Sampling outcomes in binary32 precision:
Herbie found 13 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))))))
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(1 - ux\right) + ux \cdot maxCos\\
\sin \left(\left(uy \cdot 2\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sqrt{1 - t\_0 \cdot t\_0}
\end{array}
\end{array}
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (* (PI) uy)))
(*
(* 2.0 (* (sin t_0) (cos t_0)))
(sqrt
(* (- (fma (- ux) (pow (- maxCos 1.0) 2.0) 2.0) (* maxCos 2.0)) ux)))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{PI}\left(\right) \cdot uy\\
\left(2 \cdot \left(\sin t\_0 \cdot \cos t\_0\right)\right) \cdot \sqrt{\left(\mathsf{fma}\left(-ux, {\left(maxCos - 1\right)}^{2}, 2\right) - maxCos \cdot 2\right) \cdot ux}
\end{array}
\end{array}
Initial program 53.3%
Taylor expanded in ux around 0
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
+-commutativeN/A
associate-*r*N/A
mul-1-negN/A
lower-fma.f32N/A
lower-neg.f32N/A
lower-pow.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f3298.3
Applied rewrites98.3%
lift-sin.f32N/A
lift-*.f32N/A
lift-PI.f32N/A
lift-*.f32N/A
*-commutativeN/A
associate-*r*N/A
sin-2N/A
lower-*.f32N/A
lower-*.f32N/A
lower-sin.f32N/A
*-commutativeN/A
lower-*.f32N/A
lift-PI.f32N/A
lower-cos.f32N/A
*-commutativeN/A
lower-*.f32N/A
lift-PI.f3298.3
Applied rewrites98.3%
(FPCore (ux uy maxCos) :precision binary32 (* (sin (* (* uy 2.0) (PI))) (sqrt (* (- (fma (- ux) (pow (- maxCos 1.0) 2.0) 2.0) (* maxCos 2.0)) ux))))
\begin{array}{l}
\\
\sin \left(\left(uy \cdot 2\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sqrt{\left(\mathsf{fma}\left(-ux, {\left(maxCos - 1\right)}^{2}, 2\right) - maxCos \cdot 2\right) \cdot ux}
\end{array}
Initial program 53.3%
Taylor expanded in ux around 0
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
+-commutativeN/A
associate-*r*N/A
mul-1-negN/A
lower-fma.f32N/A
lower-neg.f32N/A
lower-pow.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f3298.3
Applied rewrites98.3%
(FPCore (ux uy maxCos)
:precision binary32
(*
(sin (* (* uy 2.0) (PI)))
(sqrt
(*
(- (fma (- ux) (fma (- maxCos 2.0) maxCos 1.0) 2.0) (* maxCos 2.0))
ux))))\begin{array}{l}
\\
\sin \left(\left(uy \cdot 2\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sqrt{\left(\mathsf{fma}\left(-ux, \mathsf{fma}\left(maxCos - 2, maxCos, 1\right), 2\right) - maxCos \cdot 2\right) \cdot ux}
\end{array}
Initial program 53.3%
Taylor expanded in ux around 0
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
+-commutativeN/A
associate-*r*N/A
mul-1-negN/A
lower-fma.f32N/A
lower-neg.f32N/A
lower-pow.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f3298.3
Applied rewrites98.3%
Taylor expanded in maxCos around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower--.f3298.3
Applied rewrites98.3%
(FPCore (ux uy maxCos) :precision binary32 (* (sin (* (* uy 2.0) (PI))) (sqrt (fma (* (- (* ux 2.0) 2.0) ux) maxCos (* (fma -1.0 ux 2.0) ux)))))
\begin{array}{l}
\\
\sin \left(\left(uy \cdot 2\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sqrt{\mathsf{fma}\left(\left(ux \cdot 2 - 2\right) \cdot ux, maxCos, \mathsf{fma}\left(-1, ux, 2\right) \cdot ux\right)}
\end{array}
Initial program 53.3%
Taylor expanded in ux around 0
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
+-commutativeN/A
associate-*r*N/A
mul-1-negN/A
lower-fma.f32N/A
lower-neg.f32N/A
lower-pow.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f3298.3
Applied rewrites98.3%
Taylor expanded in maxCos around 0
*-commutativeN/A
lower-fma.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f32N/A
*-commutativeN/A
lower-*.f32N/A
+-commutativeN/A
lower-fma.f3297.8
Applied rewrites97.8%
(FPCore (ux uy maxCos) :precision binary32 (* (sin (* (* uy 2.0) (PI))) (sqrt (* (+ (fma (- (* ux 2.0) 2.0) maxCos (- ux)) 2.0) ux))))
\begin{array}{l}
\\
\sin \left(\left(uy \cdot 2\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sqrt{\left(\mathsf{fma}\left(ux \cdot 2 - 2, maxCos, -ux\right) + 2\right) \cdot ux}
\end{array}
Initial program 53.3%
Taylor expanded in ux around 0
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
+-commutativeN/A
associate-*r*N/A
mul-1-negN/A
lower-fma.f32N/A
lower-neg.f32N/A
lower-pow.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f3298.3
Applied rewrites98.3%
Taylor expanded in maxCos around 0
+-commutativeN/A
lower-+.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f32N/A
mul-1-negN/A
lift-neg.f3297.7
Applied rewrites97.7%
(FPCore (ux uy maxCos) :precision binary32 (* (sin (* (* uy 2.0) (PI))) (sqrt (* (+ (fma -2.0 maxCos (- ux)) 2.0) ux))))
\begin{array}{l}
\\
\sin \left(\left(uy \cdot 2\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sqrt{\left(\mathsf{fma}\left(-2, maxCos, -ux\right) + 2\right) \cdot ux}
\end{array}
Initial program 53.3%
Taylor expanded in ux around 0
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
+-commutativeN/A
associate-*r*N/A
mul-1-negN/A
lower-fma.f32N/A
lower-neg.f32N/A
lower-pow.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f3298.3
Applied rewrites98.3%
Taylor expanded in maxCos around 0
+-commutativeN/A
lower-+.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f32N/A
mul-1-negN/A
lift-neg.f3297.7
Applied rewrites97.7%
Taylor expanded in ux around 0
Applied rewrites96.9%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= uy 3.9999998989515007e-5)
(*
(* 2.0 (* uy (PI)))
(sqrt
(*
(- (fma (- ux) (fma (- maxCos 2.0) maxCos 1.0) 2.0) (* maxCos 2.0))
ux)))
(* (sin (* (* uy 2.0) (PI))) (sqrt (* (- 2.0 ux) ux)))))\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \leq 3.9999998989515007 \cdot 10^{-5}:\\
\;\;\;\;\left(2 \cdot \left(uy \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \sqrt{\left(\mathsf{fma}\left(-ux, \mathsf{fma}\left(maxCos - 2, maxCos, 1\right), 2\right) - maxCos \cdot 2\right) \cdot ux}\\
\mathbf{else}:\\
\;\;\;\;\sin \left(\left(uy \cdot 2\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sqrt{\left(2 - ux\right) \cdot ux}\\
\end{array}
\end{array}
if uy < 3.9999999e-5Initial program 55.1%
Taylor expanded in ux around 0
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
+-commutativeN/A
associate-*r*N/A
mul-1-negN/A
lower-fma.f32N/A
lower-neg.f32N/A
lower-pow.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f3298.6
Applied rewrites98.6%
Taylor expanded in maxCos around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower--.f3298.6
Applied rewrites98.6%
Taylor expanded in uy around 0
lower-*.f32N/A
lower-*.f32N/A
lift-PI.f3298.6
Applied rewrites98.6%
if 3.9999999e-5 < uy Initial program 50.7%
Taylor expanded in ux around 0
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
+-commutativeN/A
associate-*r*N/A
mul-1-negN/A
lower-fma.f32N/A
lower-neg.f32N/A
lower-pow.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f3297.9
Applied rewrites97.9%
Taylor expanded in maxCos around 0
+-commutativeN/A
lower-+.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f32N/A
mul-1-negN/A
lift-neg.f3297.4
Applied rewrites97.4%
Taylor expanded in maxCos around 0
lower--.f3291.7
Applied rewrites91.7%
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (* (PI) (* 2.0 uy))) (t_1 (+ (- 1.0 ux) (* ux maxCos))))
(if (<= (sqrt (- 1.0 (* t_1 t_1))) 0.016499999910593033)
(* t_0 (sqrt (* ux (- 2.0 (* 2.0 maxCos)))))
(* t_0 (sqrt (- 1.0 (* t_1 (- 1.0 ux))))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := \mathsf{PI}\left(\right) \cdot \left(2 \cdot uy\right)\\
t_1 := \left(1 - ux\right) + ux \cdot maxCos\\
\mathbf{if}\;\sqrt{1 - t\_1 \cdot t\_1} \leq 0.016499999910593033:\\
\;\;\;\;t\_0 \cdot \sqrt{ux \cdot \left(2 - 2 \cdot maxCos\right)}\\
\mathbf{else}:\\
\;\;\;\;t\_0 \cdot \sqrt{1 - t\_1 \cdot \left(1 - ux\right)}\\
\end{array}
\end{array}
if (sqrt.f32 (-.f32 #s(literal 1 binary32) (*.f32 (+.f32 (-.f32 #s(literal 1 binary32) ux) (*.f32 ux maxCos)) (+.f32 (-.f32 #s(literal 1 binary32) ux) (*.f32 ux maxCos))))) < 0.0164999999Initial program 31.5%
Taylor expanded in uy around 0
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
lower-*.f32N/A
lift-PI.f32N/A
*-commutativeN/A
lower-*.f3229.4
Applied rewrites29.4%
Taylor expanded in ux around 0
pow27.3
*-commutative7.3
+-commutative7.3
pow27.3
Applied rewrites7.3%
Taylor expanded in ux around 0
metadata-evalN/A
fp-cancel-sign-sub-invN/A
lower-*.f32N/A
fp-cancel-sign-sub-invN/A
metadata-evalN/A
lower--.f32N/A
lower-*.f3277.2
Applied rewrites77.2%
if 0.0164999999 < (sqrt.f32 (-.f32 #s(literal 1 binary32) (*.f32 (+.f32 (-.f32 #s(literal 1 binary32) ux) (*.f32 ux maxCos)) (+.f32 (-.f32 #s(literal 1 binary32) ux) (*.f32 ux maxCos))))) Initial program 89.6%
Taylor expanded in uy around 0
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
lower-*.f32N/A
lift-PI.f32N/A
*-commutativeN/A
lower-*.f3278.6
Applied rewrites78.6%
Taylor expanded in maxCos around 0
*-commutativeN/A
+-commutativeN/A
lift--.f3276.3
Applied rewrites76.3%
Final simplification76.9%
(FPCore (ux uy maxCos)
:precision binary32
(*
(* 2.0 (* uy (PI)))
(sqrt
(*
(- (fma (- ux) (fma (- maxCos 2.0) maxCos 1.0) 2.0) (* maxCos 2.0))
ux))))\begin{array}{l}
\\
\left(2 \cdot \left(uy \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \sqrt{\left(\mathsf{fma}\left(-ux, \mathsf{fma}\left(maxCos - 2, maxCos, 1\right), 2\right) - maxCos \cdot 2\right) \cdot ux}
\end{array}
Initial program 53.3%
Taylor expanded in ux around 0
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
+-commutativeN/A
associate-*r*N/A
mul-1-negN/A
lower-fma.f32N/A
lower-neg.f32N/A
lower-pow.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f3298.3
Applied rewrites98.3%
Taylor expanded in maxCos around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower--.f3298.3
Applied rewrites98.3%
Taylor expanded in uy around 0
lower-*.f32N/A
lower-*.f32N/A
lift-PI.f3282.2
Applied rewrites82.2%
(FPCore (ux uy maxCos) :precision binary32 (* (* 2.0 (* uy (PI))) (sqrt (* (+ (fma (- (* ux 2.0) 2.0) maxCos (- ux)) 2.0) ux))))
\begin{array}{l}
\\
\left(2 \cdot \left(uy \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \sqrt{\left(\mathsf{fma}\left(ux \cdot 2 - 2, maxCos, -ux\right) + 2\right) \cdot ux}
\end{array}
Initial program 53.3%
Taylor expanded in ux around 0
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
+-commutativeN/A
associate-*r*N/A
mul-1-negN/A
lower-fma.f32N/A
lower-neg.f32N/A
lower-pow.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f3298.3
Applied rewrites98.3%
Taylor expanded in maxCos around 0
+-commutativeN/A
lower-+.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f32N/A
mul-1-negN/A
lift-neg.f3297.7
Applied rewrites97.7%
Taylor expanded in uy around 0
lower-*.f32N/A
lower-*.f32N/A
lift-PI.f3281.9
Applied rewrites81.9%
(FPCore (ux uy maxCos) :precision binary32 (* (* (PI) (* 2.0 uy)) (sqrt (* ux (- 2.0 (* 2.0 maxCos))))))
\begin{array}{l}
\\
\left(\mathsf{PI}\left(\right) \cdot \left(2 \cdot uy\right)\right) \cdot \sqrt{ux \cdot \left(2 - 2 \cdot maxCos\right)}
\end{array}
Initial program 53.3%
Taylor expanded in uy around 0
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
lower-*.f32N/A
lift-PI.f32N/A
*-commutativeN/A
lower-*.f3247.9
Applied rewrites47.9%
Taylor expanded in ux around 0
pow27.2
*-commutative7.2
+-commutative7.2
pow27.2
Applied rewrites7.2%
Taylor expanded in ux around 0
metadata-evalN/A
fp-cancel-sign-sub-invN/A
lower-*.f32N/A
fp-cancel-sign-sub-invN/A
metadata-evalN/A
lower--.f32N/A
lower-*.f3266.7
Applied rewrites66.7%
Final simplification66.7%
(FPCore (ux uy maxCos) :precision binary32 (* (* (PI) (* 2.0 uy)) (sqrt (* ux 2.0))))
\begin{array}{l}
\\
\left(\mathsf{PI}\left(\right) \cdot \left(2 \cdot uy\right)\right) \cdot \sqrt{ux \cdot 2}
\end{array}
Initial program 53.3%
Taylor expanded in uy around 0
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
lower-*.f32N/A
lift-PI.f32N/A
*-commutativeN/A
lower-*.f3247.9
Applied rewrites47.9%
Taylor expanded in ux around 0
pow27.2
*-commutative7.2
+-commutative7.2
pow27.2
Applied rewrites7.2%
Taylor expanded in ux around 0
metadata-evalN/A
fp-cancel-sign-sub-invN/A
lower-*.f32N/A
fp-cancel-sign-sub-invN/A
metadata-evalN/A
lower--.f32N/A
lower-*.f3266.7
Applied rewrites66.7%
Taylor expanded in maxCos around 0
Applied rewrites63.5%
Final simplification63.5%
(FPCore (ux uy maxCos) :precision binary32 (* (* (PI) (* 2.0 uy)) (sqrt (- 1.0 1.0))))
\begin{array}{l}
\\
\left(\mathsf{PI}\left(\right) \cdot \left(2 \cdot uy\right)\right) \cdot \sqrt{1 - 1}
\end{array}
Initial program 53.3%
Taylor expanded in uy around 0
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
lower-*.f32N/A
lift-PI.f32N/A
*-commutativeN/A
lower-*.f3247.9
Applied rewrites47.9%
Taylor expanded in ux around 0
pow27.2
*-commutative7.2
+-commutative7.2
pow27.2
Applied rewrites7.2%
herbie shell --seed 2025053
(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)))))))