
(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 11 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 (pow (- maxCos 1.0) 2.0)) (t_1 (* ux t_0)))
(*
(sin (* (* uy 2.0) (PI)))
(sqrt
(*
(-
(/
(- (* t_1 t_1) 4.0)
(/ (- (pow (* (- ux) t_0) 2.0) 4.0) (fma (- ux) t_0 2.0)))
(* maxCos 2.0))
ux)))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := {\left(maxCos - 1\right)}^{2}\\
t_1 := ux \cdot t\_0\\
\sin \left(\left(uy \cdot 2\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sqrt{\left(\frac{t\_1 \cdot t\_1 - 4}{\frac{{\left(\left(-ux\right) \cdot t\_0\right)}^{2} - 4}{\mathsf{fma}\left(-ux, t\_0, 2\right)}} - maxCos \cdot 2\right) \cdot ux}
\end{array}
\end{array}
Initial program 63.2%
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-neg.f32N/A
lift-fma.f32N/A
lift--.f32N/A
lift-pow.f32N/A
flip-+N/A
lower-/.f32N/A
Applied rewrites98.3%
lift--.f32N/A
lift-*.f32N/A
lift-neg.f32N/A
lift--.f32N/A
lift-pow.f32N/A
flip--N/A
metadata-evalN/A
flip-+N/A
metadata-evalN/A
lower-/.f32N/A
Applied rewrites98.4%
Final simplification98.4%
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (* ux (pow (- maxCos 1.0) 2.0))))
(*
(sin (* (* uy 2.0) (PI)))
(sqrt (* (- (/ (- (* t_0 t_0) 4.0) (- (+ t_0 2.0))) (* maxCos 2.0)) ux)))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := ux \cdot {\left(maxCos - 1\right)}^{2}\\
\sin \left(\left(uy \cdot 2\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sqrt{\left(\frac{t\_0 \cdot t\_0 - 4}{-\left(t\_0 + 2\right)} - maxCos \cdot 2\right) \cdot ux}
\end{array}
\end{array}
Initial program 63.2%
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-neg.f32N/A
lift-fma.f32N/A
lift--.f32N/A
lift-pow.f32N/A
flip-+N/A
lower-/.f32N/A
Applied rewrites98.3%
Final simplification98.3%
(FPCore (ux uy maxCos)
:precision binary32
(*
(sin (* (* uy 2.0) (PI)))
(sqrt
(*
(- (fma (- ux) (* (- maxCos 1.0) (- 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, \left(maxCos - 1\right) \cdot \left(maxCos - 1\right), 2\right) - maxCos \cdot 2\right) \cdot ux}
\end{array}
Initial program 63.2%
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--.f32N/A
lift-pow.f32N/A
unpow2N/A
lower-*.f32N/A
lift--.f32N/A
lift--.f3298.3
Applied rewrites98.3%
(FPCore (ux uy maxCos) :precision binary32 (* (sin (* (* uy 2.0) (PI))) (sqrt (* (+ 2.0 (fma -1.0 ux (* maxCos (- (* 2.0 ux) 2.0)))) ux))))
\begin{array}{l}
\\
\sin \left(\left(uy \cdot 2\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sqrt{\left(2 + \mathsf{fma}\left(-1, ux, maxCos \cdot \left(2 \cdot ux - 2\right)\right)\right) \cdot ux}
\end{array}
Initial program 63.2%
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
lower-+.f32N/A
lower-fma.f32N/A
lower-*.f32N/A
lower--.f32N/A
lower-*.f3297.0
Applied rewrites97.0%
(FPCore (ux uy maxCos) :precision binary32 (* (sin (* (* uy 2.0) (PI))) (sqrt (* (- (fma (- ux) 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, 1, 2\right) - maxCos \cdot 2\right) \cdot ux}
\end{array}
Initial program 63.2%
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
Applied rewrites96.0%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= maxCos 5.6000000768108293e-5)
(* (sin (* (* uy 2.0) (PI))) (sqrt (* (- 2.0 ux) ux)))
(*
(* 2.0 (* uy (PI)))
(sqrt
(*
(*
(* maxCos maxCos)
(fma
-1.0
ux
(/ (+ 2.0 (fma -2.0 ux (/ (+ (- 2.0) ux) maxCos))) (- maxCos))))
ux)))))\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;maxCos \leq 5.6000000768108293 \cdot 10^{-5}:\\
\;\;\;\;\sin \left(\left(uy \cdot 2\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sqrt{\left(2 - ux\right) \cdot ux}\\
\mathbf{else}:\\
\;\;\;\;\left(2 \cdot \left(uy \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \sqrt{\left(\left(maxCos \cdot maxCos\right) \cdot \mathsf{fma}\left(-1, ux, \frac{2 + \mathsf{fma}\left(-2, ux, \frac{\left(-2\right) + ux}{maxCos}\right)}{-maxCos}\right)\right) \cdot ux}\\
\end{array}
\end{array}
if maxCos < 5.60000008e-5Initial program 64.1%
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-*.f3298.2
Applied rewrites98.2%
Taylor expanded in maxCos around 0
lower-+.f32N/A
lower-*.f3297.6
Applied rewrites97.6%
Applied rewrites97.6%
if 5.60000008e-5 < maxCos Initial program 57.5%
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 -inf
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
lower-fma.f32N/A
lower-*.f32N/A
lower-/.f32N/A
Applied rewrites98.3%
Taylor expanded in uy around 0
lower-*.f32N/A
lower-*.f32N/A
lift-PI.f3288.1
Applied rewrites88.1%
Final simplification96.2%
(FPCore (ux uy maxCos) :precision binary32 (if (<= uy 0.006200000178068876) (* (* 2.0 (* uy (PI))) (sqrt (* (- 2.0 ux) ux))) (* (sin (* (* uy 2.0) (PI))) (sqrt (* 2.0 ux)))))
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \leq 0.006200000178068876:\\
\;\;\;\;\left(2 \cdot \left(uy \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \sqrt{\left(2 - ux\right) \cdot ux}\\
\mathbf{else}:\\
\;\;\;\;\sin \left(\left(uy \cdot 2\right) \cdot \mathsf{PI}\left(\right)\right) \cdot \sqrt{2 \cdot ux}\\
\end{array}
\end{array}
if uy < 0.00620000018Initial program 63.5%
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-*.f3298.5
Applied rewrites98.5%
Taylor expanded in maxCos around 0
lower-+.f32N/A
lower-*.f3290.7
Applied rewrites90.7%
Taylor expanded in uy around 0
lower-*.f32N/A
lower-*.f32N/A
lift-PI.f3286.2
Applied rewrites86.2%
if 0.00620000018 < uy Initial program 62.1%
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-*.f3297.4
Applied rewrites97.4%
Taylor expanded in maxCos around 0
lower-+.f32N/A
lower-*.f3292.4
Applied rewrites92.4%
Taylor expanded in ux around 0
Applied rewrites67.9%
Final simplification82.1%
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (* 2.0 (* uy (PI)))))
(if (<= maxCos 1.4599999811557018e-12)
(* t_0 (sqrt (* (- 2.0 ux) ux)))
(*
t_0
(sqrt
(*
(*
(* maxCos maxCos)
(fma
-1.0
ux
(/ (+ 2.0 (fma -2.0 ux (/ (+ (- 2.0) ux) maxCos))) (- maxCos))))
ux))))))\begin{array}{l}
\\
\begin{array}{l}
t_0 := 2 \cdot \left(uy \cdot \mathsf{PI}\left(\right)\right)\\
\mathbf{if}\;maxCos \leq 1.4599999811557018 \cdot 10^{-12}:\\
\;\;\;\;t\_0 \cdot \sqrt{\left(2 - ux\right) \cdot ux}\\
\mathbf{else}:\\
\;\;\;\;t\_0 \cdot \sqrt{\left(\left(maxCos \cdot maxCos\right) \cdot \mathsf{fma}\left(-1, ux, \frac{2 + \mathsf{fma}\left(-2, ux, \frac{\left(-2\right) + ux}{maxCos}\right)}{-maxCos}\right)\right) \cdot ux}\\
\end{array}
\end{array}
if maxCos < 1.45999998e-12Initial program 62.8%
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-*.f3298.4
Applied rewrites98.4%
Taylor expanded in maxCos around 0
lower-+.f32N/A
lower-*.f3298.4
Applied rewrites98.4%
Taylor expanded in uy around 0
lower-*.f32N/A
lower-*.f32N/A
lift-PI.f3279.8
Applied rewrites79.8%
if 1.45999998e-12 < maxCos Initial program 64.3%
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-*.f3298.1
Applied rewrites98.1%
Taylor expanded in maxCos around -inf
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
lower-fma.f32N/A
lower-*.f32N/A
lower-/.f32N/A
Applied rewrites97.7%
Taylor expanded in uy around 0
lower-*.f32N/A
lower-*.f32N/A
lift-PI.f3282.3
Applied rewrites82.3%
Final simplification80.5%
(FPCore (ux uy maxCos) :precision binary32 (* (* 2.0 (* uy (PI))) (sqrt (- 1.0 (fma (- ux 2.0) ux 1.0)))))
\begin{array}{l}
\\
\left(2 \cdot \left(uy \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \sqrt{1 - \mathsf{fma}\left(ux - 2, ux, 1\right)}
\end{array}
Initial program 63.2%
Taylor expanded in ux around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower--.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower-pow.f32N/A
lower--.f32N/A
*-commutativeN/A
lower-*.f3265.9
Applied rewrites65.9%
Taylor expanded in maxCos around 0
Applied rewrites62.9%
Taylor expanded in uy around 0
lower-*.f32N/A
lower-*.f32N/A
lift-PI.f3253.9
Applied rewrites53.9%
(FPCore (ux uy maxCos) :precision binary32 (* (* 2.0 (* uy (PI))) (sqrt (* (- 2.0 ux) ux))))
\begin{array}{l}
\\
\left(2 \cdot \left(uy \cdot \mathsf{PI}\left(\right)\right)\right) \cdot \sqrt{\left(2 - ux\right) \cdot ux}
\end{array}
Initial program 63.2%
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
lower-+.f32N/A
lower-*.f3291.1
Applied rewrites91.1%
Taylor expanded in uy around 0
lower-*.f32N/A
lower-*.f32N/A
lift-PI.f3274.8
Applied rewrites74.8%
Final simplification74.8%
(FPCore (ux uy maxCos) :precision binary32 (* (* (PI) (+ uy uy)) (sqrt (- 1.0 1.0))))
\begin{array}{l}
\\
\left(\mathsf{PI}\left(\right) \cdot \left(uy + uy\right)\right) \cdot \sqrt{1 - 1}
\end{array}
Initial program 63.2%
Taylor expanded in uy around 0
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
lower-*.f32N/A
lift-PI.f32N/A
*-commutativeN/A
lower-*.f3254.6
Applied rewrites54.6%
Taylor expanded in ux around 0
Applied rewrites7.1%
lift-*.f32N/A
count-2-revN/A
lower-+.f327.1
Applied rewrites7.1%
herbie shell --seed 2025043
(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)))))))