
(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 18 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 uy) PI))
(sqrt
(*
(-
(* (- ux) (- (fma (- maxCos 2.0) maxCos 1.0) (/ 2.0 ux)))
(* maxCos 2.0))
ux))))
float code(float ux, float uy, float maxCos) {
return sinf(((uy + uy) * ((float) M_PI))) * sqrtf((((-ux * (fmaf((maxCos - 2.0f), maxCos, 1.0f) - (2.0f / ux))) - (maxCos * 2.0f)) * ux));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(Float32(uy + uy) * Float32(pi))) * sqrt(Float32(Float32(Float32(Float32(-ux) * Float32(fma(Float32(maxCos - Float32(2.0)), maxCos, Float32(1.0)) - Float32(Float32(2.0) / ux))) - Float32(maxCos * Float32(2.0))) * ux))) end
\begin{array}{l}
\\
\sin \left(\left(uy + uy\right) \cdot \pi\right) \cdot \sqrt{\left(\left(-ux\right) \cdot \left(\mathsf{fma}\left(maxCos - 2, maxCos, 1\right) - \frac{2}{ux}\right) - maxCos \cdot 2\right) \cdot ux}
\end{array}
Initial program 56.8%
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-*.f3298.2
Applied rewrites98.2%
Taylor expanded in ux around -inf
associate-*r*N/A
lower-*.f32N/A
mul-1-negN/A
lift-neg.f32N/A
lower--.f32N/A
lift-pow.f32N/A
lift--.f32N/A
associate-*r/N/A
metadata-evalN/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%
lift-*.f32N/A
*-commutativeN/A
count-2-revN/A
lower-+.f3298.3
Applied rewrites98.3%
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (+ (- 1.0 ux) (* ux maxCos))) (t_1 (* t_0 t_0)))
(if (<= t_1 0.999671995639801)
(*
(*
(fma (* -1.3333333333333333 (* uy uy)) (* (* PI PI) PI) (* PI 2.0))
uy)
(sqrt (- 1.0 t_1)))
(* (sin (* (* uy 2.0) PI)) (sqrt (* 2.0 ux))))))
float code(float ux, float uy, float maxCos) {
float t_0 = (1.0f - ux) + (ux * maxCos);
float t_1 = t_0 * t_0;
float tmp;
if (t_1 <= 0.999671995639801f) {
tmp = (fmaf((-1.3333333333333333f * (uy * uy)), ((((float) M_PI) * ((float) M_PI)) * ((float) M_PI)), (((float) M_PI) * 2.0f)) * uy) * sqrtf((1.0f - t_1));
} else {
tmp = sinf(((uy * 2.0f) * ((float) M_PI))) * sqrtf((2.0f * ux));
}
return tmp;
}
function code(ux, uy, maxCos) t_0 = Float32(Float32(Float32(1.0) - ux) + Float32(ux * maxCos)) t_1 = Float32(t_0 * t_0) tmp = Float32(0.0) if (t_1 <= Float32(0.999671995639801)) tmp = Float32(Float32(fma(Float32(Float32(-1.3333333333333333) * Float32(uy * uy)), Float32(Float32(Float32(pi) * Float32(pi)) * Float32(pi)), Float32(Float32(pi) * Float32(2.0))) * uy) * sqrt(Float32(Float32(1.0) - t_1))); 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}
t_0 := \left(1 - ux\right) + ux \cdot maxCos\\
t_1 := t\_0 \cdot t\_0\\
\mathbf{if}\;t\_1 \leq 0.999671995639801:\\
\;\;\;\;\left(\mathsf{fma}\left(-1.3333333333333333 \cdot \left(uy \cdot uy\right), \left(\pi \cdot \pi\right) \cdot \pi, \pi \cdot 2\right) \cdot uy\right) \cdot \sqrt{1 - t\_1}\\
\mathbf{else}:\\
\;\;\;\;\sin \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{2 \cdot ux}\\
\end{array}
\end{array}
if (*.f32 (+.f32 (-.f32 #s(literal 1 binary32) ux) (*.f32 ux maxCos)) (+.f32 (-.f32 #s(literal 1 binary32) ux) (*.f32 ux maxCos))) < 0.999671996Initial program 87.9%
Taylor expanded in uy around 0
*-commutativeN/A
lower-*.f32N/A
associate-*r*N/A
lower-fma.f32N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
lower-pow.f32N/A
lift-PI.f32N/A
*-commutativeN/A
lower-*.f32N/A
lift-PI.f3281.4
Applied rewrites81.4%
lift-PI.f32N/A
lift-pow.f32N/A
unpow3N/A
lower-*.f32N/A
lower-*.f32N/A
lift-PI.f32N/A
lift-PI.f32N/A
lift-PI.f3281.4
Applied rewrites81.4%
if 0.999671996 < (*.f32 (+.f32 (-.f32 #s(literal 1 binary32) ux) (*.f32 ux maxCos)) (+.f32 (-.f32 #s(literal 1 binary32) ux) (*.f32 ux maxCos))) Initial program 34.9%
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.f3292.8
Applied rewrites92.8%
Taylor expanded in ux around 0
Applied rewrites88.1%
(FPCore (ux uy maxCos)
:precision binary32
(*
(sin (* (* uy 2.0) PI))
(sqrt
(*
(-
(+ (fma (fma (- maxCos) ux (* ux 2.0)) maxCos (- ux)) 2.0)
(* maxCos 2.0))
ux))))
float code(float ux, float uy, float maxCos) {
return sinf(((uy * 2.0f) * ((float) M_PI))) * sqrtf((((fmaf(fmaf(-maxCos, ux, (ux * 2.0f)), maxCos, -ux) + 2.0f) - (maxCos * 2.0f)) * ux));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(Float32(Float32(Float32(fma(fma(Float32(-maxCos), ux, Float32(ux * Float32(2.0))), maxCos, Float32(-ux)) + Float32(2.0)) - Float32(maxCos * Float32(2.0))) * ux))) end
\begin{array}{l}
\\
\sin \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{\left(\left(\mathsf{fma}\left(\mathsf{fma}\left(-maxCos, ux, ux \cdot 2\right), maxCos, -ux\right) + 2\right) - maxCos \cdot 2\right) \cdot ux}
\end{array}
Initial program 56.8%
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-*.f3298.2
Applied rewrites98.2%
Taylor expanded in maxCos around 0
+-commutativeN/A
lower-+.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
associate-*r*N/A
mul-1-negN/A
lower-fma.f32N/A
lower-neg.f32N/A
*-commutativeN/A
lower-*.f32N/A
mul-1-negN/A
lift-neg.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))))
float code(float ux, float uy, float maxCos) {
return sinf(((uy * 2.0f) * ((float) M_PI))) * sqrtf(((fmaf(-ux, fmaf((maxCos - 2.0f), maxCos, 1.0f), 2.0f) - (maxCos * 2.0f)) * ux));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(Float32(Float32(fma(Float32(-ux), fma(Float32(maxCos - Float32(2.0)), maxCos, Float32(1.0)), Float32(2.0)) - Float32(maxCos * Float32(2.0))) * ux))) end
\begin{array}{l}
\\
\sin \left(\left(uy \cdot 2\right) \cdot \pi\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 56.8%
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-*.f3298.2
Applied rewrites98.2%
Taylor expanded in maxCos around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower--.f3298.2
Applied rewrites98.2%
(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)))))
float code(float ux, float uy, float maxCos) {
return sinf(((uy * 2.0f) * ((float) M_PI))) * sqrtf(fmaf((((ux * 2.0f) - 2.0f) * ux), maxCos, (fmaf(-1.0f, ux, 2.0f) * ux)));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(fma(Float32(Float32(Float32(ux * Float32(2.0)) - Float32(2.0)) * ux), maxCos, Float32(fma(Float32(-1.0), ux, Float32(2.0)) * ux)))) end
\begin{array}{l}
\\
\sin \left(\left(uy \cdot 2\right) \cdot \pi\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 56.8%
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-*.f3298.2
Applied rewrites98.2%
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.f3297.5
Applied rewrites97.5%
(FPCore (ux uy maxCos) :precision binary32 (* (sin (* (* uy 2.0) PI)) (sqrt (* (- (+ (fma (* maxCos ux) 2.0 (- ux)) 2.0) (* maxCos 2.0)) ux))))
float code(float ux, float uy, float maxCos) {
return sinf(((uy * 2.0f) * ((float) M_PI))) * sqrtf((((fmaf((maxCos * ux), 2.0f, -ux) + 2.0f) - (maxCos * 2.0f)) * ux));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(Float32(Float32(Float32(fma(Float32(maxCos * ux), Float32(2.0), Float32(-ux)) + Float32(2.0)) - Float32(maxCos * Float32(2.0))) * ux))) end
\begin{array}{l}
\\
\sin \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{\left(\left(\mathsf{fma}\left(maxCos \cdot ux, 2, -ux\right) + 2\right) - maxCos \cdot 2\right) \cdot ux}
\end{array}
Initial program 56.8%
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-*.f3298.2
Applied rewrites98.2%
Taylor expanded in maxCos around 0
+-commutativeN/A
lower-+.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower-*.f32N/A
mul-1-negN/A
lift-neg.f3297.5
Applied rewrites97.5%
(FPCore (ux uy maxCos) :precision binary32 (* (sin (* (* uy 2.0) PI)) (sqrt (* (+ (fma (- (* ux 2.0) 2.0) maxCos (- ux)) 2.0) ux))))
float code(float ux, float uy, float maxCos) {
return sinf(((uy * 2.0f) * ((float) M_PI))) * sqrtf(((fmaf(((ux * 2.0f) - 2.0f), maxCos, -ux) + 2.0f) * ux));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(Float32(Float32(fma(Float32(Float32(ux * Float32(2.0)) - Float32(2.0)), maxCos, Float32(-ux)) + Float32(2.0)) * ux))) end
\begin{array}{l}
\\
\sin \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{\left(\mathsf{fma}\left(ux \cdot 2 - 2, maxCos, -ux\right) + 2\right) \cdot ux}
\end{array}
Initial program 56.8%
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-*.f3298.2
Applied rewrites98.2%
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.f3297.5
Applied rewrites97.5%
(FPCore (ux uy maxCos) :precision binary32 (* (sin (* (* uy 2.0) PI)) (sqrt (fma (* -2.0 ux) maxCos (* (fma -1.0 ux 2.0) ux)))))
float code(float ux, float uy, float maxCos) {
return sinf(((uy * 2.0f) * ((float) M_PI))) * sqrtf(fmaf((-2.0f * ux), maxCos, (fmaf(-1.0f, ux, 2.0f) * ux)));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(fma(Float32(Float32(-2.0) * ux), maxCos, Float32(fma(Float32(-1.0), ux, Float32(2.0)) * ux)))) end
\begin{array}{l}
\\
\sin \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{\mathsf{fma}\left(-2 \cdot ux, maxCos, \mathsf{fma}\left(-1, ux, 2\right) \cdot ux\right)}
\end{array}
Initial program 56.8%
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-*.f3298.2
Applied rewrites98.2%
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.f3297.5
Applied rewrites97.5%
Taylor expanded in ux around 0
Applied rewrites96.8%
(FPCore (ux uy maxCos) :precision binary32 (* (sin (* (* uy 2.0) PI)) (sqrt (* (- (fma -1.0 ux 2.0) (* maxCos 2.0)) ux))))
float code(float ux, float uy, float maxCos) {
return sinf(((uy * 2.0f) * ((float) M_PI))) * sqrtf(((fmaf(-1.0f, ux, 2.0f) - (maxCos * 2.0f)) * ux));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(Float32(Float32(fma(Float32(-1.0), ux, Float32(2.0)) - Float32(maxCos * Float32(2.0))) * ux))) end
\begin{array}{l}
\\
\sin \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{\left(\mathsf{fma}\left(-1, ux, 2\right) - maxCos \cdot 2\right) \cdot ux}
\end{array}
Initial program 56.8%
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-*.f3298.2
Applied rewrites98.2%
Taylor expanded in maxCos around 0
+-commutativeN/A
lower-fma.f3296.7
Applied rewrites96.7%
(FPCore (ux uy maxCos) :precision binary32 (* (sin (* (+ uy uy) PI)) (sqrt (* (fma -1.0 ux 2.0) ux))))
float code(float ux, float uy, float maxCos) {
return sinf(((uy + uy) * ((float) M_PI))) * sqrtf((fmaf(-1.0f, ux, 2.0f) * ux));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(Float32(uy + uy) * Float32(pi))) * sqrt(Float32(fma(Float32(-1.0), ux, Float32(2.0)) * ux))) end
\begin{array}{l}
\\
\sin \left(\left(uy + uy\right) \cdot \pi\right) \cdot \sqrt{\mathsf{fma}\left(-1, ux, 2\right) \cdot ux}
\end{array}
Initial program 56.8%
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-*.f3298.2
Applied rewrites98.2%
Taylor expanded in maxCos around 0
+-commutativeN/A
lower-fma.f3292.3
Applied rewrites92.3%
lift-*.f32N/A
*-commutativeN/A
count-2-revN/A
lower-+.f3292.3
Applied rewrites92.3%
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (+ (- 1.0 ux) (* ux maxCos))))
(if (<= ux 0.00011000000085914508)
(*
(* PI (* 2.0 uy))
(sqrt
(-
1.0
(fma
(/ (- (* (* maxCos 2.0) (* maxCos 2.0)) 4.0) (fma maxCos 2.0 2.0))
ux
1.0))))
(*
(*
(fma (* -1.3333333333333333 (* uy uy)) (* (* PI PI) PI) (* PI 2.0))
uy)
(sqrt (- 1.0 (* t_0 t_0)))))))
float code(float ux, float uy, float maxCos) {
float t_0 = (1.0f - ux) + (ux * maxCos);
float tmp;
if (ux <= 0.00011000000085914508f) {
tmp = (((float) M_PI) * (2.0f * uy)) * sqrtf((1.0f - fmaf(((((maxCos * 2.0f) * (maxCos * 2.0f)) - 4.0f) / fmaf(maxCos, 2.0f, 2.0f)), ux, 1.0f)));
} else {
tmp = (fmaf((-1.3333333333333333f * (uy * uy)), ((((float) M_PI) * ((float) M_PI)) * ((float) M_PI)), (((float) M_PI) * 2.0f)) * uy) * sqrtf((1.0f - (t_0 * t_0)));
}
return tmp;
}
function code(ux, uy, maxCos) t_0 = Float32(Float32(Float32(1.0) - ux) + Float32(ux * maxCos)) tmp = Float32(0.0) if (ux <= Float32(0.00011000000085914508)) tmp = Float32(Float32(Float32(pi) * Float32(Float32(2.0) * uy)) * sqrt(Float32(Float32(1.0) - fma(Float32(Float32(Float32(Float32(maxCos * Float32(2.0)) * Float32(maxCos * Float32(2.0))) - Float32(4.0)) / fma(maxCos, Float32(2.0), Float32(2.0))), ux, Float32(1.0))))); else tmp = Float32(Float32(fma(Float32(Float32(-1.3333333333333333) * Float32(uy * uy)), Float32(Float32(Float32(pi) * Float32(pi)) * Float32(pi)), Float32(Float32(pi) * Float32(2.0))) * uy) * sqrt(Float32(Float32(1.0) - Float32(t_0 * t_0)))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(1 - ux\right) + ux \cdot maxCos\\
\mathbf{if}\;ux \leq 0.00011000000085914508:\\
\;\;\;\;\left(\pi \cdot \left(2 \cdot uy\right)\right) \cdot \sqrt{1 - \mathsf{fma}\left(\frac{\left(maxCos \cdot 2\right) \cdot \left(maxCos \cdot 2\right) - 4}{\mathsf{fma}\left(maxCos, 2, 2\right)}, ux, 1\right)}\\
\mathbf{else}:\\
\;\;\;\;\left(\mathsf{fma}\left(-1.3333333333333333 \cdot \left(uy \cdot uy\right), \left(\pi \cdot \pi\right) \cdot \pi, \pi \cdot 2\right) \cdot uy\right) \cdot \sqrt{1 - t\_0 \cdot t\_0}\\
\end{array}
\end{array}
if ux < 1.10000001e-4Initial program 34.2%
Taylor expanded in uy around 0
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
lower-*.f32N/A
lift-PI.f32N/A
*-commutativeN/A
lower-*.f3231.6
Applied rewrites31.6%
Taylor expanded in ux around 0
pow2N/A
*-commutativeN/A
+-commutativeN/A
pow2N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower--.f32N/A
*-commutativeN/A
lift-*.f3278.2
Applied rewrites78.2%
lift--.f32N/A
lift-*.f32N/A
*-commutativeN/A
flip--N/A
lower-/.f32N/A
metadata-evalN/A
lower--.f32N/A
lower-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
*-commutativeN/A
lower-fma.f3278.2
Applied rewrites78.2%
if 1.10000001e-4 < ux Initial program 87.4%
Taylor expanded in uy around 0
*-commutativeN/A
lower-*.f32N/A
associate-*r*N/A
lower-fma.f32N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
lower-pow.f32N/A
lift-PI.f32N/A
*-commutativeN/A
lower-*.f32N/A
lift-PI.f3280.8
Applied rewrites80.8%
lift-PI.f32N/A
lift-pow.f32N/A
unpow3N/A
lower-*.f32N/A
lower-*.f32N/A
lift-PI.f32N/A
lift-PI.f32N/A
lift-PI.f3280.8
Applied rewrites80.8%
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (* PI (* 2.0 uy))))
(if (<= ux 0.00011000000085914508)
(*
t_0
(sqrt
(-
1.0
(fma
(/ (- (* (* maxCos 2.0) (* maxCos 2.0)) 4.0) (fma maxCos 2.0 2.0))
ux
1.0))))
(*
t_0
(sqrt
(-
1.0
(* (+ (- 1.0 ux) (* ux maxCos)) (fma (- maxCos 1.0) ux 1.0))))))))
float code(float ux, float uy, float maxCos) {
float t_0 = ((float) M_PI) * (2.0f * uy);
float tmp;
if (ux <= 0.00011000000085914508f) {
tmp = t_0 * sqrtf((1.0f - fmaf(((((maxCos * 2.0f) * (maxCos * 2.0f)) - 4.0f) / fmaf(maxCos, 2.0f, 2.0f)), ux, 1.0f)));
} else {
tmp = t_0 * sqrtf((1.0f - (((1.0f - ux) + (ux * maxCos)) * fmaf((maxCos - 1.0f), ux, 1.0f))));
}
return tmp;
}
function code(ux, uy, maxCos) t_0 = Float32(Float32(pi) * Float32(Float32(2.0) * uy)) tmp = Float32(0.0) if (ux <= Float32(0.00011000000085914508)) tmp = Float32(t_0 * sqrt(Float32(Float32(1.0) - fma(Float32(Float32(Float32(Float32(maxCos * Float32(2.0)) * Float32(maxCos * Float32(2.0))) - Float32(4.0)) / fma(maxCos, Float32(2.0), Float32(2.0))), ux, Float32(1.0))))); else tmp = Float32(t_0 * sqrt(Float32(Float32(1.0) - Float32(Float32(Float32(Float32(1.0) - ux) + Float32(ux * maxCos)) * fma(Float32(maxCos - Float32(1.0)), ux, Float32(1.0)))))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \pi \cdot \left(2 \cdot uy\right)\\
\mathbf{if}\;ux \leq 0.00011000000085914508:\\
\;\;\;\;t\_0 \cdot \sqrt{1 - \mathsf{fma}\left(\frac{\left(maxCos \cdot 2\right) \cdot \left(maxCos \cdot 2\right) - 4}{\mathsf{fma}\left(maxCos, 2, 2\right)}, ux, 1\right)}\\
\mathbf{else}:\\
\;\;\;\;t\_0 \cdot \sqrt{1 - \left(\left(1 - ux\right) + ux \cdot maxCos\right) \cdot \mathsf{fma}\left(maxCos - 1, ux, 1\right)}\\
\end{array}
\end{array}
if ux < 1.10000001e-4Initial program 34.2%
Taylor expanded in uy around 0
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
lower-*.f32N/A
lift-PI.f32N/A
*-commutativeN/A
lower-*.f3231.6
Applied rewrites31.6%
Taylor expanded in ux around 0
pow2N/A
*-commutativeN/A
+-commutativeN/A
pow2N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower--.f32N/A
*-commutativeN/A
lift-*.f3278.2
Applied rewrites78.2%
lift--.f32N/A
lift-*.f32N/A
*-commutativeN/A
flip--N/A
lower-/.f32N/A
metadata-evalN/A
lower--.f32N/A
lower-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
*-commutativeN/A
lower-fma.f3278.2
Applied rewrites78.2%
if 1.10000001e-4 < ux Initial program 87.4%
Taylor expanded in uy around 0
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
lower-*.f32N/A
lift-PI.f32N/A
*-commutativeN/A
lower-*.f3275.2
Applied rewrites75.2%
Taylor expanded in ux around 0
*-commutativeN/A
+-commutativeN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lift--.f3276.2
Applied rewrites76.2%
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (* PI (* 2.0 uy))))
(if (<= ux 0.00011000000085914508)
(* t_0 (sqrt (- 1.0 (fma (- (+ maxCos maxCos) 2.0) ux 1.0))))
(*
t_0
(sqrt
(-
1.0
(* (+ (- 1.0 ux) (* ux maxCos)) (fma (- maxCos 1.0) ux 1.0))))))))
float code(float ux, float uy, float maxCos) {
float t_0 = ((float) M_PI) * (2.0f * uy);
float tmp;
if (ux <= 0.00011000000085914508f) {
tmp = t_0 * sqrtf((1.0f - fmaf(((maxCos + maxCos) - 2.0f), ux, 1.0f)));
} else {
tmp = t_0 * sqrtf((1.0f - (((1.0f - ux) + (ux * maxCos)) * fmaf((maxCos - 1.0f), ux, 1.0f))));
}
return tmp;
}
function code(ux, uy, maxCos) t_0 = Float32(Float32(pi) * Float32(Float32(2.0) * uy)) tmp = Float32(0.0) if (ux <= Float32(0.00011000000085914508)) tmp = Float32(t_0 * sqrt(Float32(Float32(1.0) - fma(Float32(Float32(maxCos + maxCos) - Float32(2.0)), ux, Float32(1.0))))); else tmp = Float32(t_0 * sqrt(Float32(Float32(1.0) - Float32(Float32(Float32(Float32(1.0) - ux) + Float32(ux * maxCos)) * fma(Float32(maxCos - Float32(1.0)), ux, Float32(1.0)))))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \pi \cdot \left(2 \cdot uy\right)\\
\mathbf{if}\;ux \leq 0.00011000000085914508:\\
\;\;\;\;t\_0 \cdot \sqrt{1 - \mathsf{fma}\left(\left(maxCos + maxCos\right) - 2, ux, 1\right)}\\
\mathbf{else}:\\
\;\;\;\;t\_0 \cdot \sqrt{1 - \left(\left(1 - ux\right) + ux \cdot maxCos\right) \cdot \mathsf{fma}\left(maxCos - 1, ux, 1\right)}\\
\end{array}
\end{array}
if ux < 1.10000001e-4Initial program 34.2%
Taylor expanded in uy around 0
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
lower-*.f32N/A
lift-PI.f32N/A
*-commutativeN/A
lower-*.f3231.6
Applied rewrites31.6%
Taylor expanded in ux around 0
pow2N/A
*-commutativeN/A
+-commutativeN/A
pow2N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower--.f32N/A
*-commutativeN/A
lift-*.f3278.2
Applied rewrites78.2%
lift-*.f32N/A
*-commutativeN/A
count-2-revN/A
lower-+.f3278.2
Applied rewrites78.2%
if 1.10000001e-4 < ux Initial program 87.4%
Taylor expanded in uy around 0
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
lower-*.f32N/A
lift-PI.f32N/A
*-commutativeN/A
lower-*.f3275.2
Applied rewrites75.2%
Taylor expanded in ux around 0
*-commutativeN/A
+-commutativeN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lift--.f3276.2
Applied rewrites76.2%
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (* PI (* 2.0 uy))) (t_1 (fma maxCos ux (- 1.0 ux))))
(if (<= ux 0.0001500000071246177)
(* t_0 (sqrt (- 1.0 (fma (- (+ maxCos maxCos) 2.0) ux 1.0))))
(* t_0 (sqrt (- 1.0 (* t_1 t_1)))))))
float code(float ux, float uy, float maxCos) {
float t_0 = ((float) M_PI) * (2.0f * uy);
float t_1 = fmaf(maxCos, ux, (1.0f - ux));
float tmp;
if (ux <= 0.0001500000071246177f) {
tmp = t_0 * sqrtf((1.0f - fmaf(((maxCos + maxCos) - 2.0f), ux, 1.0f)));
} else {
tmp = t_0 * sqrtf((1.0f - (t_1 * t_1)));
}
return tmp;
}
function code(ux, uy, maxCos) t_0 = Float32(Float32(pi) * Float32(Float32(2.0) * uy)) t_1 = fma(maxCos, ux, Float32(Float32(1.0) - ux)) tmp = Float32(0.0) if (ux <= Float32(0.0001500000071246177)) tmp = Float32(t_0 * sqrt(Float32(Float32(1.0) - fma(Float32(Float32(maxCos + maxCos) - Float32(2.0)), ux, Float32(1.0))))); else tmp = Float32(t_0 * sqrt(Float32(Float32(1.0) - Float32(t_1 * t_1)))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \pi \cdot \left(2 \cdot uy\right)\\
t_1 := \mathsf{fma}\left(maxCos, ux, 1 - ux\right)\\
\mathbf{if}\;ux \leq 0.0001500000071246177:\\
\;\;\;\;t\_0 \cdot \sqrt{1 - \mathsf{fma}\left(\left(maxCos + maxCos\right) - 2, ux, 1\right)}\\
\mathbf{else}:\\
\;\;\;\;t\_0 \cdot \sqrt{1 - t\_1 \cdot t\_1}\\
\end{array}
\end{array}
if ux < 1.50000007e-4Initial program 34.6%
Taylor expanded in uy around 0
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
lower-*.f32N/A
lift-PI.f32N/A
*-commutativeN/A
lower-*.f3231.9
Applied rewrites31.9%
Taylor expanded in ux around 0
pow2N/A
*-commutativeN/A
+-commutativeN/A
pow2N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower--.f32N/A
*-commutativeN/A
lift-*.f3277.9
Applied rewrites77.9%
lift-*.f32N/A
*-commutativeN/A
count-2-revN/A
lower-+.f3277.9
Applied rewrites77.9%
if 1.50000007e-4 < ux Initial program 87.7%
Taylor expanded in uy around 0
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
lower-*.f32N/A
lift-PI.f32N/A
*-commutativeN/A
lower-*.f3275.7
Applied rewrites75.7%
lift-+.f32N/A
lift--.f32N/A
+-commutativeN/A
lift-*.f32N/A
*-commutativeN/A
lift-+.f32N/A
lift--.f32N/A
+-commutativeN/A
lift-*.f32N/A
*-commutativeN/A
lift-fma.f32N/A
lift--.f32N/A
lift-fma.f32N/A
lift--.f3275.8
Applied rewrites75.8%
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (* PI (* 2.0 uy))))
(if (<= ux 0.00016399999731220305)
(* t_0 (sqrt (- 1.0 (fma (- (+ maxCos maxCos) 2.0) ux 1.0))))
(* t_0 (sqrt (- 1.0 (* (+ (- 1.0 ux) (* ux maxCos)) (- 1.0 ux))))))))
float code(float ux, float uy, float maxCos) {
float t_0 = ((float) M_PI) * (2.0f * uy);
float tmp;
if (ux <= 0.00016399999731220305f) {
tmp = t_0 * sqrtf((1.0f - fmaf(((maxCos + maxCos) - 2.0f), ux, 1.0f)));
} else {
tmp = t_0 * sqrtf((1.0f - (((1.0f - ux) + (ux * maxCos)) * (1.0f - ux))));
}
return tmp;
}
function code(ux, uy, maxCos) t_0 = Float32(Float32(pi) * Float32(Float32(2.0) * uy)) tmp = Float32(0.0) if (ux <= Float32(0.00016399999731220305)) tmp = Float32(t_0 * sqrt(Float32(Float32(1.0) - fma(Float32(Float32(maxCos + maxCos) - Float32(2.0)), ux, Float32(1.0))))); else tmp = Float32(t_0 * sqrt(Float32(Float32(1.0) - Float32(Float32(Float32(Float32(1.0) - ux) + Float32(ux * maxCos)) * Float32(Float32(1.0) - ux))))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \pi \cdot \left(2 \cdot uy\right)\\
\mathbf{if}\;ux \leq 0.00016399999731220305:\\
\;\;\;\;t\_0 \cdot \sqrt{1 - \mathsf{fma}\left(\left(maxCos + maxCos\right) - 2, ux, 1\right)}\\
\mathbf{else}:\\
\;\;\;\;t\_0 \cdot \sqrt{1 - \left(\left(1 - ux\right) + ux \cdot maxCos\right) \cdot \left(1 - ux\right)}\\
\end{array}
\end{array}
if ux < 1.63999997e-4Initial program 34.9%
Taylor expanded in uy around 0
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
lower-*.f32N/A
lift-PI.f32N/A
*-commutativeN/A
lower-*.f3232.1
Applied rewrites32.1%
Taylor expanded in ux around 0
pow2N/A
*-commutativeN/A
+-commutativeN/A
pow2N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower--.f32N/A
*-commutativeN/A
lift-*.f3277.8
Applied rewrites77.8%
lift-*.f32N/A
*-commutativeN/A
count-2-revN/A
lower-+.f3277.8
Applied rewrites77.8%
if 1.63999997e-4 < ux Initial program 87.9%
Taylor expanded in uy around 0
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
lower-*.f32N/A
lift-PI.f32N/A
*-commutativeN/A
lower-*.f3275.7
Applied rewrites75.7%
Taylor expanded in maxCos around 0
*-commutativeN/A
+-commutativeN/A
lift--.f3272.6
Applied rewrites72.6%
(FPCore (ux uy maxCos) :precision binary32 (* (* PI (* 2.0 uy)) (sqrt (- 1.0 (fma (- (+ maxCos maxCos) 2.0) ux 1.0)))))
float code(float ux, float uy, float maxCos) {
return (((float) M_PI) * (2.0f * uy)) * sqrtf((1.0f - fmaf(((maxCos + maxCos) - 2.0f), ux, 1.0f)));
}
function code(ux, uy, maxCos) return Float32(Float32(Float32(pi) * Float32(Float32(2.0) * uy)) * sqrt(Float32(Float32(1.0) - fma(Float32(Float32(maxCos + maxCos) - Float32(2.0)), ux, Float32(1.0))))) end
\begin{array}{l}
\\
\left(\pi \cdot \left(2 \cdot uy\right)\right) \cdot \sqrt{1 - \mathsf{fma}\left(\left(maxCos + maxCos\right) - 2, ux, 1\right)}
\end{array}
Initial program 56.8%
Taylor expanded in uy around 0
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
lower-*.f32N/A
lift-PI.f32N/A
*-commutativeN/A
lower-*.f3250.2
Applied rewrites50.2%
Taylor expanded in ux around 0
pow2N/A
*-commutativeN/A
+-commutativeN/A
pow2N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower--.f32N/A
*-commutativeN/A
lift-*.f3266.2
Applied rewrites66.2%
lift-*.f32N/A
*-commutativeN/A
count-2-revN/A
lower-+.f3266.2
Applied rewrites66.2%
(FPCore (ux uy maxCos) :precision binary32 (* (* PI (* 2.0 uy)) (sqrt (- 1.0 (fma -2.0 ux 1.0)))))
float code(float ux, float uy, float maxCos) {
return (((float) M_PI) * (2.0f * uy)) * sqrtf((1.0f - fmaf(-2.0f, ux, 1.0f)));
}
function code(ux, uy, maxCos) return Float32(Float32(Float32(pi) * Float32(Float32(2.0) * uy)) * sqrt(Float32(Float32(1.0) - fma(Float32(-2.0), ux, Float32(1.0))))) end
\begin{array}{l}
\\
\left(\pi \cdot \left(2 \cdot uy\right)\right) \cdot \sqrt{1 - \mathsf{fma}\left(-2, ux, 1\right)}
\end{array}
Initial program 56.8%
Taylor expanded in uy around 0
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
lower-*.f32N/A
lift-PI.f32N/A
*-commutativeN/A
lower-*.f3250.2
Applied rewrites50.2%
Taylor expanded in ux around 0
pow2N/A
*-commutativeN/A
+-commutativeN/A
pow2N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower--.f32N/A
*-commutativeN/A
lift-*.f3266.2
Applied rewrites66.2%
Taylor expanded in maxCos around 0
Applied rewrites63.9%
(FPCore (ux uy maxCos) :precision binary32 (* (* PI (* 2.0 uy)) (sqrt (- 1.0 1.0))))
float code(float ux, float uy, float maxCos) {
return (((float) M_PI) * (2.0f * uy)) * sqrtf((1.0f - 1.0f));
}
function code(ux, uy, maxCos) return Float32(Float32(Float32(pi) * Float32(Float32(2.0) * uy)) * sqrt(Float32(Float32(1.0) - Float32(1.0)))) end
function tmp = code(ux, uy, maxCos) tmp = (single(pi) * (single(2.0) * uy)) * sqrt((single(1.0) - single(1.0))); end
\begin{array}{l}
\\
\left(\pi \cdot \left(2 \cdot uy\right)\right) \cdot \sqrt{1 - 1}
\end{array}
Initial program 56.8%
Taylor expanded in uy around 0
associate-*r*N/A
*-commutativeN/A
*-commutativeN/A
lower-*.f32N/A
lift-PI.f32N/A
*-commutativeN/A
lower-*.f3250.2
Applied rewrites50.2%
Taylor expanded in ux around 0
pow27.1
*-commutative7.1
+-commutative7.1
pow27.1
Applied rewrites7.1%
herbie shell --seed 2025085
(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)))))))