| Alternative 1 | |
|---|---|
| Accuracy | 98.3% |
| Cost | 23168 |
(FPCore (ux uy maxCos) :precision binary32 (* (sin (* (* uy 2.0) PI)) (sqrt (- 1.0 (* (+ (- 1.0 ux) (* ux maxCos)) (+ (- 1.0 ux) (* ux maxCos)))))))
(FPCore (ux uy maxCos)
:precision binary32
(*
(sin (cbrt (* (expm1 (log1p (* 8.0 (pow PI 3.0)))) (pow uy 3.0))))
(sqrt
(fma
ux
(- (- 2.0 maxCos) maxCos)
(* (- 1.0 maxCos) (* (* ux ux) (+ maxCos -1.0)))))))float code(float ux, float uy, float maxCos) {
return sinf(((uy * 2.0f) * ((float) M_PI))) * sqrtf((1.0f - (((1.0f - ux) + (ux * maxCos)) * ((1.0f - ux) + (ux * maxCos)))));
}
float code(float ux, float uy, float maxCos) {
return sinf(cbrtf((expm1f(log1pf((8.0f * powf(((float) M_PI), 3.0f)))) * powf(uy, 3.0f)))) * sqrtf(fmaf(ux, ((2.0f - maxCos) - maxCos), ((1.0f - maxCos) * ((ux * ux) * (maxCos + -1.0f)))));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(Float32(Float32(1.0) - Float32(Float32(Float32(Float32(1.0) - ux) + Float32(ux * maxCos)) * Float32(Float32(Float32(1.0) - ux) + Float32(ux * maxCos)))))) end
function code(ux, uy, maxCos) return Float32(sin(cbrt(Float32(expm1(log1p(Float32(Float32(8.0) * (Float32(pi) ^ Float32(3.0))))) * (uy ^ Float32(3.0))))) * sqrt(fma(ux, Float32(Float32(Float32(2.0) - maxCos) - maxCos), Float32(Float32(Float32(1.0) - maxCos) * Float32(Float32(ux * ux) * Float32(maxCos + Float32(-1.0))))))) end
\sin \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{1 - \left(\left(1 - ux\right) + ux \cdot maxCos\right) \cdot \left(\left(1 - ux\right) + ux \cdot maxCos\right)}
\sin \left(\sqrt[3]{\mathsf{expm1}\left(\mathsf{log1p}\left(8 \cdot {\pi}^{3}\right)\right) \cdot {uy}^{3}}\right) \cdot \sqrt{\mathsf{fma}\left(ux, \left(2 - maxCos\right) - maxCos, \left(1 - maxCos\right) \cdot \left(\left(ux \cdot ux\right) \cdot \left(maxCos + -1\right)\right)\right)}
Initial program 56.9%
Simplified56.9%
[Start]56.9 | \[ \sin \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{1 - \left(\left(1 - ux\right) + ux \cdot maxCos\right) \cdot \left(\left(1 - ux\right) + ux \cdot maxCos\right)}
\] |
|---|---|
associate-*l* [=>]56.9 | \[ \sin \color{blue}{\left(uy \cdot \left(2 \cdot \pi\right)\right)} \cdot \sqrt{1 - \left(\left(1 - ux\right) + ux \cdot maxCos\right) \cdot \left(\left(1 - ux\right) + ux \cdot maxCos\right)}
\] |
cancel-sign-sub-inv [=>]56.9 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\color{blue}{1 + \left(-\left(\left(1 - ux\right) + ux \cdot maxCos\right)\right) \cdot \left(\left(1 - ux\right) + ux \cdot maxCos\right)}}
\] |
+-commutative [=>]56.9 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\color{blue}{\left(-\left(\left(1 - ux\right) + ux \cdot maxCos\right)\right) \cdot \left(\left(1 - ux\right) + ux \cdot maxCos\right) + 1}}
\] |
*-commutative [=>]56.9 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\color{blue}{\left(\left(1 - ux\right) + ux \cdot maxCos\right) \cdot \left(-\left(\left(1 - ux\right) + ux \cdot maxCos\right)\right)} + 1}
\] |
fma-def [=>]57.0 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\color{blue}{\mathsf{fma}\left(\left(1 - ux\right) + ux \cdot maxCos, -\left(\left(1 - ux\right) + ux \cdot maxCos\right), 1\right)}}
\] |
+-commutative [=>]57.0 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(\color{blue}{ux \cdot maxCos + \left(1 - ux\right)}, -\left(\left(1 - ux\right) + ux \cdot maxCos\right), 1\right)}
\] |
associate-+r- [=>]57.0 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(\color{blue}{\left(ux \cdot maxCos + 1\right) - ux}, -\left(\left(1 - ux\right) + ux \cdot maxCos\right), 1\right)}
\] |
fma-def [=>]57.0 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(\color{blue}{\mathsf{fma}\left(ux, maxCos, 1\right)} - ux, -\left(\left(1 - ux\right) + ux \cdot maxCos\right), 1\right)}
\] |
neg-sub0 [=>]57.0 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(\mathsf{fma}\left(ux, maxCos, 1\right) - ux, \color{blue}{0 - \left(\left(1 - ux\right) + ux \cdot maxCos\right)}, 1\right)}
\] |
+-commutative [=>]57.0 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(\mathsf{fma}\left(ux, maxCos, 1\right) - ux, 0 - \color{blue}{\left(ux \cdot maxCos + \left(1 - ux\right)\right)}, 1\right)}
\] |
associate-+r- [=>]56.9 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(\mathsf{fma}\left(ux, maxCos, 1\right) - ux, 0 - \color{blue}{\left(\left(ux \cdot maxCos + 1\right) - ux\right)}, 1\right)}
\] |
associate--r- [=>]56.9 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(\mathsf{fma}\left(ux, maxCos, 1\right) - ux, \color{blue}{\left(0 - \left(ux \cdot maxCos + 1\right)\right) + ux}, 1\right)}
\] |
+-commutative [=>]56.9 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(\mathsf{fma}\left(ux, maxCos, 1\right) - ux, \color{blue}{ux + \left(0 - \left(ux \cdot maxCos + 1\right)\right)}, 1\right)}
\] |
sub0-neg [=>]56.9 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(\mathsf{fma}\left(ux, maxCos, 1\right) - ux, ux + \color{blue}{\left(-\left(ux \cdot maxCos + 1\right)\right)}, 1\right)}
\] |
sub-neg [<=]56.9 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(\mathsf{fma}\left(ux, maxCos, 1\right) - ux, \color{blue}{ux - \left(ux \cdot maxCos + 1\right)}, 1\right)}
\] |
fma-def [=>]56.9 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(\mathsf{fma}\left(ux, maxCos, 1\right) - ux, ux - \color{blue}{\mathsf{fma}\left(ux, maxCos, 1\right)}, 1\right)}
\] |
Taylor expanded in ux around 0 98.3%
Simplified98.3%
[Start]98.3 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\left(maxCos - 1\right) \cdot \left(\left(1 - maxCos\right) \cdot {ux}^{2}\right) + ux \cdot \left(\left(1 + -1 \cdot \left(maxCos - 1\right)\right) - maxCos\right)}
\] |
|---|---|
+-commutative [=>]98.3 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\color{blue}{ux \cdot \left(\left(1 + -1 \cdot \left(maxCos - 1\right)\right) - maxCos\right) + \left(maxCos - 1\right) \cdot \left(\left(1 - maxCos\right) \cdot {ux}^{2}\right)}}
\] |
fma-def [=>]98.3 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\color{blue}{\mathsf{fma}\left(ux, \left(1 + -1 \cdot \left(maxCos - 1\right)\right) - maxCos, \left(maxCos - 1\right) \cdot \left(\left(1 - maxCos\right) \cdot {ux}^{2}\right)\right)}}
\] |
sub-neg [=>]98.3 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(ux, \left(1 + -1 \cdot \color{blue}{\left(maxCos + \left(-1\right)\right)}\right) - maxCos, \left(maxCos - 1\right) \cdot \left(\left(1 - maxCos\right) \cdot {ux}^{2}\right)\right)}
\] |
metadata-eval [=>]98.3 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(ux, \left(1 + -1 \cdot \left(maxCos + \color{blue}{-1}\right)\right) - maxCos, \left(maxCos - 1\right) \cdot \left(\left(1 - maxCos\right) \cdot {ux}^{2}\right)\right)}
\] |
distribute-lft-in [=>]98.3 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(ux, \left(1 + \color{blue}{\left(-1 \cdot maxCos + -1 \cdot -1\right)}\right) - maxCos, \left(maxCos - 1\right) \cdot \left(\left(1 - maxCos\right) \cdot {ux}^{2}\right)\right)}
\] |
metadata-eval [=>]98.3 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(ux, \left(1 + \left(-1 \cdot maxCos + \color{blue}{1}\right)\right) - maxCos, \left(maxCos - 1\right) \cdot \left(\left(1 - maxCos\right) \cdot {ux}^{2}\right)\right)}
\] |
+-commutative [<=]98.3 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(ux, \left(1 + \color{blue}{\left(1 + -1 \cdot maxCos\right)}\right) - maxCos, \left(maxCos - 1\right) \cdot \left(\left(1 - maxCos\right) \cdot {ux}^{2}\right)\right)}
\] |
associate-+r+ [=>]98.3 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(ux, \color{blue}{\left(\left(1 + 1\right) + -1 \cdot maxCos\right)} - maxCos, \left(maxCos - 1\right) \cdot \left(\left(1 - maxCos\right) \cdot {ux}^{2}\right)\right)}
\] |
metadata-eval [=>]98.3 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(ux, \left(\color{blue}{2} + -1 \cdot maxCos\right) - maxCos, \left(maxCos - 1\right) \cdot \left(\left(1 - maxCos\right) \cdot {ux}^{2}\right)\right)}
\] |
mul-1-neg [=>]98.3 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(ux, \left(2 + \color{blue}{\left(-maxCos\right)}\right) - maxCos, \left(maxCos - 1\right) \cdot \left(\left(1 - maxCos\right) \cdot {ux}^{2}\right)\right)}
\] |
associate-*r* [=>]98.3 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(ux, \left(2 + \left(-maxCos\right)\right) - maxCos, \color{blue}{\left(\left(maxCos - 1\right) \cdot \left(1 - maxCos\right)\right) \cdot {ux}^{2}}\right)}
\] |
*-commutative [=>]98.3 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(ux, \left(2 + \left(-maxCos\right)\right) - maxCos, \color{blue}{\left(\left(1 - maxCos\right) \cdot \left(maxCos - 1\right)\right)} \cdot {ux}^{2}\right)}
\] |
associate-*l* [=>]98.3 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(ux, \left(2 + \left(-maxCos\right)\right) - maxCos, \color{blue}{\left(1 - maxCos\right) \cdot \left(\left(maxCos - 1\right) \cdot {ux}^{2}\right)}\right)}
\] |
sub-neg [=>]98.3 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(ux, \left(2 + \left(-maxCos\right)\right) - maxCos, \left(1 - maxCos\right) \cdot \left(\color{blue}{\left(maxCos + \left(-1\right)\right)} \cdot {ux}^{2}\right)\right)}
\] |
metadata-eval [=>]98.3 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(ux, \left(2 + \left(-maxCos\right)\right) - maxCos, \left(1 - maxCos\right) \cdot \left(\left(maxCos + \color{blue}{-1}\right) \cdot {ux}^{2}\right)\right)}
\] |
+-commutative [=>]98.3 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(ux, \left(2 + \left(-maxCos\right)\right) - maxCos, \left(1 - maxCos\right) \cdot \left(\color{blue}{\left(-1 + maxCos\right)} \cdot {ux}^{2}\right)\right)}
\] |
unpow2 [=>]98.3 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(ux, \left(2 + \left(-maxCos\right)\right) - maxCos, \left(1 - maxCos\right) \cdot \left(\left(-1 + maxCos\right) \cdot \color{blue}{\left(ux \cdot ux\right)}\right)\right)}
\] |
Applied egg-rr98.3%
[Start]98.3 | \[ \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(ux, \left(2 + \left(-maxCos\right)\right) - maxCos, \left(1 - maxCos\right) \cdot \left(\left(-1 + maxCos\right) \cdot \left(ux \cdot ux\right)\right)\right)}
\] |
|---|---|
*-commutative [=>]98.3 | \[ \sin \color{blue}{\left(\left(2 \cdot \pi\right) \cdot uy\right)} \cdot \sqrt{\mathsf{fma}\left(ux, \left(2 + \left(-maxCos\right)\right) - maxCos, \left(1 - maxCos\right) \cdot \left(\left(-1 + maxCos\right) \cdot \left(ux \cdot ux\right)\right)\right)}
\] |
add-cbrt-cube [=>]98.3 | \[ \sin \left(\color{blue}{\sqrt[3]{\left(\left(2 \cdot \pi\right) \cdot \left(2 \cdot \pi\right)\right) \cdot \left(2 \cdot \pi\right)}} \cdot uy\right) \cdot \sqrt{\mathsf{fma}\left(ux, \left(2 + \left(-maxCos\right)\right) - maxCos, \left(1 - maxCos\right) \cdot \left(\left(-1 + maxCos\right) \cdot \left(ux \cdot ux\right)\right)\right)}
\] |
add-cbrt-cube [=>]98.3 | \[ \sin \left(\sqrt[3]{\left(\left(2 \cdot \pi\right) \cdot \left(2 \cdot \pi\right)\right) \cdot \left(2 \cdot \pi\right)} \cdot \color{blue}{\sqrt[3]{\left(uy \cdot uy\right) \cdot uy}}\right) \cdot \sqrt{\mathsf{fma}\left(ux, \left(2 + \left(-maxCos\right)\right) - maxCos, \left(1 - maxCos\right) \cdot \left(\left(-1 + maxCos\right) \cdot \left(ux \cdot ux\right)\right)\right)}
\] |
cbrt-unprod [=>]98.3 | \[ \sin \color{blue}{\left(\sqrt[3]{\left(\left(\left(2 \cdot \pi\right) \cdot \left(2 \cdot \pi\right)\right) \cdot \left(2 \cdot \pi\right)\right) \cdot \left(\left(uy \cdot uy\right) \cdot uy\right)}\right)} \cdot \sqrt{\mathsf{fma}\left(ux, \left(2 + \left(-maxCos\right)\right) - maxCos, \left(1 - maxCos\right) \cdot \left(\left(-1 + maxCos\right) \cdot \left(ux \cdot ux\right)\right)\right)}
\] |
pow3 [=>]98.3 | \[ \sin \left(\sqrt[3]{\color{blue}{{\left(2 \cdot \pi\right)}^{3}} \cdot \left(\left(uy \cdot uy\right) \cdot uy\right)}\right) \cdot \sqrt{\mathsf{fma}\left(ux, \left(2 + \left(-maxCos\right)\right) - maxCos, \left(1 - maxCos\right) \cdot \left(\left(-1 + maxCos\right) \cdot \left(ux \cdot ux\right)\right)\right)}
\] |
pow3 [=>]98.3 | \[ \sin \left(\sqrt[3]{{\left(2 \cdot \pi\right)}^{3} \cdot \color{blue}{{uy}^{3}}}\right) \cdot \sqrt{\mathsf{fma}\left(ux, \left(2 + \left(-maxCos\right)\right) - maxCos, \left(1 - maxCos\right) \cdot \left(\left(-1 + maxCos\right) \cdot \left(ux \cdot ux\right)\right)\right)}
\] |
Applied egg-rr98.2%
[Start]98.3 | \[ \sin \left(\sqrt[3]{{\left(2 \cdot \pi\right)}^{3} \cdot {uy}^{3}}\right) \cdot \sqrt{\mathsf{fma}\left(ux, \left(2 + \left(-maxCos\right)\right) - maxCos, \left(1 - maxCos\right) \cdot \left(\left(-1 + maxCos\right) \cdot \left(ux \cdot ux\right)\right)\right)}
\] |
|---|---|
expm1-log1p-u [=>]98.2 | \[ \sin \left(\sqrt[3]{\color{blue}{\mathsf{expm1}\left(\mathsf{log1p}\left({\left(2 \cdot \pi\right)}^{3}\right)\right)} \cdot {uy}^{3}}\right) \cdot \sqrt{\mathsf{fma}\left(ux, \left(2 + \left(-maxCos\right)\right) - maxCos, \left(1 - maxCos\right) \cdot \left(\left(-1 + maxCos\right) \cdot \left(ux \cdot ux\right)\right)\right)}
\] |
cube-prod [=>]98.2 | \[ \sin \left(\sqrt[3]{\mathsf{expm1}\left(\mathsf{log1p}\left(\color{blue}{{2}^{3} \cdot {\pi}^{3}}\right)\right) \cdot {uy}^{3}}\right) \cdot \sqrt{\mathsf{fma}\left(ux, \left(2 + \left(-maxCos\right)\right) - maxCos, \left(1 - maxCos\right) \cdot \left(\left(-1 + maxCos\right) \cdot \left(ux \cdot ux\right)\right)\right)}
\] |
metadata-eval [=>]98.2 | \[ \sin \left(\sqrt[3]{\mathsf{expm1}\left(\mathsf{log1p}\left(\color{blue}{8} \cdot {\pi}^{3}\right)\right) \cdot {uy}^{3}}\right) \cdot \sqrt{\mathsf{fma}\left(ux, \left(2 + \left(-maxCos\right)\right) - maxCos, \left(1 - maxCos\right) \cdot \left(\left(-1 + maxCos\right) \cdot \left(ux \cdot ux\right)\right)\right)}
\] |
Final simplification98.2%
| Alternative 1 | |
|---|---|
| Accuracy | 98.3% |
| Cost | 23168 |
| Alternative 2 | |
|---|---|
| Accuracy | 98.3% |
| Cost | 13696 |
| Alternative 3 | |
|---|---|
| Accuracy | 98.3% |
| Cost | 13504 |
| Alternative 4 | |
|---|---|
| Accuracy | 98.3% |
| Cost | 10304 |
| Alternative 5 | |
|---|---|
| Accuracy | 92.1% |
| Cost | 9984 |
| Alternative 6 | |
|---|---|
| Accuracy | 92.1% |
| Cost | 9920 |
| Alternative 7 | |
|---|---|
| Accuracy | 81.8% |
| Cost | 7104 |
| Alternative 8 | |
|---|---|
| Accuracy | 77.3% |
| Cost | 6720 |
| Alternative 9 | |
|---|---|
| Accuracy | 63.7% |
| Cost | 6656 |
herbie shell --seed 2023137
(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)))))))