
(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 17 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 (cbrt (* (pow (* uy 2.0) 3.0) (pow PI 3.0)))) (sqrt (fma ux (fma maxCos -2.0 2.0) (* (pow (- 1.0 maxCos) 2.0) (* ux (- ux)))))))
float code(float ux, float uy, float maxCos) {
return sinf(cbrtf((powf((uy * 2.0f), 3.0f) * powf(((float) M_PI), 3.0f)))) * sqrtf(fmaf(ux, fmaf(maxCos, -2.0f, 2.0f), (powf((1.0f - maxCos), 2.0f) * (ux * -ux))));
}
function code(ux, uy, maxCos) return Float32(sin(cbrt(Float32((Float32(uy * Float32(2.0)) ^ Float32(3.0)) * (Float32(pi) ^ Float32(3.0))))) * sqrt(fma(ux, fma(maxCos, Float32(-2.0), Float32(2.0)), Float32((Float32(Float32(1.0) - maxCos) ^ Float32(2.0)) * Float32(ux * Float32(-ux)))))) end
\begin{array}{l}
\\
\sin \left(\sqrt[3]{{\left(uy \cdot 2\right)}^{3} \cdot {\pi}^{3}}\right) \cdot \sqrt{\mathsf{fma}\left(ux, \mathsf{fma}\left(maxCos, -2, 2\right), {\left(1 - maxCos\right)}^{2} \cdot \left(ux \cdot \left(-ux\right)\right)\right)}
\end{array}
Initial program 55.6%
associate-*l*55.6%
+-commutative55.6%
associate-+r-55.5%
fma-def55.5%
+-commutative55.5%
associate-+r-55.5%
fma-def55.5%
Simplified55.5%
Taylor expanded in ux around -inf 98.4%
+-commutative98.4%
metadata-eval98.4%
cancel-sign-sub-inv98.4%
fma-def98.5%
cancel-sign-sub-inv98.5%
metadata-eval98.5%
+-commutative98.5%
*-commutative98.5%
fma-def98.5%
mul-1-neg98.5%
distribute-rgt-neg-in98.5%
unpow298.5%
mul-1-neg98.5%
unsub-neg98.5%
Simplified98.5%
associate-*r*98.5%
add-cbrt-cube98.5%
add-cbrt-cube98.5%
cbrt-unprod98.5%
pow398.5%
pow398.5%
Applied egg-rr98.5%
Final simplification98.5%
(FPCore (ux uy maxCos) :precision binary32 (* (sqrt (fma ux (fma maxCos -2.0 2.0) (* (pow (- 1.0 maxCos) 2.0) (* ux (- ux))))) (sin (log1p (expm1 (* uy (* 2.0 PI)))))))
float code(float ux, float uy, float maxCos) {
return sqrtf(fmaf(ux, fmaf(maxCos, -2.0f, 2.0f), (powf((1.0f - maxCos), 2.0f) * (ux * -ux)))) * sinf(log1pf(expm1f((uy * (2.0f * ((float) M_PI))))));
}
function code(ux, uy, maxCos) return Float32(sqrt(fma(ux, fma(maxCos, Float32(-2.0), Float32(2.0)), Float32((Float32(Float32(1.0) - maxCos) ^ Float32(2.0)) * Float32(ux * Float32(-ux))))) * sin(log1p(expm1(Float32(uy * Float32(Float32(2.0) * Float32(pi))))))) end
\begin{array}{l}
\\
\sqrt{\mathsf{fma}\left(ux, \mathsf{fma}\left(maxCos, -2, 2\right), {\left(1 - maxCos\right)}^{2} \cdot \left(ux \cdot \left(-ux\right)\right)\right)} \cdot \sin \left(\mathsf{log1p}\left(\mathsf{expm1}\left(uy \cdot \left(2 \cdot \pi\right)\right)\right)\right)
\end{array}
Initial program 55.6%
associate-*l*55.6%
+-commutative55.6%
associate-+r-55.5%
fma-def55.5%
+-commutative55.5%
associate-+r-55.5%
fma-def55.5%
Simplified55.5%
Taylor expanded in ux around -inf 98.4%
+-commutative98.4%
metadata-eval98.4%
cancel-sign-sub-inv98.4%
fma-def98.5%
cancel-sign-sub-inv98.5%
metadata-eval98.5%
+-commutative98.5%
*-commutative98.5%
fma-def98.5%
mul-1-neg98.5%
distribute-rgt-neg-in98.5%
unpow298.5%
mul-1-neg98.5%
unsub-neg98.5%
Simplified98.5%
log1p-expm1-u98.5%
Applied egg-rr98.5%
Final simplification98.5%
(FPCore (ux uy maxCos) :precision binary32 (* (cbrt (pow (- (* ux (fma maxCos -2.0 2.0)) (pow (* ux (- 1.0 maxCos)) 2.0)) 1.5)) (sin (* PI (* uy 2.0)))))
float code(float ux, float uy, float maxCos) {
return cbrtf(powf(((ux * fmaf(maxCos, -2.0f, 2.0f)) - powf((ux * (1.0f - maxCos)), 2.0f)), 1.5f)) * sinf((((float) M_PI) * (uy * 2.0f)));
}
function code(ux, uy, maxCos) return Float32(cbrt((Float32(Float32(ux * fma(maxCos, Float32(-2.0), Float32(2.0))) - (Float32(ux * Float32(Float32(1.0) - maxCos)) ^ Float32(2.0))) ^ Float32(1.5))) * sin(Float32(Float32(pi) * Float32(uy * Float32(2.0))))) end
\begin{array}{l}
\\
\sqrt[3]{{\left(ux \cdot \mathsf{fma}\left(maxCos, -2, 2\right) - {\left(ux \cdot \left(1 - maxCos\right)\right)}^{2}\right)}^{1.5}} \cdot \sin \left(\pi \cdot \left(uy \cdot 2\right)\right)
\end{array}
Initial program 55.6%
associate-*l*55.6%
+-commutative55.6%
associate-+r-55.5%
fma-def55.5%
+-commutative55.5%
associate-+r-55.5%
fma-def55.5%
Simplified55.5%
Taylor expanded in ux around -inf 98.4%
+-commutative98.4%
metadata-eval98.4%
cancel-sign-sub-inv98.4%
fma-def98.5%
cancel-sign-sub-inv98.5%
metadata-eval98.5%
+-commutative98.5%
*-commutative98.5%
fma-def98.5%
mul-1-neg98.5%
distribute-rgt-neg-in98.5%
unpow298.5%
mul-1-neg98.5%
unsub-neg98.5%
Simplified98.5%
Taylor expanded in uy around inf 98.4%
*-commutative98.4%
Simplified98.4%
fma-neg98.5%
unpow-prod-down98.5%
pow298.5%
distribute-rgt-neg-out98.5%
add-cbrt-cube98.4%
Applied egg-rr98.5%
*-commutative98.5%
unpow1/298.5%
pow-plus98.4%
metadata-eval98.4%
Simplified98.4%
Final simplification98.4%
(FPCore (ux uy maxCos) :precision binary32 (* (sqrt (fma ux (fma maxCos -2.0 2.0) (* (pow (- 1.0 maxCos) 2.0) (* ux (- ux))))) (sin (* uy (* 2.0 PI)))))
float code(float ux, float uy, float maxCos) {
return sqrtf(fmaf(ux, fmaf(maxCos, -2.0f, 2.0f), (powf((1.0f - maxCos), 2.0f) * (ux * -ux)))) * sinf((uy * (2.0f * ((float) M_PI))));
}
function code(ux, uy, maxCos) return Float32(sqrt(fma(ux, fma(maxCos, Float32(-2.0), Float32(2.0)), Float32((Float32(Float32(1.0) - maxCos) ^ Float32(2.0)) * Float32(ux * Float32(-ux))))) * sin(Float32(uy * Float32(Float32(2.0) * Float32(pi))))) end
\begin{array}{l}
\\
\sqrt{\mathsf{fma}\left(ux, \mathsf{fma}\left(maxCos, -2, 2\right), {\left(1 - maxCos\right)}^{2} \cdot \left(ux \cdot \left(-ux\right)\right)\right)} \cdot \sin \left(uy \cdot \left(2 \cdot \pi\right)\right)
\end{array}
Initial program 55.6%
associate-*l*55.6%
+-commutative55.6%
associate-+r-55.5%
fma-def55.5%
+-commutative55.5%
associate-+r-55.5%
fma-def55.5%
Simplified55.5%
Taylor expanded in ux around -inf 98.4%
+-commutative98.4%
metadata-eval98.4%
cancel-sign-sub-inv98.4%
fma-def98.5%
cancel-sign-sub-inv98.5%
metadata-eval98.5%
+-commutative98.5%
*-commutative98.5%
fma-def98.5%
mul-1-neg98.5%
distribute-rgt-neg-in98.5%
unpow298.5%
mul-1-neg98.5%
unsub-neg98.5%
Simplified98.5%
Final simplification98.5%
(FPCore (ux uy maxCos)
:precision binary32
(*
(sin (* PI (* uy 2.0)))
(sqrt
(+
(* ux (fma maxCos -2.0 2.0))
(* (* ux (- 1.0 maxCos)) (* ux (+ maxCos -1.0)))))))
float code(float ux, float uy, float maxCos) {
return sinf((((float) M_PI) * (uy * 2.0f))) * sqrtf(((ux * fmaf(maxCos, -2.0f, 2.0f)) + ((ux * (1.0f - maxCos)) * (ux * (maxCos + -1.0f)))));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(Float32(pi) * Float32(uy * Float32(2.0)))) * sqrt(Float32(Float32(ux * fma(maxCos, Float32(-2.0), Float32(2.0))) + Float32(Float32(ux * Float32(Float32(1.0) - maxCos)) * Float32(ux * Float32(maxCos + Float32(-1.0))))))) end
\begin{array}{l}
\\
\sin \left(\pi \cdot \left(uy \cdot 2\right)\right) \cdot \sqrt{ux \cdot \mathsf{fma}\left(maxCos, -2, 2\right) + \left(ux \cdot \left(1 - maxCos\right)\right) \cdot \left(ux \cdot \left(maxCos + -1\right)\right)}
\end{array}
Initial program 55.6%
associate-*l*55.6%
+-commutative55.6%
associate-+r-55.5%
fma-def55.5%
+-commutative55.5%
associate-+r-55.5%
fma-def55.5%
Simplified55.5%
Taylor expanded in ux around -inf 98.4%
+-commutative98.4%
metadata-eval98.4%
cancel-sign-sub-inv98.4%
fma-def98.5%
cancel-sign-sub-inv98.5%
metadata-eval98.5%
+-commutative98.5%
*-commutative98.5%
fma-def98.5%
mul-1-neg98.5%
distribute-rgt-neg-in98.5%
unpow298.5%
mul-1-neg98.5%
unsub-neg98.5%
Simplified98.5%
Taylor expanded in uy around inf 98.4%
*-commutative98.4%
Simplified98.4%
unpow283.6%
Applied egg-rr98.4%
Final simplification98.4%
(FPCore (ux uy maxCos) :precision binary32 (* (sin (* PI (* uy 2.0))) (sqrt (+ (* ux (fma maxCos -2.0 2.0)) (* (* ux ux) (- -1.0 (* maxCos -2.0)))))))
float code(float ux, float uy, float maxCos) {
return sinf((((float) M_PI) * (uy * 2.0f))) * sqrtf(((ux * fmaf(maxCos, -2.0f, 2.0f)) + ((ux * ux) * (-1.0f - (maxCos * -2.0f)))));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(Float32(pi) * Float32(uy * Float32(2.0)))) * sqrt(Float32(Float32(ux * fma(maxCos, Float32(-2.0), Float32(2.0))) + Float32(Float32(ux * ux) * Float32(Float32(-1.0) - Float32(maxCos * Float32(-2.0))))))) end
\begin{array}{l}
\\
\sin \left(\pi \cdot \left(uy \cdot 2\right)\right) \cdot \sqrt{ux \cdot \mathsf{fma}\left(maxCos, -2, 2\right) + \left(ux \cdot ux\right) \cdot \left(-1 - maxCos \cdot -2\right)}
\end{array}
Initial program 55.6%
associate-*l*55.6%
+-commutative55.6%
associate-+r-55.5%
fma-def55.5%
+-commutative55.5%
associate-+r-55.5%
fma-def55.5%
Simplified55.5%
Taylor expanded in ux around -inf 98.4%
+-commutative98.4%
metadata-eval98.4%
cancel-sign-sub-inv98.4%
fma-def98.5%
cancel-sign-sub-inv98.5%
metadata-eval98.5%
+-commutative98.5%
*-commutative98.5%
fma-def98.5%
mul-1-neg98.5%
distribute-rgt-neg-in98.5%
unpow298.5%
mul-1-neg98.5%
unsub-neg98.5%
Simplified98.5%
Taylor expanded in uy around inf 98.4%
*-commutative98.4%
Simplified98.4%
Taylor expanded in maxCos around 0 97.6%
associate-*r*83.0%
distribute-lft1-in83.0%
*-commutative83.0%
unpow283.0%
Simplified97.6%
Final simplification97.6%
(FPCore (ux uy maxCos) :precision binary32 (* (sin (* PI (* uy 2.0))) (sqrt (- (* ux (fma maxCos -2.0 2.0)) (* ux ux)))))
float code(float ux, float uy, float maxCos) {
return sinf((((float) M_PI) * (uy * 2.0f))) * sqrtf(((ux * fmaf(maxCos, -2.0f, 2.0f)) - (ux * ux)));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(Float32(pi) * Float32(uy * Float32(2.0)))) * sqrt(Float32(Float32(ux * fma(maxCos, Float32(-2.0), Float32(2.0))) - Float32(ux * ux)))) end
\begin{array}{l}
\\
\sin \left(\pi \cdot \left(uy \cdot 2\right)\right) \cdot \sqrt{ux \cdot \mathsf{fma}\left(maxCos, -2, 2\right) - ux \cdot ux}
\end{array}
Initial program 55.6%
associate-*l*55.6%
+-commutative55.6%
associate-+r-55.5%
fma-def55.5%
+-commutative55.5%
associate-+r-55.5%
fma-def55.5%
Simplified55.5%
Taylor expanded in ux around -inf 98.4%
+-commutative98.4%
metadata-eval98.4%
cancel-sign-sub-inv98.4%
fma-def98.5%
cancel-sign-sub-inv98.5%
metadata-eval98.5%
+-commutative98.5%
*-commutative98.5%
fma-def98.5%
mul-1-neg98.5%
distribute-rgt-neg-in98.5%
unpow298.5%
mul-1-neg98.5%
unsub-neg98.5%
Simplified98.5%
Taylor expanded in uy around inf 98.4%
*-commutative98.4%
Simplified98.4%
Taylor expanded in maxCos around 0 97.0%
unpow282.4%
Simplified97.0%
Final simplification97.0%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= maxCos 1.500000053056283e-6)
(* (sin (* PI (* uy 2.0))) (sqrt (- (* 2.0 ux) (* ux ux))))
(*
2.0
(*
uy
(*
PI
(sqrt
(+
(* ux (fma maxCos -2.0 2.0))
(* (* ux (- 1.0 maxCos)) (* ux (+ maxCos -1.0))))))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (maxCos <= 1.500000053056283e-6f) {
tmp = sinf((((float) M_PI) * (uy * 2.0f))) * sqrtf(((2.0f * ux) - (ux * ux)));
} else {
tmp = 2.0f * (uy * (((float) M_PI) * sqrtf(((ux * fmaf(maxCos, -2.0f, 2.0f)) + ((ux * (1.0f - maxCos)) * (ux * (maxCos + -1.0f)))))));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (maxCos <= Float32(1.500000053056283e-6)) tmp = Float32(sin(Float32(Float32(pi) * Float32(uy * Float32(2.0)))) * sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux)))); else tmp = Float32(Float32(2.0) * Float32(uy * Float32(Float32(pi) * sqrt(Float32(Float32(ux * fma(maxCos, Float32(-2.0), Float32(2.0))) + Float32(Float32(ux * Float32(Float32(1.0) - maxCos)) * Float32(ux * Float32(maxCos + Float32(-1.0))))))))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;maxCos \leq 1.500000053056283 \cdot 10^{-6}:\\
\;\;\;\;\sin \left(\pi \cdot \left(uy \cdot 2\right)\right) \cdot \sqrt{2 \cdot ux - ux \cdot ux}\\
\mathbf{else}:\\
\;\;\;\;2 \cdot \left(uy \cdot \left(\pi \cdot \sqrt{ux \cdot \mathsf{fma}\left(maxCos, -2, 2\right) + \left(ux \cdot \left(1 - maxCos\right)\right) \cdot \left(ux \cdot \left(maxCos + -1\right)\right)}\right)\right)\\
\end{array}
\end{array}
if maxCos < 1.50000005e-6Initial program 55.8%
associate-*l*55.8%
+-commutative55.8%
associate-+r-55.8%
fma-def55.8%
+-commutative55.8%
associate-+r-55.8%
fma-def55.8%
Simplified55.8%
Taylor expanded in ux around -inf 98.4%
+-commutative98.4%
metadata-eval98.4%
cancel-sign-sub-inv98.4%
fma-def98.4%
cancel-sign-sub-inv98.4%
metadata-eval98.4%
+-commutative98.4%
*-commutative98.4%
fma-def98.4%
mul-1-neg98.4%
distribute-rgt-neg-in98.4%
unpow298.4%
mul-1-neg98.4%
unsub-neg98.4%
Simplified98.4%
Taylor expanded in maxCos around 0 98.2%
associate-*r*98.2%
+-commutative98.2%
mul-1-neg98.2%
unsub-neg98.2%
unpow298.2%
Simplified98.2%
if 1.50000005e-6 < maxCos Initial program 53.7%
associate-*l*53.7%
+-commutative53.7%
associate-+r-53.6%
fma-def53.6%
+-commutative53.6%
associate-+r-53.6%
fma-def53.6%
Simplified53.6%
Taylor expanded in uy around 0 53.2%
associate-*l*53.2%
+-commutative53.2%
*-commutative53.2%
fma-udef53.2%
Simplified53.2%
Taylor expanded in ux around -inf 92.5%
+-commutative92.5%
mul-1-neg92.5%
unsub-neg92.5%
+-commutative92.5%
*-commutative92.5%
fma-udef92.5%
unpow292.5%
unpow292.5%
swap-sqr92.5%
neg-mul-192.5%
sub-neg92.5%
neg-mul-192.5%
sub-neg92.5%
unpow292.5%
Simplified92.5%
unpow292.5%
Applied egg-rr92.5%
Final simplification97.5%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= maxCos 1.500000053056283e-6)
(* (sin (* PI (* uy 2.0))) (sqrt (- (* 2.0 ux) (* ux ux))))
(*
2.0
(*
uy
(*
PI
(sqrt
(+
(* ux (fma maxCos -2.0 2.0))
(* (* ux ux) (- -1.0 (* maxCos -2.0))))))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (maxCos <= 1.500000053056283e-6f) {
tmp = sinf((((float) M_PI) * (uy * 2.0f))) * sqrtf(((2.0f * ux) - (ux * ux)));
} else {
tmp = 2.0f * (uy * (((float) M_PI) * sqrtf(((ux * fmaf(maxCos, -2.0f, 2.0f)) + ((ux * ux) * (-1.0f - (maxCos * -2.0f)))))));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (maxCos <= Float32(1.500000053056283e-6)) tmp = Float32(sin(Float32(Float32(pi) * Float32(uy * Float32(2.0)))) * sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux)))); else tmp = Float32(Float32(2.0) * Float32(uy * Float32(Float32(pi) * sqrt(Float32(Float32(ux * fma(maxCos, Float32(-2.0), Float32(2.0))) + Float32(Float32(ux * ux) * Float32(Float32(-1.0) - Float32(maxCos * Float32(-2.0))))))))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;maxCos \leq 1.500000053056283 \cdot 10^{-6}:\\
\;\;\;\;\sin \left(\pi \cdot \left(uy \cdot 2\right)\right) \cdot \sqrt{2 \cdot ux - ux \cdot ux}\\
\mathbf{else}:\\
\;\;\;\;2 \cdot \left(uy \cdot \left(\pi \cdot \sqrt{ux \cdot \mathsf{fma}\left(maxCos, -2, 2\right) + \left(ux \cdot ux\right) \cdot \left(-1 - maxCos \cdot -2\right)}\right)\right)\\
\end{array}
\end{array}
if maxCos < 1.50000005e-6Initial program 55.8%
associate-*l*55.8%
+-commutative55.8%
associate-+r-55.8%
fma-def55.8%
+-commutative55.8%
associate-+r-55.8%
fma-def55.8%
Simplified55.8%
Taylor expanded in ux around -inf 98.4%
+-commutative98.4%
metadata-eval98.4%
cancel-sign-sub-inv98.4%
fma-def98.4%
cancel-sign-sub-inv98.4%
metadata-eval98.4%
+-commutative98.4%
*-commutative98.4%
fma-def98.4%
mul-1-neg98.4%
distribute-rgt-neg-in98.4%
unpow298.4%
mul-1-neg98.4%
unsub-neg98.4%
Simplified98.4%
Taylor expanded in maxCos around 0 98.2%
associate-*r*98.2%
+-commutative98.2%
mul-1-neg98.2%
unsub-neg98.2%
unpow298.2%
Simplified98.2%
if 1.50000005e-6 < maxCos Initial program 53.7%
associate-*l*53.7%
+-commutative53.7%
associate-+r-53.6%
fma-def53.6%
+-commutative53.6%
associate-+r-53.6%
fma-def53.6%
Simplified53.6%
Taylor expanded in uy around 0 53.2%
associate-*l*53.2%
+-commutative53.2%
*-commutative53.2%
fma-udef53.2%
Simplified53.2%
Taylor expanded in ux around -inf 92.5%
+-commutative92.5%
mul-1-neg92.5%
unsub-neg92.5%
+-commutative92.5%
*-commutative92.5%
fma-udef92.5%
unpow292.5%
unpow292.5%
swap-sqr92.5%
neg-mul-192.5%
sub-neg92.5%
neg-mul-192.5%
sub-neg92.5%
unpow292.5%
Simplified92.5%
Taylor expanded in maxCos around 0 87.1%
associate-*r*87.1%
distribute-lft1-in87.1%
*-commutative87.1%
unpow287.1%
Simplified87.1%
Final simplification96.8%
(FPCore (ux uy maxCos) :precision binary32 (if (<= maxCos 1.500000053056283e-6) (* (sin (* PI (* uy 2.0))) (sqrt (- (* 2.0 ux) (* ux ux)))) (* 2.0 (* uy (* PI (sqrt (- (* ux (fma maxCos -2.0 2.0)) (* ux ux))))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (maxCos <= 1.500000053056283e-6f) {
tmp = sinf((((float) M_PI) * (uy * 2.0f))) * sqrtf(((2.0f * ux) - (ux * ux)));
} else {
tmp = 2.0f * (uy * (((float) M_PI) * sqrtf(((ux * fmaf(maxCos, -2.0f, 2.0f)) - (ux * ux)))));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (maxCos <= Float32(1.500000053056283e-6)) tmp = Float32(sin(Float32(Float32(pi) * Float32(uy * Float32(2.0)))) * sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux)))); else tmp = Float32(Float32(2.0) * Float32(uy * Float32(Float32(pi) * sqrt(Float32(Float32(ux * fma(maxCos, Float32(-2.0), Float32(2.0))) - Float32(ux * ux)))))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;maxCos \leq 1.500000053056283 \cdot 10^{-6}:\\
\;\;\;\;\sin \left(\pi \cdot \left(uy \cdot 2\right)\right) \cdot \sqrt{2 \cdot ux - ux \cdot ux}\\
\mathbf{else}:\\
\;\;\;\;2 \cdot \left(uy \cdot \left(\pi \cdot \sqrt{ux \cdot \mathsf{fma}\left(maxCos, -2, 2\right) - ux \cdot ux}\right)\right)\\
\end{array}
\end{array}
if maxCos < 1.50000005e-6Initial program 55.8%
associate-*l*55.8%
+-commutative55.8%
associate-+r-55.8%
fma-def55.8%
+-commutative55.8%
associate-+r-55.8%
fma-def55.8%
Simplified55.8%
Taylor expanded in ux around -inf 98.4%
+-commutative98.4%
metadata-eval98.4%
cancel-sign-sub-inv98.4%
fma-def98.4%
cancel-sign-sub-inv98.4%
metadata-eval98.4%
+-commutative98.4%
*-commutative98.4%
fma-def98.4%
mul-1-neg98.4%
distribute-rgt-neg-in98.4%
unpow298.4%
mul-1-neg98.4%
unsub-neg98.4%
Simplified98.4%
Taylor expanded in maxCos around 0 98.2%
associate-*r*98.2%
+-commutative98.2%
mul-1-neg98.2%
unsub-neg98.2%
unpow298.2%
Simplified98.2%
if 1.50000005e-6 < maxCos Initial program 53.7%
associate-*l*53.7%
+-commutative53.7%
associate-+r-53.6%
fma-def53.6%
+-commutative53.6%
associate-+r-53.6%
fma-def53.6%
Simplified53.6%
Taylor expanded in uy around 0 53.2%
associate-*l*53.2%
+-commutative53.2%
*-commutative53.2%
fma-udef53.2%
Simplified53.2%
Taylor expanded in ux around -inf 92.5%
+-commutative92.5%
mul-1-neg92.5%
unsub-neg92.5%
+-commutative92.5%
*-commutative92.5%
fma-udef92.5%
unpow292.5%
unpow292.5%
swap-sqr92.5%
neg-mul-192.5%
sub-neg92.5%
neg-mul-192.5%
sub-neg92.5%
unpow292.5%
Simplified92.5%
Taylor expanded in maxCos around 0 82.6%
unpow282.6%
Simplified82.6%
Final simplification96.2%
(FPCore (ux uy maxCos) :precision binary32 (* (sin (* PI (* uy 2.0))) (sqrt (- (* 2.0 ux) (* ux ux)))))
float code(float ux, float uy, float maxCos) {
return sinf((((float) M_PI) * (uy * 2.0f))) * sqrtf(((2.0f * ux) - (ux * ux)));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(Float32(pi) * Float32(uy * Float32(2.0)))) * sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux)))) end
function tmp = code(ux, uy, maxCos) tmp = sin((single(pi) * (uy * single(2.0)))) * sqrt(((single(2.0) * ux) - (ux * ux))); end
\begin{array}{l}
\\
\sin \left(\pi \cdot \left(uy \cdot 2\right)\right) \cdot \sqrt{2 \cdot ux - ux \cdot ux}
\end{array}
Initial program 55.6%
associate-*l*55.6%
+-commutative55.6%
associate-+r-55.5%
fma-def55.5%
+-commutative55.5%
associate-+r-55.5%
fma-def55.5%
Simplified55.5%
Taylor expanded in ux around -inf 98.4%
+-commutative98.4%
metadata-eval98.4%
cancel-sign-sub-inv98.4%
fma-def98.5%
cancel-sign-sub-inv98.5%
metadata-eval98.5%
+-commutative98.5%
*-commutative98.5%
fma-def98.5%
mul-1-neg98.5%
distribute-rgt-neg-in98.5%
unpow298.5%
mul-1-neg98.5%
unsub-neg98.5%
Simplified98.5%
Taylor expanded in maxCos around 0 93.0%
associate-*r*93.0%
+-commutative93.0%
mul-1-neg93.0%
unsub-neg93.0%
unpow293.0%
Simplified93.0%
Final simplification93.0%
(FPCore (ux uy maxCos) :precision binary32 (* (sin (* PI (* uy 2.0))) (sqrt (* ux (- 2.0 ux)))))
float code(float ux, float uy, float maxCos) {
return sinf((((float) M_PI) * (uy * 2.0f))) * sqrtf((ux * (2.0f - ux)));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(Float32(pi) * Float32(uy * Float32(2.0)))) * sqrt(Float32(ux * Float32(Float32(2.0) - ux)))) end
function tmp = code(ux, uy, maxCos) tmp = sin((single(pi) * (uy * single(2.0)))) * sqrt((ux * (single(2.0) - ux))); end
\begin{array}{l}
\\
\sin \left(\pi \cdot \left(uy \cdot 2\right)\right) \cdot \sqrt{ux \cdot \left(2 - ux\right)}
\end{array}
Initial program 55.6%
associate-*l*55.6%
+-commutative55.6%
associate-+r-55.5%
fma-def55.5%
+-commutative55.5%
associate-+r-55.5%
fma-def55.5%
Simplified55.5%
Taylor expanded in ux around -inf 98.4%
+-commutative98.4%
metadata-eval98.4%
cancel-sign-sub-inv98.4%
fma-def98.5%
cancel-sign-sub-inv98.5%
metadata-eval98.5%
+-commutative98.5%
*-commutative98.5%
fma-def98.5%
mul-1-neg98.5%
distribute-rgt-neg-in98.5%
unpow298.5%
mul-1-neg98.5%
unsub-neg98.5%
Simplified98.5%
Taylor expanded in uy around inf 98.4%
*-commutative98.4%
Simplified98.4%
Taylor expanded in maxCos around 0 93.0%
unpow293.0%
distribute-rgt-out--93.0%
Simplified93.0%
Final simplification93.0%
(FPCore (ux uy maxCos) :precision binary32 (* 2.0 (* (* uy PI) (sqrt (- (* 2.0 ux) (* ux ux))))))
float code(float ux, float uy, float maxCos) {
return 2.0f * ((uy * ((float) M_PI)) * sqrtf(((2.0f * ux) - (ux * ux))));
}
function code(ux, uy, maxCos) return Float32(Float32(2.0) * Float32(Float32(uy * Float32(pi)) * sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux))))) end
function tmp = code(ux, uy, maxCos) tmp = single(2.0) * ((uy * single(pi)) * sqrt(((single(2.0) * ux) - (ux * ux)))); end
\begin{array}{l}
\\
2 \cdot \left(\left(uy \cdot \pi\right) \cdot \sqrt{2 \cdot ux - ux \cdot ux}\right)
\end{array}
Initial program 55.6%
associate-*l*55.6%
+-commutative55.6%
associate-+r-55.5%
fma-def55.5%
+-commutative55.5%
associate-+r-55.5%
fma-def55.5%
Simplified55.5%
Taylor expanded in uy around 0 50.5%
associate-*l*50.5%
+-commutative50.5%
*-commutative50.5%
fma-udef50.5%
Simplified50.5%
Taylor expanded in ux around -inf 83.6%
+-commutative83.6%
mul-1-neg83.6%
unsub-neg83.6%
+-commutative83.6%
*-commutative83.6%
fma-udef83.6%
unpow283.6%
unpow283.6%
swap-sqr83.6%
neg-mul-183.6%
sub-neg83.6%
neg-mul-183.6%
sub-neg83.6%
unpow283.6%
Simplified83.6%
Taylor expanded in maxCos around 0 79.1%
*-commutative79.1%
unpow279.1%
Simplified79.1%
Final simplification79.1%
(FPCore (ux uy maxCos) :precision binary32 (* 2.0 (* uy (* PI (sqrt (* ux (- 2.0 ux)))))))
float code(float ux, float uy, float maxCos) {
return 2.0f * (uy * (((float) M_PI) * sqrtf((ux * (2.0f - ux)))));
}
function code(ux, uy, maxCos) return Float32(Float32(2.0) * Float32(uy * Float32(Float32(pi) * sqrt(Float32(ux * Float32(Float32(2.0) - ux)))))) end
function tmp = code(ux, uy, maxCos) tmp = single(2.0) * (uy * (single(pi) * sqrt((ux * (single(2.0) - ux))))); end
\begin{array}{l}
\\
2 \cdot \left(uy \cdot \left(\pi \cdot \sqrt{ux \cdot \left(2 - ux\right)}\right)\right)
\end{array}
Initial program 55.6%
associate-*l*55.6%
+-commutative55.6%
associate-+r-55.5%
fma-def55.5%
+-commutative55.5%
associate-+r-55.5%
fma-def55.5%
Simplified55.5%
Taylor expanded in uy around 0 50.5%
associate-*l*50.5%
+-commutative50.5%
*-commutative50.5%
fma-udef50.5%
Simplified50.5%
Taylor expanded in ux around -inf 83.6%
+-commutative83.6%
mul-1-neg83.6%
unsub-neg83.6%
+-commutative83.6%
*-commutative83.6%
fma-udef83.6%
unpow283.6%
unpow283.6%
swap-sqr83.6%
neg-mul-183.6%
sub-neg83.6%
neg-mul-183.6%
sub-neg83.6%
unpow283.6%
Simplified83.6%
Taylor expanded in maxCos around 0 79.1%
unpow279.1%
distribute-rgt-out--79.1%
Simplified79.1%
Final simplification79.1%
(FPCore (ux uy maxCos) :precision binary32 (* 2.0 (* (sqrt (* ux (- 2.0 ux))) (* uy PI))))
float code(float ux, float uy, float maxCos) {
return 2.0f * (sqrtf((ux * (2.0f - ux))) * (uy * ((float) M_PI)));
}
function code(ux, uy, maxCos) return Float32(Float32(2.0) * Float32(sqrt(Float32(ux * Float32(Float32(2.0) - ux))) * Float32(uy * Float32(pi)))) end
function tmp = code(ux, uy, maxCos) tmp = single(2.0) * (sqrt((ux * (single(2.0) - ux))) * (uy * single(pi))); end
\begin{array}{l}
\\
2 \cdot \left(\sqrt{ux \cdot \left(2 - ux\right)} \cdot \left(uy \cdot \pi\right)\right)
\end{array}
Initial program 55.6%
associate-*l*55.6%
+-commutative55.6%
associate-+r-55.5%
fma-def55.5%
+-commutative55.5%
associate-+r-55.5%
fma-def55.5%
Simplified55.5%
Taylor expanded in uy around 0 50.5%
associate-*l*50.5%
+-commutative50.5%
*-commutative50.5%
fma-udef50.5%
Simplified50.5%
Taylor expanded in ux around -inf 83.6%
+-commutative83.6%
mul-1-neg83.6%
unsub-neg83.6%
+-commutative83.6%
*-commutative83.6%
fma-udef83.6%
unpow283.6%
unpow283.6%
swap-sqr83.6%
neg-mul-183.6%
sub-neg83.6%
neg-mul-183.6%
sub-neg83.6%
unpow283.6%
Simplified83.6%
Taylor expanded in maxCos around 0 79.1%
unpow279.1%
distribute-rgt-out--79.1%
Simplified79.1%
Final simplification79.1%
(FPCore (ux uy maxCos) :precision binary32 (* 2.0 (* uy (* PI (sqrt (* 2.0 ux))))))
float code(float ux, float uy, float maxCos) {
return 2.0f * (uy * (((float) M_PI) * sqrtf((2.0f * ux))));
}
function code(ux, uy, maxCos) return Float32(Float32(2.0) * Float32(uy * Float32(Float32(pi) * sqrt(Float32(Float32(2.0) * ux))))) end
function tmp = code(ux, uy, maxCos) tmp = single(2.0) * (uy * (single(pi) * sqrt((single(2.0) * ux)))); end
\begin{array}{l}
\\
2 \cdot \left(uy \cdot \left(\pi \cdot \sqrt{2 \cdot ux}\right)\right)
\end{array}
Initial program 55.6%
associate-*l*55.6%
+-commutative55.6%
associate-+r-55.5%
fma-def55.5%
+-commutative55.5%
associate-+r-55.5%
fma-def55.5%
Simplified55.5%
Taylor expanded in uy around 0 50.5%
associate-*l*50.5%
+-commutative50.5%
*-commutative50.5%
fma-udef50.5%
Simplified50.5%
Taylor expanded in ux around 0 68.6%
Taylor expanded in maxCos around 0 65.6%
*-commutative65.6%
Simplified65.6%
Final simplification65.6%
(FPCore (ux uy maxCos) :precision binary32 0.0)
float code(float ux, float uy, float maxCos) {
return 0.0f;
}
real(4) function code(ux, uy, maxcos)
real(4), intent (in) :: ux
real(4), intent (in) :: uy
real(4), intent (in) :: maxcos
code = 0.0e0
end function
function code(ux, uy, maxCos) return Float32(0.0) end
function tmp = code(ux, uy, maxCos) tmp = single(0.0); end
\begin{array}{l}
\\
0
\end{array}
Initial program 55.6%
associate-*l*55.6%
+-commutative55.6%
associate-+r-55.5%
fma-def55.5%
+-commutative55.5%
associate-+r-55.5%
fma-def55.5%
Simplified55.5%
Taylor expanded in ux around -inf 98.4%
+-commutative98.4%
metadata-eval98.4%
cancel-sign-sub-inv98.4%
fma-def98.5%
cancel-sign-sub-inv98.5%
metadata-eval98.5%
+-commutative98.5%
*-commutative98.5%
fma-def98.5%
mul-1-neg98.5%
distribute-rgt-neg-in98.5%
unpow298.5%
mul-1-neg98.5%
unsub-neg98.5%
Simplified98.5%
add-cube-cbrt97.2%
pow397.3%
Applied egg-rr97.3%
Taylor expanded in uy around 0 7.1%
Final simplification7.1%
herbie shell --seed 2023293
(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)))))))