
(FPCore (ux uy maxCos) :precision binary32 (let* ((t_0 (+ (- 1.0 ux) (* ux maxCos)))) (* (cos (* (* 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 cosf(((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(cos(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 = cos(((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\\
\cos \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 16 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (ux uy maxCos) :precision binary32 (let* ((t_0 (+ (- 1.0 ux) (* ux maxCos)))) (* (cos (* (* 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 cosf(((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(cos(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 = cos(((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\\
\cos \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 (* (cos (* uy (* 2.0 PI))) (sqrt (fma (fma maxCos -2.0 2.0) ux (* (pow (- 1.0 maxCos) 2.0) (* ux (- ux)))))))
float code(float ux, float uy, float maxCos) {
return cosf((uy * (2.0f * ((float) M_PI)))) * sqrtf(fmaf(fmaf(maxCos, -2.0f, 2.0f), ux, (powf((1.0f - maxCos), 2.0f) * (ux * -ux))));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(fma(fma(maxCos, Float32(-2.0), Float32(2.0)), ux, Float32((Float32(Float32(1.0) - maxCos) ^ Float32(2.0)) * Float32(ux * Float32(-ux)))))) end
\begin{array}{l}
\\
\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(\mathsf{fma}\left(maxCos, -2, 2\right), ux, {\left(1 - maxCos\right)}^{2} \cdot \left(ux \cdot \left(-ux\right)\right)\right)}
\end{array}
Initial program 56.3%
associate-*l*56.3%
+-commutative56.3%
associate-+r-56.2%
fma-def56.2%
+-commutative56.2%
associate-+r-56.1%
fma-def56.1%
Simplified56.1%
Taylor expanded in ux around -inf 99.1%
metadata-eval99.1%
cancel-sign-sub-inv99.1%
*-commutative99.1%
fma-def99.1%
cancel-sign-sub-inv99.1%
metadata-eval99.1%
+-commutative99.1%
*-commutative99.1%
fma-def99.1%
mul-1-neg99.1%
distribute-rgt-neg-in99.1%
unpow299.1%
mul-1-neg99.1%
sub-neg99.1%
Simplified99.1%
Final simplification99.1%
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (- 1.0 (+ maxCos (+ maxCos -1.0)))))
(*
(cos (* uy (* 2.0 PI)))
(sqrt
(+
(* (* (- 1.0 maxCos) (pow ux 2.0)) (+ maxCos -1.0))
(* ux (cbrt (* t_0 (* t_0 t_0)))))))))
float code(float ux, float uy, float maxCos) {
float t_0 = 1.0f - (maxCos + (maxCos + -1.0f));
return cosf((uy * (2.0f * ((float) M_PI)))) * sqrtf(((((1.0f - maxCos) * powf(ux, 2.0f)) * (maxCos + -1.0f)) + (ux * cbrtf((t_0 * (t_0 * t_0))))));
}
function code(ux, uy, maxCos) t_0 = Float32(Float32(1.0) - Float32(maxCos + Float32(maxCos + Float32(-1.0)))) return Float32(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(Float32(Float32(Float32(Float32(1.0) - maxCos) * (ux ^ Float32(2.0))) * Float32(maxCos + Float32(-1.0))) + Float32(ux * cbrt(Float32(t_0 * Float32(t_0 * t_0))))))) end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := 1 - \left(maxCos + \left(maxCos + -1\right)\right)\\
\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\left(\left(1 - maxCos\right) \cdot {ux}^{2}\right) \cdot \left(maxCos + -1\right) + ux \cdot \sqrt[3]{t_0 \cdot \left(t_0 \cdot t_0\right)}}
\end{array}
\end{array}
Initial program 56.3%
associate-*l*56.3%
sub-neg56.3%
+-commutative56.3%
distribute-rgt-neg-in56.3%
fma-def56.4%
+-commutative56.4%
associate-+r-56.3%
fma-def56.3%
neg-sub056.3%
+-commutative56.3%
associate-+r-56.1%
associate--r-56.1%
neg-sub056.1%
+-commutative56.1%
sub-neg56.1%
fma-def56.1%
Simplified56.1%
Taylor expanded in ux around 0 99.0%
add-cbrt-cube99.0%
associate--l+99.0%
mul-1-neg99.0%
sub-neg99.0%
metadata-eval99.0%
associate--l+99.1%
mul-1-neg99.1%
sub-neg99.1%
metadata-eval99.1%
associate--l+99.1%
mul-1-neg99.1%
sub-neg99.1%
metadata-eval99.1%
Applied egg-rr99.1%
Final simplification99.1%
(FPCore (ux uy maxCos)
:precision binary32
(*
(cos (* uy (* 2.0 PI)))
(sqrt
(+
(* (+ maxCos -1.0) (* (* ux ux) (- 1.0 maxCos)))
(* ux (+ 2.0 (* maxCos -2.0)))))))
float code(float ux, float uy, float maxCos) {
return cosf((uy * (2.0f * ((float) M_PI)))) * sqrtf((((maxCos + -1.0f) * ((ux * ux) * (1.0f - maxCos))) + (ux * (2.0f + (maxCos * -2.0f)))));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(Float32(Float32(maxCos + Float32(-1.0)) * Float32(Float32(ux * ux) * Float32(Float32(1.0) - maxCos))) + Float32(ux * Float32(Float32(2.0) + Float32(maxCos * Float32(-2.0))))))) end
function tmp = code(ux, uy, maxCos) tmp = cos((uy * (single(2.0) * single(pi)))) * sqrt((((maxCos + single(-1.0)) * ((ux * ux) * (single(1.0) - maxCos))) + (ux * (single(2.0) + (maxCos * single(-2.0)))))); end
\begin{array}{l}
\\
\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\left(maxCos + -1\right) \cdot \left(\left(ux \cdot ux\right) \cdot \left(1 - maxCos\right)\right) + ux \cdot \left(2 + maxCos \cdot -2\right)}
\end{array}
Initial program 56.3%
associate-*l*56.3%
sub-neg56.3%
+-commutative56.3%
distribute-rgt-neg-in56.3%
fma-def56.4%
+-commutative56.4%
associate-+r-56.3%
fma-def56.3%
neg-sub056.3%
+-commutative56.3%
associate-+r-56.1%
associate--r-56.1%
neg-sub056.1%
+-commutative56.1%
sub-neg56.1%
fma-def56.1%
Simplified56.1%
Taylor expanded in ux around 0 99.0%
Taylor expanded in maxCos around 0 99.1%
Taylor expanded in maxCos around 0 99.1%
associate-*r*99.1%
neg-mul-199.1%
distribute-rgt1-in99.1%
+-commutative99.1%
sub-neg99.1%
unpow299.1%
Simplified99.1%
Final simplification99.1%
(FPCore (ux uy maxCos)
:precision binary32
(*
(cos (* PI (* uy 2.0)))
(sqrt
(*
ux
(+ (* (+ maxCos -1.0) (* ux (- 1.0 maxCos))) (- (- 2.0 maxCos) maxCos))))))
float code(float ux, float uy, float maxCos) {
return cosf((((float) M_PI) * (uy * 2.0f))) * sqrtf((ux * (((maxCos + -1.0f) * (ux * (1.0f - maxCos))) + ((2.0f - maxCos) - maxCos))));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(Float32(pi) * Float32(uy * Float32(2.0)))) * sqrt(Float32(ux * Float32(Float32(Float32(maxCos + Float32(-1.0)) * Float32(ux * Float32(Float32(1.0) - maxCos))) + Float32(Float32(Float32(2.0) - maxCos) - maxCos))))) end
function tmp = code(ux, uy, maxCos) tmp = cos((single(pi) * (uy * single(2.0)))) * sqrt((ux * (((maxCos + single(-1.0)) * (ux * (single(1.0) - maxCos))) + ((single(2.0) - maxCos) - maxCos)))); end
\begin{array}{l}
\\
\cos \left(\pi \cdot \left(uy \cdot 2\right)\right) \cdot \sqrt{ux \cdot \left(\left(maxCos + -1\right) \cdot \left(ux \cdot \left(1 - maxCos\right)\right) + \left(\left(2 - maxCos\right) - maxCos\right)\right)}
\end{array}
Initial program 56.3%
associate-*l*56.3%
sub-neg56.3%
+-commutative56.3%
distribute-rgt-neg-in56.3%
fma-def56.4%
+-commutative56.4%
associate-+r-56.3%
fma-def56.3%
neg-sub056.3%
+-commutative56.3%
associate-+r-56.1%
associate--r-56.1%
neg-sub056.1%
+-commutative56.1%
sub-neg56.1%
fma-def56.1%
Simplified56.1%
Taylor expanded in ux around 0 99.0%
add-cbrt-cube99.0%
associate--l+99.0%
mul-1-neg99.0%
sub-neg99.0%
metadata-eval99.0%
associate--l+99.1%
mul-1-neg99.1%
sub-neg99.1%
metadata-eval99.1%
associate--l+99.1%
mul-1-neg99.1%
sub-neg99.1%
metadata-eval99.1%
Applied egg-rr99.1%
expm1-log1p-u99.0%
expm1-udef80.9%
Applied egg-rr80.9%
expm1-def99.0%
expm1-log1p99.1%
*-commutative99.1%
*-commutative99.1%
associate-*l*99.1%
fma-udef99.1%
Simplified98.9%
Final simplification98.9%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* uy (* 2.0 PI))) (sqrt (+ (* ux (+ 2.0 (* maxCos -2.0))) (* (* ux ux) (+ maxCos -1.0))))))
float code(float ux, float uy, float maxCos) {
return cosf((uy * (2.0f * ((float) M_PI)))) * sqrtf(((ux * (2.0f + (maxCos * -2.0f))) + ((ux * ux) * (maxCos + -1.0f))));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(Float32(ux * Float32(Float32(2.0) + Float32(maxCos * Float32(-2.0)))) + Float32(Float32(ux * ux) * Float32(maxCos + Float32(-1.0)))))) end
function tmp = code(ux, uy, maxCos) tmp = cos((uy * (single(2.0) * single(pi)))) * sqrt(((ux * (single(2.0) + (maxCos * single(-2.0)))) + ((ux * ux) * (maxCos + single(-1.0))))); end
\begin{array}{l}
\\
\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{ux \cdot \left(2 + maxCos \cdot -2\right) + \left(ux \cdot ux\right) \cdot \left(maxCos + -1\right)}
\end{array}
Initial program 56.3%
associate-*l*56.3%
sub-neg56.3%
+-commutative56.3%
distribute-rgt-neg-in56.3%
fma-def56.4%
+-commutative56.4%
associate-+r-56.3%
fma-def56.3%
neg-sub056.3%
+-commutative56.3%
associate-+r-56.1%
associate--r-56.1%
neg-sub056.1%
+-commutative56.1%
sub-neg56.1%
fma-def56.1%
Simplified56.1%
Taylor expanded in ux around 0 99.0%
Taylor expanded in maxCos around 0 99.1%
Taylor expanded in maxCos around 0 98.3%
unpow298.3%
Simplified98.3%
Final simplification98.3%
(FPCore (ux uy maxCos) :precision binary32 (if (<= maxCos 9.999999974752427e-7) (* (cos (* 2.0 (* uy PI))) (sqrt (* ux (- 2.0 ux)))) (* (cos (* uy (* 2.0 PI))) (sqrt (* ux (- 2.0 (* 2.0 maxCos)))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (maxCos <= 9.999999974752427e-7f) {
tmp = cosf((2.0f * (uy * ((float) M_PI)))) * sqrtf((ux * (2.0f - ux)));
} else {
tmp = cosf((uy * (2.0f * ((float) M_PI)))) * sqrtf((ux * (2.0f - (2.0f * maxCos))));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (maxCos <= Float32(9.999999974752427e-7)) tmp = Float32(cos(Float32(Float32(2.0) * Float32(uy * Float32(pi)))) * sqrt(Float32(ux * Float32(Float32(2.0) - ux)))); else tmp = Float32(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(ux * Float32(Float32(2.0) - Float32(Float32(2.0) * maxCos))))); end return tmp end
function tmp_2 = code(ux, uy, maxCos) tmp = single(0.0); if (maxCos <= single(9.999999974752427e-7)) tmp = cos((single(2.0) * (uy * single(pi)))) * sqrt((ux * (single(2.0) - ux))); else tmp = cos((uy * (single(2.0) * single(pi)))) * sqrt((ux * (single(2.0) - (single(2.0) * maxCos)))); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;maxCos \leq 9.999999974752427 \cdot 10^{-7}:\\
\;\;\;\;\cos \left(2 \cdot \left(uy \cdot \pi\right)\right) \cdot \sqrt{ux \cdot \left(2 - ux\right)}\\
\mathbf{else}:\\
\;\;\;\;\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{ux \cdot \left(2 - 2 \cdot maxCos\right)}\\
\end{array}
\end{array}
if maxCos < 9.99999997e-7Initial program 56.9%
associate-*l*56.9%
sub-neg56.9%
+-commutative56.9%
distribute-rgt-neg-in56.9%
fma-def56.9%
+-commutative56.9%
associate-+r-56.9%
fma-def56.9%
neg-sub056.9%
+-commutative56.9%
associate-+r-56.9%
associate--r-56.9%
neg-sub056.9%
+-commutative56.9%
sub-neg56.9%
fma-def56.9%
Simplified56.9%
Taylor expanded in ux around 0 99.3%
Taylor expanded in maxCos around 0 99.3%
add-cube-cbrt99.3%
Applied egg-rr99.3%
Taylor expanded in maxCos around 0 99.1%
mul-1-neg99.1%
unpow299.1%
distribute-lft-neg-in99.1%
mul-1-neg99.1%
distribute-rgt-in99.0%
+-commutative99.0%
mul-1-neg99.0%
unsub-neg99.0%
Simplified99.0%
if 9.99999997e-7 < maxCos Initial program 52.4%
associate-*l*52.4%
+-commutative52.4%
associate-+r-51.6%
fma-def51.6%
+-commutative51.6%
associate-+r-50.7%
fma-def50.7%
Simplified50.7%
Taylor expanded in ux around 0 83.1%
Final simplification96.9%
(FPCore (ux uy maxCos) :precision binary32 (if (<= maxCos 9.999999974752427e-7) (* (cos (* PI (* uy 2.0))) (sqrt (- (* 2.0 ux) (* ux ux)))) (* (cos (* uy (* 2.0 PI))) (sqrt (* ux (- 2.0 (* 2.0 maxCos)))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (maxCos <= 9.999999974752427e-7f) {
tmp = cosf((((float) M_PI) * (uy * 2.0f))) * sqrtf(((2.0f * ux) - (ux * ux)));
} else {
tmp = cosf((uy * (2.0f * ((float) M_PI)))) * sqrtf((ux * (2.0f - (2.0f * maxCos))));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (maxCos <= Float32(9.999999974752427e-7)) tmp = Float32(cos(Float32(Float32(pi) * Float32(uy * Float32(2.0)))) * sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux)))); else tmp = Float32(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(ux * Float32(Float32(2.0) - Float32(Float32(2.0) * maxCos))))); end return tmp end
function tmp_2 = code(ux, uy, maxCos) tmp = single(0.0); if (maxCos <= single(9.999999974752427e-7)) tmp = cos((single(pi) * (uy * single(2.0)))) * sqrt(((single(2.0) * ux) - (ux * ux))); else tmp = cos((uy * (single(2.0) * single(pi)))) * sqrt((ux * (single(2.0) - (single(2.0) * maxCos)))); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;maxCos \leq 9.999999974752427 \cdot 10^{-7}:\\
\;\;\;\;\cos \left(\pi \cdot \left(uy \cdot 2\right)\right) \cdot \sqrt{2 \cdot ux - ux \cdot ux}\\
\mathbf{else}:\\
\;\;\;\;\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{ux \cdot \left(2 - 2 \cdot maxCos\right)}\\
\end{array}
\end{array}
if maxCos < 9.99999997e-7Initial program 56.9%
associate-*l*56.9%
+-commutative56.9%
associate-+r-56.9%
fma-def56.9%
+-commutative56.9%
associate-+r-56.9%
fma-def56.9%
Simplified56.9%
Taylor expanded in ux around -inf 99.3%
metadata-eval99.3%
cancel-sign-sub-inv99.3%
*-commutative99.3%
fma-def99.3%
cancel-sign-sub-inv99.3%
metadata-eval99.3%
+-commutative99.3%
*-commutative99.3%
fma-def99.3%
mul-1-neg99.3%
distribute-rgt-neg-in99.3%
unpow299.3%
mul-1-neg99.3%
sub-neg99.3%
Simplified99.3%
Taylor expanded in maxCos around 0 99.1%
associate-*r*99.1%
+-commutative99.1%
mul-1-neg99.1%
unsub-neg99.1%
unpow299.1%
Simplified99.1%
if 9.99999997e-7 < maxCos Initial program 52.4%
associate-*l*52.4%
+-commutative52.4%
associate-+r-51.6%
fma-def51.6%
+-commutative51.6%
associate-+r-50.7%
fma-def50.7%
Simplified50.7%
Taylor expanded in ux around 0 83.1%
Final simplification97.0%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= uy 0.00039999998989515007)
(sqrt
(fma
(- 1.0 maxCos)
(* (* ux ux) (+ maxCos -1.0))
(* ux (+ 1.0 (- (- 1.0 maxCos) maxCos)))))
(* (cos (* uy (* 2.0 PI))) (sqrt (* 2.0 ux)))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (uy <= 0.00039999998989515007f) {
tmp = sqrtf(fmaf((1.0f - maxCos), ((ux * ux) * (maxCos + -1.0f)), (ux * (1.0f + ((1.0f - maxCos) - maxCos)))));
} else {
tmp = cosf((uy * (2.0f * ((float) M_PI)))) * sqrtf((2.0f * ux));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (uy <= Float32(0.00039999998989515007)) tmp = sqrt(fma(Float32(Float32(1.0) - maxCos), Float32(Float32(ux * ux) * Float32(maxCos + Float32(-1.0))), Float32(ux * Float32(Float32(1.0) + Float32(Float32(Float32(1.0) - maxCos) - maxCos))))); else tmp = Float32(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(Float32(2.0) * ux))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \leq 0.00039999998989515007:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(1 - maxCos, \left(ux \cdot ux\right) \cdot \left(maxCos + -1\right), ux \cdot \left(1 + \left(\left(1 - maxCos\right) - maxCos\right)\right)\right)}\\
\mathbf{else}:\\
\;\;\;\;\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{2 \cdot ux}\\
\end{array}
\end{array}
if uy < 3.9999999e-4Initial program 57.1%
associate-*l*57.1%
sub-neg57.1%
+-commutative57.1%
distribute-rgt-neg-in57.1%
fma-def57.2%
+-commutative57.2%
associate-+r-57.1%
fma-def57.1%
neg-sub057.1%
+-commutative57.1%
associate-+r-57.0%
associate--r-57.0%
neg-sub057.0%
+-commutative57.0%
sub-neg57.0%
fma-def57.0%
Simplified57.0%
Taylor expanded in uy around 0 56.8%
Taylor expanded in ux around 0 98.7%
fma-def98.7%
*-commutative98.7%
unpow298.7%
sub-neg98.7%
metadata-eval98.7%
neg-mul-198.7%
associate--l+98.8%
neg-sub098.8%
associate-+l-98.8%
neg-sub098.8%
+-commutative98.8%
sub-neg98.8%
Simplified98.8%
if 3.9999999e-4 < uy Initial program 54.9%
associate-*l*54.9%
+-commutative54.9%
associate-+r-54.7%
fma-def54.7%
+-commutative54.7%
associate-+r-54.6%
fma-def54.6%
Simplified54.6%
Taylor expanded in ux around 0 45.0%
Taylor expanded in maxCos around 0 73.1%
Final simplification89.5%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* 2.0 (* uy PI))) (sqrt (* ux (- 2.0 ux)))))
float code(float ux, float uy, float maxCos) {
return cosf((2.0f * (uy * ((float) M_PI)))) * sqrtf((ux * (2.0f - ux)));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(Float32(2.0) * Float32(uy * Float32(pi)))) * sqrt(Float32(ux * Float32(Float32(2.0) - ux)))) end
function tmp = code(ux, uy, maxCos) tmp = cos((single(2.0) * (uy * single(pi)))) * sqrt((ux * (single(2.0) - ux))); end
\begin{array}{l}
\\
\cos \left(2 \cdot \left(uy \cdot \pi\right)\right) \cdot \sqrt{ux \cdot \left(2 - ux\right)}
\end{array}
Initial program 56.3%
associate-*l*56.3%
sub-neg56.3%
+-commutative56.3%
distribute-rgt-neg-in56.3%
fma-def56.4%
+-commutative56.4%
associate-+r-56.3%
fma-def56.3%
neg-sub056.3%
+-commutative56.3%
associate-+r-56.1%
associate--r-56.1%
neg-sub056.1%
+-commutative56.1%
sub-neg56.1%
fma-def56.1%
Simplified56.1%
Taylor expanded in ux around 0 99.0%
Taylor expanded in maxCos around 0 99.1%
add-cube-cbrt99.1%
Applied egg-rr99.1%
Taylor expanded in maxCos around 0 93.7%
mul-1-neg93.7%
unpow293.7%
distribute-lft-neg-in93.7%
mul-1-neg93.7%
distribute-rgt-in93.5%
+-commutative93.5%
mul-1-neg93.5%
unsub-neg93.5%
Simplified93.5%
Final simplification93.5%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (fma (- 1.0 maxCos) (* (* ux ux) (+ maxCos -1.0)) (* ux (+ 1.0 (- (- 1.0 maxCos) maxCos))))))
float code(float ux, float uy, float maxCos) {
return sqrtf(fmaf((1.0f - maxCos), ((ux * ux) * (maxCos + -1.0f)), (ux * (1.0f + ((1.0f - maxCos) - maxCos)))));
}
function code(ux, uy, maxCos) return sqrt(fma(Float32(Float32(1.0) - maxCos), Float32(Float32(ux * ux) * Float32(maxCos + Float32(-1.0))), Float32(ux * Float32(Float32(1.0) + Float32(Float32(Float32(1.0) - maxCos) - maxCos))))) end
\begin{array}{l}
\\
\sqrt{\mathsf{fma}\left(1 - maxCos, \left(ux \cdot ux\right) \cdot \left(maxCos + -1\right), ux \cdot \left(1 + \left(\left(1 - maxCos\right) - maxCos\right)\right)\right)}
\end{array}
Initial program 56.3%
associate-*l*56.3%
sub-neg56.3%
+-commutative56.3%
distribute-rgt-neg-in56.3%
fma-def56.4%
+-commutative56.4%
associate-+r-56.3%
fma-def56.3%
neg-sub056.3%
+-commutative56.3%
associate-+r-56.1%
associate--r-56.1%
neg-sub056.1%
+-commutative56.1%
sub-neg56.1%
fma-def56.1%
Simplified56.1%
Taylor expanded in uy around 0 48.2%
Taylor expanded in ux around 0 80.2%
fma-def80.2%
*-commutative80.2%
unpow280.2%
sub-neg80.2%
metadata-eval80.2%
neg-mul-180.2%
associate--l+80.2%
neg-sub080.2%
associate-+l-80.2%
neg-sub080.2%
+-commutative80.2%
sub-neg80.2%
Simplified80.2%
Final simplification80.2%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (* ux (+ (fma maxCos -2.0 2.0) (* (+ maxCos -1.0) (* ux (- 1.0 maxCos)))))))
float code(float ux, float uy, float maxCos) {
return sqrtf((ux * (fmaf(maxCos, -2.0f, 2.0f) + ((maxCos + -1.0f) * (ux * (1.0f - maxCos))))));
}
function code(ux, uy, maxCos) return sqrt(Float32(ux * Float32(fma(maxCos, Float32(-2.0), Float32(2.0)) + Float32(Float32(maxCos + Float32(-1.0)) * Float32(ux * Float32(Float32(1.0) - maxCos)))))) end
\begin{array}{l}
\\
\sqrt{ux \cdot \left(\mathsf{fma}\left(maxCos, -2, 2\right) + \left(maxCos + -1\right) \cdot \left(ux \cdot \left(1 - maxCos\right)\right)\right)}
\end{array}
Initial program 56.3%
associate-*l*56.3%
sub-neg56.3%
+-commutative56.3%
distribute-rgt-neg-in56.3%
fma-def56.4%
+-commutative56.4%
associate-+r-56.3%
fma-def56.3%
neg-sub056.3%
+-commutative56.3%
associate-+r-56.1%
associate--r-56.1%
neg-sub056.1%
+-commutative56.1%
sub-neg56.1%
fma-def56.1%
Simplified56.1%
Taylor expanded in ux around 0 99.0%
add-cbrt-cube99.0%
associate--l+99.0%
mul-1-neg99.0%
sub-neg99.0%
metadata-eval99.0%
associate--l+99.1%
mul-1-neg99.1%
sub-neg99.1%
metadata-eval99.1%
associate--l+99.1%
mul-1-neg99.1%
sub-neg99.1%
metadata-eval99.1%
Applied egg-rr99.1%
Taylor expanded in uy around 0 80.2%
+-commutative80.2%
*-commutative80.2%
associate-*r*80.2%
sub-neg80.2%
metadata-eval80.2%
unpow280.2%
associate-*r*80.2%
distribute-rgt-out80.2%
cancel-sign-sub-inv80.2%
metadata-eval80.2%
+-commutative80.2%
*-commutative80.2%
fma-def80.2%
metadata-eval80.2%
sub-neg80.2%
associate-*l*80.2%
sub-neg80.2%
metadata-eval80.2%
Simplified80.2%
Final simplification80.2%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (* ux (+ 2.0 (+ (* maxCos -2.0) (* (+ maxCos -1.0) (* ux (- 1.0 maxCos))))))))
float code(float ux, float uy, float maxCos) {
return sqrtf((ux * (2.0f + ((maxCos * -2.0f) + ((maxCos + -1.0f) * (ux * (1.0f - maxCos)))))));
}
real(4) function code(ux, uy, maxcos)
real(4), intent (in) :: ux
real(4), intent (in) :: uy
real(4), intent (in) :: maxcos
code = sqrt((ux * (2.0e0 + ((maxcos * (-2.0e0)) + ((maxcos + (-1.0e0)) * (ux * (1.0e0 - maxcos)))))))
end function
function code(ux, uy, maxCos) return sqrt(Float32(ux * Float32(Float32(2.0) + Float32(Float32(maxCos * Float32(-2.0)) + Float32(Float32(maxCos + Float32(-1.0)) * Float32(ux * Float32(Float32(1.0) - maxCos))))))) end
function tmp = code(ux, uy, maxCos) tmp = sqrt((ux * (single(2.0) + ((maxCos * single(-2.0)) + ((maxCos + single(-1.0)) * (ux * (single(1.0) - maxCos))))))); end
\begin{array}{l}
\\
\sqrt{ux \cdot \left(2 + \left(maxCos \cdot -2 + \left(maxCos + -1\right) \cdot \left(ux \cdot \left(1 - maxCos\right)\right)\right)\right)}
\end{array}
Initial program 56.3%
associate-*l*56.3%
sub-neg56.3%
+-commutative56.3%
distribute-rgt-neg-in56.3%
fma-def56.4%
+-commutative56.4%
associate-+r-56.3%
fma-def56.3%
neg-sub056.3%
+-commutative56.3%
associate-+r-56.1%
associate--r-56.1%
neg-sub056.1%
+-commutative56.1%
sub-neg56.1%
fma-def56.1%
Simplified56.1%
Taylor expanded in ux around 0 99.0%
add-cbrt-cube99.0%
associate--l+99.0%
mul-1-neg99.0%
sub-neg99.0%
metadata-eval99.0%
associate--l+99.1%
mul-1-neg99.1%
sub-neg99.1%
metadata-eval99.1%
associate--l+99.1%
mul-1-neg99.1%
sub-neg99.1%
metadata-eval99.1%
Applied egg-rr99.1%
Taylor expanded in uy around 0 80.2%
+-commutative80.2%
*-commutative80.2%
associate-*r*80.2%
sub-neg80.2%
metadata-eval80.2%
unpow280.2%
associate-*r*80.2%
distribute-rgt-out80.2%
cancel-sign-sub-inv80.2%
metadata-eval80.2%
+-commutative80.2%
*-commutative80.2%
fma-def80.2%
metadata-eval80.2%
sub-neg80.2%
associate-*l*80.2%
sub-neg80.2%
metadata-eval80.2%
Simplified80.2%
Taylor expanded in ux around inf 80.1%
Final simplification80.1%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (* ux (- (+ 2.0 (* maxCos (- (* 2.0 ux) 2.0))) ux))))
float code(float ux, float uy, float maxCos) {
return sqrtf((ux * ((2.0f + (maxCos * ((2.0f * ux) - 2.0f))) - ux)));
}
real(4) function code(ux, uy, maxcos)
real(4), intent (in) :: ux
real(4), intent (in) :: uy
real(4), intent (in) :: maxcos
code = sqrt((ux * ((2.0e0 + (maxcos * ((2.0e0 * ux) - 2.0e0))) - ux)))
end function
function code(ux, uy, maxCos) return sqrt(Float32(ux * Float32(Float32(Float32(2.0) + Float32(maxCos * Float32(Float32(Float32(2.0) * ux) - Float32(2.0)))) - ux))) end
function tmp = code(ux, uy, maxCos) tmp = sqrt((ux * ((single(2.0) + (maxCos * ((single(2.0) * ux) - single(2.0)))) - ux))); end
\begin{array}{l}
\\
\sqrt{ux \cdot \left(\left(2 + maxCos \cdot \left(2 \cdot ux - 2\right)\right) - ux\right)}
\end{array}
Initial program 56.3%
associate-*l*56.3%
sub-neg56.3%
+-commutative56.3%
distribute-rgt-neg-in56.3%
fma-def56.4%
+-commutative56.4%
associate-+r-56.3%
fma-def56.3%
neg-sub056.3%
+-commutative56.3%
associate-+r-56.1%
associate--r-56.1%
neg-sub056.1%
+-commutative56.1%
sub-neg56.1%
fma-def56.1%
Simplified56.1%
Taylor expanded in ux around 0 99.0%
add-cbrt-cube99.0%
associate--l+99.0%
mul-1-neg99.0%
sub-neg99.0%
metadata-eval99.0%
associate--l+99.1%
mul-1-neg99.1%
sub-neg99.1%
metadata-eval99.1%
associate--l+99.1%
mul-1-neg99.1%
sub-neg99.1%
metadata-eval99.1%
Applied egg-rr99.1%
Taylor expanded in uy around 0 80.2%
+-commutative80.2%
*-commutative80.2%
associate-*r*80.2%
sub-neg80.2%
metadata-eval80.2%
unpow280.2%
associate-*r*80.2%
distribute-rgt-out80.2%
cancel-sign-sub-inv80.2%
metadata-eval80.2%
+-commutative80.2%
*-commutative80.2%
fma-def80.2%
metadata-eval80.2%
sub-neg80.2%
associate-*l*80.2%
sub-neg80.2%
metadata-eval80.2%
Simplified80.2%
Taylor expanded in maxCos around 0 79.8%
Final simplification79.8%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (- (* 2.0 ux) (* ux ux))))
float code(float ux, float uy, float maxCos) {
return sqrtf(((2.0f * ux) - (ux * ux)));
}
real(4) function code(ux, uy, maxcos)
real(4), intent (in) :: ux
real(4), intent (in) :: uy
real(4), intent (in) :: maxcos
code = sqrt(((2.0e0 * ux) - (ux * ux)))
end function
function code(ux, uy, maxCos) return sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux))) end
function tmp = code(ux, uy, maxCos) tmp = sqrt(((single(2.0) * ux) - (ux * ux))); end
\begin{array}{l}
\\
\sqrt{2 \cdot ux - ux \cdot ux}
\end{array}
Initial program 56.3%
associate-*l*56.3%
sub-neg56.3%
+-commutative56.3%
distribute-rgt-neg-in56.3%
fma-def56.4%
+-commutative56.4%
associate-+r-56.3%
fma-def56.3%
neg-sub056.3%
+-commutative56.3%
associate-+r-56.1%
associate--r-56.1%
neg-sub056.1%
+-commutative56.1%
sub-neg56.1%
fma-def56.1%
Simplified56.1%
Taylor expanded in uy around 0 48.2%
Taylor expanded in ux around inf 80.2%
Taylor expanded in maxCos around 0 76.8%
+-commutative76.8%
mul-1-neg76.8%
unsub-neg76.8%
*-commutative76.8%
unpow276.8%
Simplified76.8%
Final simplification76.8%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (* ux (- 2.0 ux))))
float code(float ux, float uy, float maxCos) {
return sqrtf((ux * (2.0f - ux)));
}
real(4) function code(ux, uy, maxcos)
real(4), intent (in) :: ux
real(4), intent (in) :: uy
real(4), intent (in) :: maxcos
code = sqrt((ux * (2.0e0 - ux)))
end function
function code(ux, uy, maxCos) return sqrt(Float32(ux * Float32(Float32(2.0) - ux))) end
function tmp = code(ux, uy, maxCos) tmp = sqrt((ux * (single(2.0) - ux))); end
\begin{array}{l}
\\
\sqrt{ux \cdot \left(2 - ux\right)}
\end{array}
Initial program 56.3%
associate-*l*56.3%
sub-neg56.3%
+-commutative56.3%
distribute-rgt-neg-in56.3%
fma-def56.4%
+-commutative56.4%
associate-+r-56.3%
fma-def56.3%
neg-sub056.3%
+-commutative56.3%
associate-+r-56.1%
associate--r-56.1%
neg-sub056.1%
+-commutative56.1%
sub-neg56.1%
fma-def56.1%
Simplified56.1%
Taylor expanded in ux around 0 99.0%
add-cbrt-cube99.0%
associate--l+99.0%
mul-1-neg99.0%
sub-neg99.0%
metadata-eval99.0%
associate--l+99.1%
mul-1-neg99.1%
sub-neg99.1%
metadata-eval99.1%
associate--l+99.1%
mul-1-neg99.1%
sub-neg99.1%
metadata-eval99.1%
Applied egg-rr99.1%
Taylor expanded in uy around 0 80.2%
+-commutative80.2%
*-commutative80.2%
associate-*r*80.2%
sub-neg80.2%
metadata-eval80.2%
unpow280.2%
associate-*r*80.2%
distribute-rgt-out80.2%
cancel-sign-sub-inv80.2%
metadata-eval80.2%
+-commutative80.2%
*-commutative80.2%
fma-def80.2%
metadata-eval80.2%
sub-neg80.2%
associate-*l*80.2%
sub-neg80.2%
metadata-eval80.2%
Simplified80.2%
Taylor expanded in maxCos around 0 76.7%
*-commutative76.7%
+-commutative76.7%
mul-1-neg76.7%
unsub-neg76.7%
Simplified76.7%
Final simplification76.7%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (* 2.0 ux)))
float code(float ux, float uy, float maxCos) {
return sqrtf((2.0f * ux));
}
real(4) function code(ux, uy, maxcos)
real(4), intent (in) :: ux
real(4), intent (in) :: uy
real(4), intent (in) :: maxcos
code = sqrt((2.0e0 * ux))
end function
function code(ux, uy, maxCos) return sqrt(Float32(Float32(2.0) * ux)) end
function tmp = code(ux, uy, maxCos) tmp = sqrt((single(2.0) * ux)); end
\begin{array}{l}
\\
\sqrt{2 \cdot ux}
\end{array}
Initial program 56.3%
associate-*l*56.3%
sub-neg56.3%
+-commutative56.3%
distribute-rgt-neg-in56.3%
fma-def56.4%
+-commutative56.4%
associate-+r-56.3%
fma-def56.3%
neg-sub056.3%
+-commutative56.3%
associate-+r-56.1%
associate--r-56.1%
neg-sub056.1%
+-commutative56.1%
sub-neg56.1%
fma-def56.1%
Simplified56.1%
Taylor expanded in uy around 0 48.2%
Taylor expanded in ux around 0 66.0%
neg-mul-166.0%
neg-sub066.0%
associate-+l-66.0%
neg-sub066.0%
+-commutative66.0%
sub-neg66.0%
associate-+r-66.0%
metadata-eval66.0%
Simplified66.0%
Taylor expanded in maxCos around 0 63.7%
Final simplification63.7%
herbie shell --seed 2023176
(FPCore (ux uy maxCos)
:name "UniformSampleCone, x"
: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)))
(* (cos (* (* uy 2.0) PI)) (sqrt (- 1.0 (* (+ (- 1.0 ux) (* ux maxCos)) (+ (- 1.0 ux) (* ux maxCos)))))))