
(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 10 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
(let* ((t_0 (* ux (+ maxCos -1.0))))
(*
(cos (* uy (* 2.0 PI)))
(sqrt (fma ux (* 2.0 (- 1.0 maxCos)) (- (* t_0 t_0)))))))
float code(float ux, float uy, float maxCos) {
float t_0 = ux * (maxCos + -1.0f);
return cosf((uy * (2.0f * ((float) M_PI)))) * sqrtf(fmaf(ux, (2.0f * (1.0f - maxCos)), -(t_0 * t_0)));
}
function code(ux, uy, maxCos) t_0 = Float32(ux * Float32(maxCos + Float32(-1.0))) return Float32(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(fma(ux, Float32(Float32(2.0) * Float32(Float32(1.0) - maxCos)), Float32(-Float32(t_0 * t_0))))) end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := ux \cdot \left(maxCos + -1\right)\\
\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(ux, 2 \cdot \left(1 - maxCos\right), -t\_0 \cdot t\_0\right)}
\end{array}
\end{array}
Initial program 58.6%
associate-*l*58.6%
sub-neg58.6%
+-commutative58.6%
distribute-rgt-neg-in58.6%
fma-def58.5%
Simplified58.7%
Taylor expanded in ux around 0 98.9%
fma-def98.9%
+-commutative98.9%
sub-neg98.9%
metadata-eval98.9%
+-commutative98.9%
distribute-lft-in98.9%
metadata-eval98.9%
associate--l+98.9%
mul-1-neg98.9%
sub-neg98.9%
*-commutative98.9%
sub-neg98.9%
metadata-eval98.9%
+-commutative98.9%
Simplified98.9%
expm1-log1p-u98.8%
expm1-udef81.4%
count-281.4%
*-commutative81.4%
+-commutative81.4%
Applied egg-rr81.4%
expm1-def98.8%
expm1-log1p98.9%
sub-neg98.9%
mul-1-neg98.9%
metadata-eval98.9%
sub-neg98.9%
+-commutative98.9%
mul-1-neg98.9%
metadata-eval98.9%
distribute-neg-in98.9%
metadata-eval98.9%
sub-neg98.9%
distribute-lft-neg-in98.9%
unpow298.9%
distribute-rgt-neg-in98.9%
unpow298.9%
unpow298.9%
Simplified98.9%
unpow298.9%
Applied egg-rr98.9%
Final simplification98.9%
(FPCore (ux uy maxCos) :precision binary32 (* (sqrt (- (* ux (+ 2.0 (* maxCos -2.0))) (pow (* ux (+ maxCos -1.0)) 2.0))) (cos (* 2.0 (* uy PI)))))
float code(float ux, float uy, float maxCos) {
return sqrtf(((ux * (2.0f + (maxCos * -2.0f))) - powf((ux * (maxCos + -1.0f)), 2.0f))) * cosf((2.0f * (uy * ((float) M_PI))));
}
function code(ux, uy, maxCos) return Float32(sqrt(Float32(Float32(ux * Float32(Float32(2.0) + Float32(maxCos * Float32(-2.0)))) - (Float32(ux * Float32(maxCos + Float32(-1.0))) ^ Float32(2.0)))) * cos(Float32(Float32(2.0) * Float32(uy * Float32(pi))))) end
function tmp = code(ux, uy, maxCos) tmp = sqrt(((ux * (single(2.0) + (maxCos * single(-2.0)))) - ((ux * (maxCos + single(-1.0))) ^ single(2.0)))) * cos((single(2.0) * (uy * single(pi)))); end
\begin{array}{l}
\\
\sqrt{ux \cdot \left(2 + maxCos \cdot -2\right) - {\left(ux \cdot \left(maxCos + -1\right)\right)}^{2}} \cdot \cos \left(2 \cdot \left(uy \cdot \pi\right)\right)
\end{array}
Initial program 58.6%
associate-*l*58.6%
sub-neg58.6%
+-commutative58.6%
distribute-rgt-neg-in58.6%
fma-def58.5%
Simplified58.7%
Taylor expanded in ux around 0 98.9%
fma-def98.9%
+-commutative98.9%
sub-neg98.9%
metadata-eval98.9%
+-commutative98.9%
distribute-lft-in98.9%
metadata-eval98.9%
associate--l+98.9%
mul-1-neg98.9%
sub-neg98.9%
*-commutative98.9%
sub-neg98.9%
metadata-eval98.9%
+-commutative98.9%
Simplified98.9%
Taylor expanded in uy around inf 98.9%
Simplified98.9%
Final simplification98.9%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= maxCos 5.999999848427251e-5)
(* (cos (* uy (* 2.0 PI))) (sqrt (* ux (- 2.0 ux))))
(sqrt
(-
(+ (* 2.0 ux) (* ux (* maxCos -2.0)))
(pow (* ux (+ maxCos -1.0)) 2.0)))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (maxCos <= 5.999999848427251e-5f) {
tmp = cosf((uy * (2.0f * ((float) M_PI)))) * sqrtf((ux * (2.0f - ux)));
} else {
tmp = sqrtf((((2.0f * ux) + (ux * (maxCos * -2.0f))) - powf((ux * (maxCos + -1.0f)), 2.0f)));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (maxCos <= Float32(5.999999848427251e-5)) tmp = Float32(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(ux * Float32(Float32(2.0) - ux)))); else tmp = sqrt(Float32(Float32(Float32(Float32(2.0) * ux) + Float32(ux * Float32(maxCos * Float32(-2.0)))) - (Float32(ux * Float32(maxCos + Float32(-1.0))) ^ Float32(2.0)))); end return tmp end
function tmp_2 = code(ux, uy, maxCos) tmp = single(0.0); if (maxCos <= single(5.999999848427251e-5)) tmp = cos((uy * (single(2.0) * single(pi)))) * sqrt((ux * (single(2.0) - ux))); else tmp = sqrt((((single(2.0) * ux) + (ux * (maxCos * single(-2.0)))) - ((ux * (maxCos + single(-1.0))) ^ single(2.0)))); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;maxCos \leq 5.999999848427251 \cdot 10^{-5}:\\
\;\;\;\;\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{ux \cdot \left(2 - ux\right)}\\
\mathbf{else}:\\
\;\;\;\;\sqrt{\left(2 \cdot ux + ux \cdot \left(maxCos \cdot -2\right)\right) - {\left(ux \cdot \left(maxCos + -1\right)\right)}^{2}}\\
\end{array}
\end{array}
if maxCos < 5.99999985e-5Initial program 60.0%
associate-*l*60.0%
sub-neg60.0%
+-commutative60.0%
distribute-rgt-neg-in60.0%
fma-def60.0%
Simplified60.0%
Taylor expanded in ux around 0 99.0%
fma-def99.0%
+-commutative99.0%
sub-neg99.0%
metadata-eval99.0%
+-commutative99.0%
distribute-lft-in99.0%
metadata-eval99.0%
associate--l+99.0%
mul-1-neg99.0%
sub-neg99.0%
*-commutative99.0%
sub-neg99.0%
metadata-eval99.0%
+-commutative99.0%
Simplified99.0%
expm1-log1p-u98.9%
expm1-udef81.9%
count-281.9%
*-commutative81.9%
+-commutative81.9%
Applied egg-rr81.9%
expm1-def98.9%
expm1-log1p99.0%
sub-neg99.0%
mul-1-neg99.0%
metadata-eval99.0%
sub-neg99.0%
+-commutative99.0%
mul-1-neg99.0%
metadata-eval99.0%
distribute-neg-in99.0%
metadata-eval99.0%
sub-neg99.0%
distribute-lft-neg-in99.0%
unpow299.0%
distribute-rgt-neg-in99.0%
unpow299.0%
unpow299.0%
Simplified99.0%
Taylor expanded in maxCos around 0 97.9%
unpow297.9%
distribute-rgt-out--97.9%
Simplified97.9%
if 5.99999985e-5 < maxCos Initial program 49.1%
associate-*l*49.1%
sub-neg49.1%
+-commutative49.1%
distribute-rgt-neg-in49.1%
fma-def49.1%
Simplified50.1%
Taylor expanded in ux around 0 98.2%
fma-def98.4%
+-commutative98.4%
sub-neg98.4%
metadata-eval98.4%
+-commutative98.4%
distribute-lft-in98.4%
metadata-eval98.4%
associate--l+98.7%
mul-1-neg98.7%
sub-neg98.7%
*-commutative98.7%
sub-neg98.7%
metadata-eval98.7%
+-commutative98.7%
Simplified98.7%
Taylor expanded in uy around 0 80.7%
cancel-sign-sub-inv80.7%
metadata-eval80.7%
sub-neg80.7%
metadata-eval80.7%
distribute-neg-in80.7%
+-commutative80.7%
metadata-eval80.7%
sub-neg80.7%
distribute-lft-neg-in80.7%
unpow280.7%
distribute-rgt-neg-in80.7%
unsub-neg80.7%
*-commutative80.7%
unpow280.7%
unpow280.7%
Simplified80.7%
distribute-lft-in80.9%
Applied egg-rr80.9%
Final simplification95.7%
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (* ux (+ maxCos -1.0))))
(if (<= maxCos 5.999999848427251e-5)
(* (cos (* uy (* 2.0 PI))) (sqrt (* ux (- 2.0 ux))))
(sqrt (- (* ux (+ 2.0 (* maxCos -2.0))) (* t_0 t_0))))))
float code(float ux, float uy, float maxCos) {
float t_0 = ux * (maxCos + -1.0f);
float tmp;
if (maxCos <= 5.999999848427251e-5f) {
tmp = cosf((uy * (2.0f * ((float) M_PI)))) * sqrtf((ux * (2.0f - ux)));
} else {
tmp = sqrtf(((ux * (2.0f + (maxCos * -2.0f))) - (t_0 * t_0)));
}
return tmp;
}
function code(ux, uy, maxCos) t_0 = Float32(ux * Float32(maxCos + Float32(-1.0))) tmp = Float32(0.0) if (maxCos <= Float32(5.999999848427251e-5)) tmp = Float32(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(ux * Float32(Float32(2.0) - ux)))); else tmp = sqrt(Float32(Float32(ux * Float32(Float32(2.0) + Float32(maxCos * Float32(-2.0)))) - Float32(t_0 * t_0))); end return tmp end
function tmp_2 = code(ux, uy, maxCos) t_0 = ux * (maxCos + single(-1.0)); tmp = single(0.0); if (maxCos <= single(5.999999848427251e-5)) tmp = cos((uy * (single(2.0) * single(pi)))) * sqrt((ux * (single(2.0) - ux))); else tmp = sqrt(((ux * (single(2.0) + (maxCos * single(-2.0)))) - (t_0 * t_0))); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := ux \cdot \left(maxCos + -1\right)\\
\mathbf{if}\;maxCos \leq 5.999999848427251 \cdot 10^{-5}:\\
\;\;\;\;\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{ux \cdot \left(2 - ux\right)}\\
\mathbf{else}:\\
\;\;\;\;\sqrt{ux \cdot \left(2 + maxCos \cdot -2\right) - t\_0 \cdot t\_0}\\
\end{array}
\end{array}
if maxCos < 5.99999985e-5Initial program 60.0%
associate-*l*60.0%
sub-neg60.0%
+-commutative60.0%
distribute-rgt-neg-in60.0%
fma-def60.0%
Simplified60.0%
Taylor expanded in ux around 0 99.0%
fma-def99.0%
+-commutative99.0%
sub-neg99.0%
metadata-eval99.0%
+-commutative99.0%
distribute-lft-in99.0%
metadata-eval99.0%
associate--l+99.0%
mul-1-neg99.0%
sub-neg99.0%
*-commutative99.0%
sub-neg99.0%
metadata-eval99.0%
+-commutative99.0%
Simplified99.0%
expm1-log1p-u98.9%
expm1-udef81.9%
count-281.9%
*-commutative81.9%
+-commutative81.9%
Applied egg-rr81.9%
expm1-def98.9%
expm1-log1p99.0%
sub-neg99.0%
mul-1-neg99.0%
metadata-eval99.0%
sub-neg99.0%
+-commutative99.0%
mul-1-neg99.0%
metadata-eval99.0%
distribute-neg-in99.0%
metadata-eval99.0%
sub-neg99.0%
distribute-lft-neg-in99.0%
unpow299.0%
distribute-rgt-neg-in99.0%
unpow299.0%
unpow299.0%
Simplified99.0%
Taylor expanded in maxCos around 0 97.9%
unpow297.9%
distribute-rgt-out--97.9%
Simplified97.9%
if 5.99999985e-5 < maxCos Initial program 49.1%
associate-*l*49.1%
sub-neg49.1%
+-commutative49.1%
distribute-rgt-neg-in49.1%
fma-def49.1%
Simplified50.1%
Taylor expanded in ux around 0 98.2%
fma-def98.4%
+-commutative98.4%
sub-neg98.4%
metadata-eval98.4%
+-commutative98.4%
distribute-lft-in98.4%
metadata-eval98.4%
associate--l+98.7%
mul-1-neg98.7%
sub-neg98.7%
*-commutative98.7%
sub-neg98.7%
metadata-eval98.7%
+-commutative98.7%
Simplified98.7%
Taylor expanded in uy around 0 80.7%
cancel-sign-sub-inv80.7%
metadata-eval80.7%
sub-neg80.7%
metadata-eval80.7%
distribute-neg-in80.7%
+-commutative80.7%
metadata-eval80.7%
sub-neg80.7%
distribute-lft-neg-in80.7%
unpow280.7%
distribute-rgt-neg-in80.7%
unsub-neg80.7%
*-commutative80.7%
unpow280.7%
unpow280.7%
Simplified80.7%
unpow298.8%
Applied egg-rr80.7%
Final simplification95.6%
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (* ux (+ maxCos -1.0))))
(if (<= uy 0.001500000013038516)
(sqrt (- (* ux (+ 2.0 (* maxCos -2.0))) (* t_0 t_0)))
(* (cos (* uy (* 2.0 PI))) (sqrt (* 2.0 ux))))))
float code(float ux, float uy, float maxCos) {
float t_0 = ux * (maxCos + -1.0f);
float tmp;
if (uy <= 0.001500000013038516f) {
tmp = sqrtf(((ux * (2.0f + (maxCos * -2.0f))) - (t_0 * t_0)));
} else {
tmp = cosf((uy * (2.0f * ((float) M_PI)))) * sqrtf((2.0f * ux));
}
return tmp;
}
function code(ux, uy, maxCos) t_0 = Float32(ux * Float32(maxCos + Float32(-1.0))) tmp = Float32(0.0) if (uy <= Float32(0.001500000013038516)) tmp = sqrt(Float32(Float32(ux * Float32(Float32(2.0) + Float32(maxCos * Float32(-2.0)))) - Float32(t_0 * t_0))); else tmp = Float32(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(Float32(2.0) * ux))); end return tmp end
function tmp_2 = code(ux, uy, maxCos) t_0 = ux * (maxCos + single(-1.0)); tmp = single(0.0); if (uy <= single(0.001500000013038516)) tmp = sqrt(((ux * (single(2.0) + (maxCos * single(-2.0)))) - (t_0 * t_0))); else tmp = cos((uy * (single(2.0) * single(pi)))) * sqrt((single(2.0) * ux)); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := ux \cdot \left(maxCos + -1\right)\\
\mathbf{if}\;uy \leq 0.001500000013038516:\\
\;\;\;\;\sqrt{ux \cdot \left(2 + maxCos \cdot -2\right) - t\_0 \cdot t\_0}\\
\mathbf{else}:\\
\;\;\;\;\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{2 \cdot ux}\\
\end{array}
\end{array}
if uy < 0.00150000001Initial program 57.3%
associate-*l*57.3%
sub-neg57.3%
+-commutative57.3%
distribute-rgt-neg-in57.3%
fma-def57.2%
Simplified57.4%
Taylor expanded in ux around 0 99.4%
fma-def99.4%
+-commutative99.4%
sub-neg99.4%
metadata-eval99.4%
+-commutative99.4%
distribute-lft-in99.4%
metadata-eval99.4%
associate--l+99.5%
mul-1-neg99.5%
sub-neg99.5%
*-commutative99.5%
sub-neg99.5%
metadata-eval99.5%
+-commutative99.5%
Simplified99.5%
Taylor expanded in uy around 0 97.3%
cancel-sign-sub-inv97.3%
metadata-eval97.3%
sub-neg97.3%
metadata-eval97.3%
distribute-neg-in97.3%
+-commutative97.3%
metadata-eval97.3%
sub-neg97.3%
distribute-lft-neg-in97.3%
unpow297.3%
distribute-rgt-neg-in97.3%
unsub-neg97.3%
*-commutative97.3%
unpow297.3%
unpow297.3%
Simplified97.3%
unpow299.5%
Applied egg-rr97.3%
if 0.00150000001 < uy Initial program 61.4%
associate-*l*61.4%
sub-neg61.4%
+-commutative61.4%
distribute-rgt-neg-in61.4%
fma-def61.5%
Simplified61.6%
Taylor expanded in maxCos around 0 57.1%
Taylor expanded in ux around 0 70.8%
*-commutative70.8%
Simplified70.8%
Final simplification89.2%
(FPCore (ux uy maxCos) :precision binary32 (let* ((t_0 (* ux (+ maxCos -1.0)))) (sqrt (- (* ux (+ 2.0 (* maxCos -2.0))) (* t_0 t_0)))))
float code(float ux, float uy, float maxCos) {
float t_0 = ux * (maxCos + -1.0f);
return sqrtf(((ux * (2.0f + (maxCos * -2.0f))) - (t_0 * t_0)));
}
real(4) function code(ux, uy, maxcos)
real(4), intent (in) :: ux
real(4), intent (in) :: uy
real(4), intent (in) :: maxcos
real(4) :: t_0
t_0 = ux * (maxcos + (-1.0e0))
code = sqrt(((ux * (2.0e0 + (maxcos * (-2.0e0)))) - (t_0 * t_0)))
end function
function code(ux, uy, maxCos) t_0 = Float32(ux * Float32(maxCos + Float32(-1.0))) return sqrt(Float32(Float32(ux * Float32(Float32(2.0) + Float32(maxCos * Float32(-2.0)))) - Float32(t_0 * t_0))) end
function tmp = code(ux, uy, maxCos) t_0 = ux * (maxCos + single(-1.0)); tmp = sqrt(((ux * (single(2.0) + (maxCos * single(-2.0)))) - (t_0 * t_0))); end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := ux \cdot \left(maxCos + -1\right)\\
\sqrt{ux \cdot \left(2 + maxCos \cdot -2\right) - t\_0 \cdot t\_0}
\end{array}
\end{array}
Initial program 58.6%
associate-*l*58.6%
sub-neg58.6%
+-commutative58.6%
distribute-rgt-neg-in58.6%
fma-def58.5%
Simplified58.7%
Taylor expanded in ux around 0 98.9%
fma-def98.9%
+-commutative98.9%
sub-neg98.9%
metadata-eval98.9%
+-commutative98.9%
distribute-lft-in98.9%
metadata-eval98.9%
associate--l+98.9%
mul-1-neg98.9%
sub-neg98.9%
*-commutative98.9%
sub-neg98.9%
metadata-eval98.9%
+-commutative98.9%
Simplified98.9%
Taylor expanded in uy around 0 80.1%
cancel-sign-sub-inv80.1%
metadata-eval80.1%
sub-neg80.1%
metadata-eval80.1%
distribute-neg-in80.1%
+-commutative80.1%
metadata-eval80.1%
sub-neg80.1%
distribute-lft-neg-in80.1%
unpow280.1%
distribute-rgt-neg-in80.1%
unsub-neg80.1%
*-commutative80.1%
unpow280.1%
unpow280.1%
Simplified80.1%
unpow298.9%
Applied egg-rr80.1%
Final simplification80.1%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (+ (* ux (- 2.0 ux)) (* -2.0 (* (* ux maxCos) (- 1.0 ux))))))
float code(float ux, float uy, float maxCos) {
return sqrtf(((ux * (2.0f - ux)) + (-2.0f * ((ux * maxCos) * (1.0f - 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)) + ((-2.0e0) * ((ux * maxcos) * (1.0e0 - ux)))))
end function
function code(ux, uy, maxCos) return sqrt(Float32(Float32(ux * Float32(Float32(2.0) - ux)) + Float32(Float32(-2.0) * Float32(Float32(ux * maxCos) * Float32(Float32(1.0) - ux))))) end
function tmp = code(ux, uy, maxCos) tmp = sqrt(((ux * (single(2.0) - ux)) + (single(-2.0) * ((ux * maxCos) * (single(1.0) - ux))))); end
\begin{array}{l}
\\
\sqrt{ux \cdot \left(2 - ux\right) + -2 \cdot \left(\left(ux \cdot maxCos\right) \cdot \left(1 - ux\right)\right)}
\end{array}
Initial program 58.6%
associate-*l*58.6%
sub-neg58.6%
+-commutative58.6%
distribute-rgt-neg-in58.6%
fma-def58.5%
Simplified58.7%
Taylor expanded in ux around 0 98.9%
fma-def98.9%
+-commutative98.9%
sub-neg98.9%
metadata-eval98.9%
+-commutative98.9%
distribute-lft-in98.9%
metadata-eval98.9%
associate--l+98.9%
mul-1-neg98.9%
sub-neg98.9%
*-commutative98.9%
sub-neg98.9%
metadata-eval98.9%
+-commutative98.9%
Simplified98.9%
Taylor expanded in uy around 0 80.1%
cancel-sign-sub-inv80.1%
metadata-eval80.1%
sub-neg80.1%
metadata-eval80.1%
distribute-neg-in80.1%
+-commutative80.1%
metadata-eval80.1%
sub-neg80.1%
distribute-lft-neg-in80.1%
unpow280.1%
distribute-rgt-neg-in80.1%
unsub-neg80.1%
*-commutative80.1%
unpow280.1%
unpow280.1%
Simplified80.1%
Taylor expanded in maxCos around 0 79.4%
+-commutative79.4%
associate--l+79.4%
*-commutative79.4%
distribute-lft-out--79.4%
unpow279.4%
cancel-sign-sub-inv79.4%
*-lft-identity79.4%
distribute-rgt-in79.4%
sub-neg79.4%
associate-*r*79.4%
*-commutative79.4%
associate-*r*79.4%
*-commutative79.4%
unpow279.4%
distribute-rgt-out--79.5%
Simplified79.5%
Final simplification79.5%
(FPCore (ux uy maxCos) :precision binary32 (if (<= maxCos 1.9999999494757503e-5) (sqrt (* ux (- 2.0 ux))) (sqrt (* ux (- 2.0 (* 2.0 maxCos))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (maxCos <= 1.9999999494757503e-5f) {
tmp = sqrtf((ux * (2.0f - ux)));
} else {
tmp = sqrtf((ux * (2.0f - (2.0f * maxCos))));
}
return tmp;
}
real(4) function code(ux, uy, maxcos)
real(4), intent (in) :: ux
real(4), intent (in) :: uy
real(4), intent (in) :: maxcos
real(4) :: tmp
if (maxcos <= 1.9999999494757503e-5) then
tmp = sqrt((ux * (2.0e0 - ux)))
else
tmp = sqrt((ux * (2.0e0 - (2.0e0 * maxcos))))
end if
code = tmp
end function
function code(ux, uy, maxCos) tmp = Float32(0.0) if (maxCos <= Float32(1.9999999494757503e-5)) tmp = sqrt(Float32(ux * Float32(Float32(2.0) - ux))); else tmp = 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(1.9999999494757503e-5)) tmp = sqrt((ux * (single(2.0) - ux))); else tmp = sqrt((ux * (single(2.0) - (single(2.0) * maxCos)))); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;maxCos \leq 1.9999999494757503 \cdot 10^{-5}:\\
\;\;\;\;\sqrt{ux \cdot \left(2 - ux\right)}\\
\mathbf{else}:\\
\;\;\;\;\sqrt{ux \cdot \left(2 - 2 \cdot maxCos\right)}\\
\end{array}
\end{array}
if maxCos < 1.99999995e-5Initial program 59.9%
associate-*l*59.9%
sub-neg59.9%
+-commutative59.9%
distribute-rgt-neg-in59.9%
fma-def59.8%
Simplified59.8%
Taylor expanded in ux around 0 98.9%
fma-def99.0%
+-commutative99.0%
sub-neg99.0%
metadata-eval99.0%
+-commutative99.0%
distribute-lft-in99.0%
metadata-eval99.0%
associate--l+99.0%
mul-1-neg99.0%
sub-neg99.0%
*-commutative99.0%
sub-neg99.0%
metadata-eval99.0%
+-commutative99.0%
Simplified99.0%
Taylor expanded in uy around 0 80.1%
cancel-sign-sub-inv80.1%
metadata-eval80.1%
sub-neg80.1%
metadata-eval80.1%
distribute-neg-in80.1%
+-commutative80.1%
metadata-eval80.1%
sub-neg80.1%
distribute-lft-neg-in80.1%
unpow280.1%
distribute-rgt-neg-in80.1%
unsub-neg80.1%
*-commutative80.1%
unpow280.1%
unpow280.1%
Simplified80.1%
Taylor expanded in maxCos around 0 79.6%
unpow279.6%
distribute-rgt-out--79.7%
Simplified79.7%
if 1.99999995e-5 < maxCos Initial program 50.5%
associate-*l*50.5%
sub-neg50.5%
+-commutative50.5%
distribute-rgt-neg-in50.5%
fma-def50.5%
Simplified51.5%
Taylor expanded in uy around 0 40.4%
Simplified40.2%
Taylor expanded in ux around 0 68.2%
Final simplification78.1%
(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 58.6%
associate-*l*58.6%
sub-neg58.6%
+-commutative58.6%
distribute-rgt-neg-in58.6%
fma-def58.5%
Simplified58.7%
Taylor expanded in ux around 0 98.9%
fma-def98.9%
+-commutative98.9%
sub-neg98.9%
metadata-eval98.9%
+-commutative98.9%
distribute-lft-in98.9%
metadata-eval98.9%
associate--l+98.9%
mul-1-neg98.9%
sub-neg98.9%
*-commutative98.9%
sub-neg98.9%
metadata-eval98.9%
+-commutative98.9%
Simplified98.9%
Taylor expanded in uy around 0 80.1%
cancel-sign-sub-inv80.1%
metadata-eval80.1%
sub-neg80.1%
metadata-eval80.1%
distribute-neg-in80.1%
+-commutative80.1%
metadata-eval80.1%
sub-neg80.1%
distribute-lft-neg-in80.1%
unpow280.1%
distribute-rgt-neg-in80.1%
unsub-neg80.1%
*-commutative80.1%
unpow280.1%
unpow280.1%
Simplified80.1%
Taylor expanded in maxCos around 0 74.9%
unpow274.9%
distribute-rgt-out--74.9%
Simplified74.9%
Final simplification74.9%
(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 58.6%
associate-*l*58.6%
sub-neg58.6%
+-commutative58.6%
distribute-rgt-neg-in58.6%
fma-def58.5%
Simplified58.7%
Taylor expanded in ux around 0 98.9%
fma-def98.9%
+-commutative98.9%
sub-neg98.9%
metadata-eval98.9%
+-commutative98.9%
distribute-lft-in98.9%
metadata-eval98.9%
associate--l+98.9%
mul-1-neg98.9%
sub-neg98.9%
*-commutative98.9%
sub-neg98.9%
metadata-eval98.9%
+-commutative98.9%
Simplified98.9%
Taylor expanded in uy around 0 80.1%
cancel-sign-sub-inv80.1%
metadata-eval80.1%
sub-neg80.1%
metadata-eval80.1%
distribute-neg-in80.1%
+-commutative80.1%
metadata-eval80.1%
sub-neg80.1%
distribute-lft-neg-in80.1%
unpow280.1%
distribute-rgt-neg-in80.1%
unsub-neg80.1%
*-commutative80.1%
unpow280.1%
unpow280.1%
Simplified80.1%
Taylor expanded in maxCos around 0 74.9%
unpow274.9%
distribute-rgt-out--74.9%
Simplified74.9%
Taylor expanded in ux around 0 61.7%
Final simplification61.7%
herbie shell --seed 2024029
(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)))))))