
(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
(*
(cos (exp (log (* uy (* 2.0 PI)))))
(sqrt
(fma
ux
(+ 1.0 (- (- 1.0 maxCos) maxCos))
(* (+ maxCos -1.0) (* (- 1.0 maxCos) (* ux ux)))))))
float code(float ux, float uy, float maxCos) {
return cosf(expf(logf((uy * (2.0f * ((float) M_PI)))))) * sqrtf(fmaf(ux, (1.0f + ((1.0f - maxCos) - maxCos)), ((maxCos + -1.0f) * ((1.0f - maxCos) * (ux * ux)))));
}
function code(ux, uy, maxCos) return Float32(cos(exp(log(Float32(uy * Float32(Float32(2.0) * Float32(pi)))))) * sqrt(fma(ux, Float32(Float32(1.0) + Float32(Float32(Float32(1.0) - maxCos) - maxCos)), Float32(Float32(maxCos + Float32(-1.0)) * Float32(Float32(Float32(1.0) - maxCos) * Float32(ux * ux)))))) end
\begin{array}{l}
\\
\cos \left(e^{\log \left(uy \cdot \left(2 \cdot \pi\right)\right)}\right) \cdot \sqrt{\mathsf{fma}\left(ux, 1 + \left(\left(1 - maxCos\right) - maxCos\right), \left(maxCos + -1\right) \cdot \left(\left(1 - maxCos\right) \cdot \left(ux \cdot ux\right)\right)\right)}
\end{array}
Initial program 55.6%
associate-*l*55.6%
sub-neg55.6%
+-commutative55.6%
distribute-rgt-neg-in55.6%
fma-def55.7%
+-commutative55.7%
associate-+r-55.7%
fma-def55.7%
neg-sub055.7%
+-commutative55.7%
associate-+r-55.6%
associate--r-55.6%
neg-sub055.6%
+-commutative55.6%
sub-neg55.6%
fma-def55.6%
Simplified55.6%
Taylor expanded in ux around 0 98.5%
+-commutative98.5%
fma-def98.6%
associate--l+98.6%
mul-1-neg98.6%
sub-neg98.6%
metadata-eval98.6%
distribute-neg-in98.6%
metadata-eval98.6%
+-commutative98.6%
sub-neg98.6%
sub-neg98.6%
metadata-eval98.6%
*-commutative98.6%
unpow298.6%
Simplified98.6%
add-exp-log98.6%
Applied egg-rr98.6%
Final simplification98.6%
(FPCore (ux uy maxCos)
:precision binary32
(*
(cos (* PI (* uy 2.0)))
(sqrt
(fma
(+ 2.0 (* maxCos -2.0))
ux
(* (* ux ux) (* (- 1.0 maxCos) (+ maxCos -1.0)))))))
float code(float ux, float uy, float maxCos) {
return cosf((((float) M_PI) * (uy * 2.0f))) * sqrtf(fmaf((2.0f + (maxCos * -2.0f)), ux, ((ux * ux) * ((1.0f - maxCos) * (maxCos + -1.0f)))));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(Float32(pi) * Float32(uy * Float32(2.0)))) * sqrt(fma(Float32(Float32(2.0) + Float32(maxCos * Float32(-2.0))), ux, Float32(Float32(ux * ux) * Float32(Float32(Float32(1.0) - maxCos) * Float32(maxCos + Float32(-1.0))))))) end
\begin{array}{l}
\\
\cos \left(\pi \cdot \left(uy \cdot 2\right)\right) \cdot \sqrt{\mathsf{fma}\left(2 + maxCos \cdot -2, ux, \left(ux \cdot ux\right) \cdot \left(\left(1 - maxCos\right) \cdot \left(maxCos + -1\right)\right)\right)}
\end{array}
Initial program 55.6%
associate-*l*55.6%
sub-neg55.6%
+-commutative55.6%
distribute-rgt-neg-in55.6%
fma-def55.7%
+-commutative55.7%
associate-+r-55.7%
fma-def55.7%
neg-sub055.7%
+-commutative55.7%
associate-+r-55.6%
associate--r-55.6%
neg-sub055.6%
+-commutative55.6%
sub-neg55.6%
fma-def55.6%
Simplified55.6%
Taylor expanded in ux around 0 98.5%
+-commutative98.5%
fma-def98.6%
associate--l+98.6%
mul-1-neg98.6%
sub-neg98.6%
metadata-eval98.6%
distribute-neg-in98.6%
metadata-eval98.6%
+-commutative98.6%
sub-neg98.6%
sub-neg98.6%
metadata-eval98.6%
*-commutative98.6%
unpow298.6%
Simplified98.6%
add-exp-log98.6%
Applied egg-rr98.6%
Taylor expanded in uy around inf 98.6%
associate-*r*98.6%
*-commutative98.6%
*-commutative98.6%
*-commutative98.6%
fma-def98.6%
cancel-sign-sub-inv98.6%
metadata-eval98.6%
associate-*r*98.6%
*-commutative98.6%
unpow298.6%
sub-neg98.6%
metadata-eval98.6%
Simplified98.6%
Final simplification98.6%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* uy (* 2.0 PI))) (sqrt (- (* (- 1.0 maxCos) (* 2.0 ux)) (* (* ux ux) (pow (- 1.0 maxCos) 2.0))))))
float code(float ux, float uy, float maxCos) {
return cosf((uy * (2.0f * ((float) M_PI)))) * sqrtf((((1.0f - maxCos) * (2.0f * ux)) - ((ux * ux) * powf((1.0f - maxCos), 2.0f))));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(Float32(Float32(Float32(1.0) - maxCos) * Float32(Float32(2.0) * ux)) - Float32(Float32(ux * ux) * (Float32(Float32(1.0) - maxCos) ^ Float32(2.0)))))) end
function tmp = code(ux, uy, maxCos) tmp = cos((uy * (single(2.0) * single(pi)))) * sqrt((((single(1.0) - maxCos) * (single(2.0) * ux)) - ((ux * ux) * ((single(1.0) - maxCos) ^ single(2.0))))); end
\begin{array}{l}
\\
\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\left(1 - maxCos\right) \cdot \left(2 \cdot ux\right) - \left(ux \cdot ux\right) \cdot {\left(1 - maxCos\right)}^{2}}
\end{array}
Initial program 55.6%
associate-*l*55.6%
sub-neg55.6%
+-commutative55.6%
distribute-rgt-neg-in55.6%
fma-def55.7%
+-commutative55.7%
associate-+r-55.7%
fma-def55.7%
neg-sub055.7%
+-commutative55.7%
associate-+r-55.6%
associate--r-55.6%
neg-sub055.6%
+-commutative55.6%
sub-neg55.6%
fma-def55.6%
Simplified55.6%
Taylor expanded in ux around -inf 98.6%
+-commutative98.6%
mul-1-neg98.6%
unsub-neg98.6%
associate-*r*98.6%
mul-1-neg98.6%
sub-neg98.6%
*-commutative98.6%
unpow298.6%
mul-1-neg98.6%
sub-neg98.6%
Simplified98.6%
Final simplification98.6%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= uy 0.0005099999834783375)
(sqrt
(fma
(+ 2.0 (* maxCos -2.0))
ux
(* (+ maxCos -1.0) (* ux (* ux (- 1.0 maxCos))))))
(* (cos (* uy (* 2.0 PI))) (sqrt (* ux (- 2.0 (* 2.0 maxCos)))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (uy <= 0.0005099999834783375f) {
tmp = sqrtf(fmaf((2.0f + (maxCos * -2.0f)), ux, ((maxCos + -1.0f) * (ux * (ux * (1.0f - maxCos))))));
} 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 (uy <= Float32(0.0005099999834783375)) tmp = sqrt(fma(Float32(Float32(2.0) + Float32(maxCos * Float32(-2.0))), ux, Float32(Float32(maxCos + Float32(-1.0)) * Float32(ux * Float32(ux * Float32(Float32(1.0) - maxCos)))))); 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
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \leq 0.0005099999834783375:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(2 + maxCos \cdot -2, ux, \left(maxCos + -1\right) \cdot \left(ux \cdot \left(ux \cdot \left(1 - maxCos\right)\right)\right)\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 uy < 5.09999983e-4Initial program 60.1%
associate-*l*60.1%
sub-neg60.1%
+-commutative60.1%
distribute-rgt-neg-in60.1%
fma-def60.1%
+-commutative60.1%
associate-+r-59.9%
fma-def60.0%
neg-sub060.0%
+-commutative60.0%
associate-+r-59.9%
associate--r-59.9%
neg-sub059.9%
+-commutative59.9%
sub-neg59.9%
fma-def59.9%
Simplified59.9%
Taylor expanded in ux around 0 99.4%
+-commutative99.4%
fma-def99.5%
associate--l+99.6%
mul-1-neg99.6%
sub-neg99.6%
metadata-eval99.6%
distribute-neg-in99.6%
metadata-eval99.6%
+-commutative99.6%
sub-neg99.6%
sub-neg99.6%
metadata-eval99.6%
*-commutative99.6%
unpow299.6%
Simplified99.6%
add-exp-log99.6%
Applied egg-rr99.6%
Taylor expanded in uy around 0 97.8%
fma-def97.8%
cancel-sign-sub-inv97.8%
metadata-eval97.8%
*-commutative97.8%
unpow297.8%
associate-*r*97.8%
sub-neg97.8%
metadata-eval97.8%
Simplified97.8%
if 5.09999983e-4 < uy Initial program 48.7%
associate-*l*48.7%
+-commutative48.7%
associate-+r-48.8%
fma-def48.8%
+-commutative48.8%
associate-+r-48.5%
fma-def48.5%
Simplified48.5%
Taylor expanded in ux around 0 80.4%
Final simplification91.0%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= maxCos 6.199999916134402e-5)
(* (cos (* PI (* uy 2.0))) (sqrt (- (* 2.0 ux) (* ux ux))))
(sqrt
(fma
(+ 2.0 (* maxCos -2.0))
ux
(* (+ maxCos -1.0) (* ux (* ux (- 1.0 maxCos))))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (maxCos <= 6.199999916134402e-5f) {
tmp = cosf((((float) M_PI) * (uy * 2.0f))) * sqrtf(((2.0f * ux) - (ux * ux)));
} else {
tmp = sqrtf(fmaf((2.0f + (maxCos * -2.0f)), ux, ((maxCos + -1.0f) * (ux * (ux * (1.0f - maxCos))))));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (maxCos <= Float32(6.199999916134402e-5)) tmp = Float32(cos(Float32(Float32(pi) * Float32(uy * Float32(2.0)))) * sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux)))); else tmp = sqrt(fma(Float32(Float32(2.0) + Float32(maxCos * Float32(-2.0))), ux, Float32(Float32(maxCos + Float32(-1.0)) * Float32(ux * Float32(ux * Float32(Float32(1.0) - maxCos)))))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;maxCos \leq 6.199999916134402 \cdot 10^{-5}:\\
\;\;\;\;\cos \left(\pi \cdot \left(uy \cdot 2\right)\right) \cdot \sqrt{2 \cdot ux - ux \cdot ux}\\
\mathbf{else}:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(2 + maxCos \cdot -2, ux, \left(maxCos + -1\right) \cdot \left(ux \cdot \left(ux \cdot \left(1 - maxCos\right)\right)\right)\right)}\\
\end{array}
\end{array}
if maxCos < 6.19999992e-5Initial program 55.8%
associate-*l*55.8%
sub-neg55.8%
+-commutative55.8%
distribute-rgt-neg-in55.8%
fma-def55.9%
+-commutative55.9%
associate-+r-55.8%
fma-def55.8%
neg-sub055.8%
+-commutative55.8%
associate-+r-55.8%
associate--r-55.8%
neg-sub055.8%
+-commutative55.8%
sub-neg55.8%
fma-def55.8%
Simplified55.8%
Taylor expanded in ux around 0 98.7%
+-commutative98.7%
fma-def98.7%
associate--l+98.7%
mul-1-neg98.7%
sub-neg98.7%
metadata-eval98.7%
distribute-neg-in98.7%
metadata-eval98.7%
+-commutative98.7%
sub-neg98.7%
sub-neg98.7%
metadata-eval98.7%
*-commutative98.7%
unpow298.7%
Simplified98.7%
Taylor expanded in maxCos around 0 98.1%
associate-*r*98.1%
+-commutative98.1%
neg-mul-198.1%
unsub-neg98.1%
unpow298.1%
Simplified98.1%
if 6.19999992e-5 < maxCos Initial program 54.4%
associate-*l*54.4%
sub-neg54.4%
+-commutative54.4%
distribute-rgt-neg-in54.4%
fma-def54.7%
+-commutative54.7%
associate-+r-54.3%
fma-def54.8%
neg-sub054.8%
+-commutative54.8%
associate-+r-53.4%
associate--r-53.4%
neg-sub053.4%
+-commutative53.4%
sub-neg53.4%
fma-def53.3%
Simplified53.3%
Taylor expanded in ux around 0 97.1%
+-commutative97.1%
fma-def97.4%
associate--l+97.9%
mul-1-neg97.9%
sub-neg97.9%
metadata-eval97.9%
distribute-neg-in97.9%
metadata-eval97.9%
+-commutative97.9%
sub-neg97.9%
sub-neg97.9%
metadata-eval97.9%
*-commutative97.9%
unpow297.9%
Simplified97.9%
add-exp-log97.9%
Applied egg-rr97.9%
Taylor expanded in uy around 0 78.2%
fma-def78.4%
cancel-sign-sub-inv78.4%
metadata-eval78.4%
*-commutative78.4%
unpow278.4%
associate-*r*78.4%
sub-neg78.4%
metadata-eval78.4%
Simplified78.4%
Final simplification95.9%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (fma (+ 2.0 (* maxCos -2.0)) ux (* (+ maxCos -1.0) (* ux (* ux (- 1.0 maxCos)))))))
float code(float ux, float uy, float maxCos) {
return sqrtf(fmaf((2.0f + (maxCos * -2.0f)), ux, ((maxCos + -1.0f) * (ux * (ux * (1.0f - maxCos))))));
}
function code(ux, uy, maxCos) return sqrt(fma(Float32(Float32(2.0) + Float32(maxCos * Float32(-2.0))), ux, Float32(Float32(maxCos + Float32(-1.0)) * Float32(ux * Float32(ux * Float32(Float32(1.0) - maxCos)))))) end
\begin{array}{l}
\\
\sqrt{\mathsf{fma}\left(2 + maxCos \cdot -2, ux, \left(maxCos + -1\right) \cdot \left(ux \cdot \left(ux \cdot \left(1 - maxCos\right)\right)\right)\right)}
\end{array}
Initial program 55.6%
associate-*l*55.6%
sub-neg55.6%
+-commutative55.6%
distribute-rgt-neg-in55.6%
fma-def55.7%
+-commutative55.7%
associate-+r-55.7%
fma-def55.7%
neg-sub055.7%
+-commutative55.7%
associate-+r-55.6%
associate--r-55.6%
neg-sub055.6%
+-commutative55.6%
sub-neg55.6%
fma-def55.6%
Simplified55.6%
Taylor expanded in ux around 0 98.5%
+-commutative98.5%
fma-def98.6%
associate--l+98.6%
mul-1-neg98.6%
sub-neg98.6%
metadata-eval98.6%
distribute-neg-in98.6%
metadata-eval98.6%
+-commutative98.6%
sub-neg98.6%
sub-neg98.6%
metadata-eval98.6%
*-commutative98.6%
unpow298.6%
Simplified98.6%
add-exp-log98.6%
Applied egg-rr98.6%
Taylor expanded in uy around 0 76.3%
fma-def76.3%
cancel-sign-sub-inv76.3%
metadata-eval76.3%
*-commutative76.3%
unpow276.3%
associate-*r*76.3%
sub-neg76.3%
metadata-eval76.3%
Simplified76.3%
Final simplification76.3%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (+ (* (+ maxCos -1.0) (* (- 1.0 maxCos) (* ux ux))) (* ux (+ 2.0 (* maxCos -2.0))))))
float code(float ux, float uy, float maxCos) {
return sqrtf((((maxCos + -1.0f) * ((1.0f - maxCos) * (ux * ux))) + (ux * (2.0f + (maxCos * -2.0f)))));
}
real(4) function code(ux, uy, maxcos)
real(4), intent (in) :: ux
real(4), intent (in) :: uy
real(4), intent (in) :: maxcos
code = sqrt((((maxcos + (-1.0e0)) * ((1.0e0 - maxcos) * (ux * ux))) + (ux * (2.0e0 + (maxcos * (-2.0e0))))))
end function
function code(ux, uy, maxCos) return sqrt(Float32(Float32(Float32(maxCos + Float32(-1.0)) * Float32(Float32(Float32(1.0) - maxCos) * Float32(ux * ux))) + Float32(ux * Float32(Float32(2.0) + Float32(maxCos * Float32(-2.0)))))) end
function tmp = code(ux, uy, maxCos) tmp = sqrt((((maxCos + single(-1.0)) * ((single(1.0) - maxCos) * (ux * ux))) + (ux * (single(2.0) + (maxCos * single(-2.0)))))); end
\begin{array}{l}
\\
\sqrt{\left(maxCos + -1\right) \cdot \left(\left(1 - maxCos\right) \cdot \left(ux \cdot ux\right)\right) + ux \cdot \left(2 + maxCos \cdot -2\right)}
\end{array}
Initial program 55.6%
associate-*l*55.6%
sub-neg55.6%
+-commutative55.6%
distribute-rgt-neg-in55.6%
fma-def55.7%
+-commutative55.7%
associate-+r-55.7%
fma-def55.7%
neg-sub055.7%
+-commutative55.7%
associate-+r-55.6%
associate--r-55.6%
neg-sub055.6%
+-commutative55.6%
sub-neg55.6%
fma-def55.6%
Simplified55.6%
Taylor expanded in ux around 0 98.5%
+-commutative98.5%
fma-def98.6%
associate--l+98.6%
mul-1-neg98.6%
sub-neg98.6%
metadata-eval98.6%
distribute-neg-in98.6%
metadata-eval98.6%
+-commutative98.6%
sub-neg98.6%
sub-neg98.6%
metadata-eval98.6%
*-commutative98.6%
unpow298.6%
Simplified98.6%
add-exp-log98.6%
Applied egg-rr98.6%
Taylor expanded in uy around 0 76.3%
fma-def76.3%
cancel-sign-sub-inv76.3%
metadata-eval76.3%
*-commutative76.3%
unpow276.3%
associate-*r*76.3%
sub-neg76.3%
metadata-eval76.3%
Simplified76.3%
fma-udef76.3%
*-commutative76.3%
associate-*r*76.3%
Applied egg-rr76.3%
Final simplification76.3%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (* ux (+ 2.0 (* maxCos -2.0)))))
float code(float ux, float uy, float maxCos) {
return sqrtf((ux * (2.0f + (maxCos * -2.0f))));
}
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)))))
end function
function code(ux, uy, maxCos) return sqrt(Float32(ux * Float32(Float32(2.0) + Float32(maxCos * Float32(-2.0))))) end
function tmp = code(ux, uy, maxCos) tmp = sqrt((ux * (single(2.0) + (maxCos * single(-2.0))))); end
\begin{array}{l}
\\
\sqrt{ux \cdot \left(2 + maxCos \cdot -2\right)}
\end{array}
Initial program 55.6%
associate-*l*55.6%
sub-neg55.6%
+-commutative55.6%
distribute-rgt-neg-in55.6%
fma-def55.7%
+-commutative55.7%
associate-+r-55.7%
fma-def55.7%
neg-sub055.7%
+-commutative55.7%
associate-+r-55.6%
associate--r-55.6%
neg-sub055.6%
+-commutative55.6%
sub-neg55.6%
fma-def55.6%
Simplified55.6%
Taylor expanded in ux around 0 76.0%
associate--l+75.9%
distribute-lft-in75.9%
*-rgt-identity75.9%
mul-1-neg75.9%
sub-neg75.9%
metadata-eval75.9%
distribute-neg-in75.9%
metadata-eval75.9%
+-commutative75.9%
sub-neg75.9%
Simplified75.9%
add-sqr-sqrt75.7%
pow275.7%
Applied egg-rr75.7%
Taylor expanded in uy around 0 60.0%
*-commutative60.0%
distribute-lft1-in60.1%
+-commutative60.1%
associate-+r-60.0%
metadata-eval60.0%
cancel-sign-sub-inv60.0%
metadata-eval60.0%
Simplified60.0%
Final simplification60.0%
(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 55.6%
associate-*l*55.6%
sub-neg55.6%
+-commutative55.6%
distribute-rgt-neg-in55.6%
fma-def55.7%
+-commutative55.7%
associate-+r-55.7%
fma-def55.7%
neg-sub055.7%
+-commutative55.7%
associate-+r-55.6%
associate--r-55.6%
neg-sub055.6%
+-commutative55.6%
sub-neg55.6%
fma-def55.6%
Simplified55.6%
Taylor expanded in ux around 0 98.5%
+-commutative98.5%
fma-def98.6%
associate--l+98.6%
mul-1-neg98.6%
sub-neg98.6%
metadata-eval98.6%
distribute-neg-in98.6%
metadata-eval98.6%
+-commutative98.6%
sub-neg98.6%
sub-neg98.6%
metadata-eval98.6%
*-commutative98.6%
unpow298.6%
Simplified98.6%
add-exp-log98.6%
Applied egg-rr98.6%
Taylor expanded in uy around 0 76.3%
fma-def76.3%
cancel-sign-sub-inv76.3%
metadata-eval76.3%
*-commutative76.3%
unpow276.3%
associate-*r*76.3%
sub-neg76.3%
metadata-eval76.3%
Simplified76.3%
Taylor expanded in maxCos around 0 72.2%
+-commutative72.2%
mul-1-neg72.2%
unsub-neg72.2%
unpow272.2%
Simplified72.2%
Final simplification72.2%
(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 55.6%
associate-*l*55.6%
sub-neg55.6%
+-commutative55.6%
distribute-rgt-neg-in55.6%
fma-def55.7%
+-commutative55.7%
associate-+r-55.7%
fma-def55.7%
neg-sub055.7%
+-commutative55.7%
associate-+r-55.6%
associate--r-55.6%
neg-sub055.6%
+-commutative55.6%
sub-neg55.6%
fma-def55.6%
Simplified55.6%
Taylor expanded in ux around 0 76.0%
associate--l+75.9%
distribute-lft-in75.9%
*-rgt-identity75.9%
mul-1-neg75.9%
sub-neg75.9%
metadata-eval75.9%
distribute-neg-in75.9%
metadata-eval75.9%
+-commutative75.9%
sub-neg75.9%
Simplified75.9%
add-sqr-sqrt75.7%
pow275.7%
Applied egg-rr75.7%
Taylor expanded in uy around 0 60.0%
*-commutative60.0%
distribute-lft1-in60.1%
+-commutative60.1%
associate-+r-60.0%
metadata-eval60.0%
cancel-sign-sub-inv60.0%
metadata-eval60.0%
Simplified60.0%
Taylor expanded in maxCos around 0 57.5%
Final simplification57.5%
herbie shell --seed 2023188
(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)))))))