
(FPCore (cosTheta_i u1 u2) :precision binary32 (* (sqrt (/ u1 (- 1.0 u1))) (cos (* 6.28318530718 u2))))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf((u1 / (1.0f - u1))) * cosf((6.28318530718f * u2));
}
real(4) function code(costheta_i, u1, u2)
real(4), intent (in) :: costheta_i
real(4), intent (in) :: u1
real(4), intent (in) :: u2
code = sqrt((u1 / (1.0e0 - u1))) * cos((6.28318530718e0 * u2))
end function
function code(cosTheta_i, u1, u2) return Float32(sqrt(Float32(u1 / Float32(Float32(1.0) - u1))) * cos(Float32(Float32(6.28318530718) * u2))) end
function tmp = code(cosTheta_i, u1, u2) tmp = sqrt((u1 / (single(1.0) - u1))) * cos((single(6.28318530718) * u2)); end
\begin{array}{l}
\\
\sqrt{\frac{u1}{1 - u1}} \cdot \cos \left(6.28318530718 \cdot u2\right)
\end{array}
Sampling outcomes in binary32 precision:
Herbie found 8 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (cosTheta_i u1 u2) :precision binary32 (* (sqrt (/ u1 (- 1.0 u1))) (cos (* 6.28318530718 u2))))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf((u1 / (1.0f - u1))) * cosf((6.28318530718f * u2));
}
real(4) function code(costheta_i, u1, u2)
real(4), intent (in) :: costheta_i
real(4), intent (in) :: u1
real(4), intent (in) :: u2
code = sqrt((u1 / (1.0e0 - u1))) * cos((6.28318530718e0 * u2))
end function
function code(cosTheta_i, u1, u2) return Float32(sqrt(Float32(u1 / Float32(Float32(1.0) - u1))) * cos(Float32(Float32(6.28318530718) * u2))) end
function tmp = code(cosTheta_i, u1, u2) tmp = sqrt((u1 / (single(1.0) - u1))) * cos((single(6.28318530718) * u2)); end
\begin{array}{l}
\\
\sqrt{\frac{u1}{1 - u1}} \cdot \cos \left(6.28318530718 \cdot u2\right)
\end{array}
(FPCore (cosTheta_i u1 u2) :precision binary32 (* (sqrt (/ u1 (- 1.0 u1))) (cos (* 6.28318530718 u2))))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf((u1 / (1.0f - u1))) * cosf((6.28318530718f * u2));
}
real(4) function code(costheta_i, u1, u2)
real(4), intent (in) :: costheta_i
real(4), intent (in) :: u1
real(4), intent (in) :: u2
code = sqrt((u1 / (1.0e0 - u1))) * cos((6.28318530718e0 * u2))
end function
function code(cosTheta_i, u1, u2) return Float32(sqrt(Float32(u1 / Float32(Float32(1.0) - u1))) * cos(Float32(Float32(6.28318530718) * u2))) end
function tmp = code(cosTheta_i, u1, u2) tmp = sqrt((u1 / (single(1.0) - u1))) * cos((single(6.28318530718) * u2)); end
\begin{array}{l}
\\
\sqrt{\frac{u1}{1 - u1}} \cdot \cos \left(6.28318530718 \cdot u2\right)
\end{array}
Initial program 99.2%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(if (<= (* 6.28318530718 u2) 0.05000000074505806)
(*
(sqrt (/ -1.0 (/ (- u1 1.0) u1)))
(/
(- 1.0 (* (* u2 u2) (* (* u2 u2) 389.6363641361123)))
(- 1.0 (* -19.739208802181317 (* u2 u2)))))
(* (sqrt (* (- -1.0 u1) (- u1))) (cos (* 6.28318530718 u2)))))
float code(float cosTheta_i, float u1, float u2) {
float tmp;
if ((6.28318530718f * u2) <= 0.05000000074505806f) {
tmp = sqrtf((-1.0f / ((u1 - 1.0f) / u1))) * ((1.0f - ((u2 * u2) * ((u2 * u2) * 389.6363641361123f))) / (1.0f - (-19.739208802181317f * (u2 * u2))));
} else {
tmp = sqrtf(((-1.0f - u1) * -u1)) * cosf((6.28318530718f * u2));
}
return tmp;
}
real(4) function code(costheta_i, u1, u2)
real(4), intent (in) :: costheta_i
real(4), intent (in) :: u1
real(4), intent (in) :: u2
real(4) :: tmp
if ((6.28318530718e0 * u2) <= 0.05000000074505806e0) then
tmp = sqrt(((-1.0e0) / ((u1 - 1.0e0) / u1))) * ((1.0e0 - ((u2 * u2) * ((u2 * u2) * 389.6363641361123e0))) / (1.0e0 - ((-19.739208802181317e0) * (u2 * u2))))
else
tmp = sqrt((((-1.0e0) - u1) * -u1)) * cos((6.28318530718e0 * u2))
end if
code = tmp
end function
function code(cosTheta_i, u1, u2) tmp = Float32(0.0) if (Float32(Float32(6.28318530718) * u2) <= Float32(0.05000000074505806)) tmp = Float32(sqrt(Float32(Float32(-1.0) / Float32(Float32(u1 - Float32(1.0)) / u1))) * Float32(Float32(Float32(1.0) - Float32(Float32(u2 * u2) * Float32(Float32(u2 * u2) * Float32(389.6363641361123)))) / Float32(Float32(1.0) - Float32(Float32(-19.739208802181317) * Float32(u2 * u2))))); else tmp = Float32(sqrt(Float32(Float32(Float32(-1.0) - u1) * Float32(-u1))) * cos(Float32(Float32(6.28318530718) * u2))); end return tmp end
function tmp_2 = code(cosTheta_i, u1, u2) tmp = single(0.0); if ((single(6.28318530718) * u2) <= single(0.05000000074505806)) tmp = sqrt((single(-1.0) / ((u1 - single(1.0)) / u1))) * ((single(1.0) - ((u2 * u2) * ((u2 * u2) * single(389.6363641361123)))) / (single(1.0) - (single(-19.739208802181317) * (u2 * u2)))); else tmp = sqrt(((single(-1.0) - u1) * -u1)) * cos((single(6.28318530718) * u2)); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;6.28318530718 \cdot u2 \leq 0.05000000074505806:\\
\;\;\;\;\sqrt{\frac{-1}{\frac{u1 - 1}{u1}}} \cdot \frac{1 - \left(u2 \cdot u2\right) \cdot \left(\left(u2 \cdot u2\right) \cdot 389.6363641361123\right)}{1 - -19.739208802181317 \cdot \left(u2 \cdot u2\right)}\\
\mathbf{else}:\\
\;\;\;\;\sqrt{\left(-1 - u1\right) \cdot \left(-u1\right)} \cdot \cos \left(6.28318530718 \cdot u2\right)\\
\end{array}
\end{array}
if (*.f32 #s(literal 314159265359/50000000000 binary32) u2) < 0.0500000007Initial program 99.5%
Applied rewrites99.3%
Taylor expanded in u2 around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f3294.9
Applied rewrites94.4%
Applied rewrites99.2%
Applied rewrites99.2%
if 0.0500000007 < (*.f32 #s(literal 314159265359/50000000000 binary32) u2) Initial program 98.2%
lift-/.f32N/A
clear-numN/A
frac-2negN/A
associate-/r/N/A
lower-*.f32N/A
metadata-evalN/A
frac-2negN/A
lower-/.f32N/A
lower-neg.f3297.9
Applied rewrites97.9%
Taylor expanded in u1 around 0
sub-negN/A
metadata-evalN/A
+-commutativeN/A
mul-1-negN/A
unsub-negN/A
lower--.f3285.4
Applied rewrites85.4%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(if (<= (* 6.28318530718 u2) 0.25)
(*
(sqrt (/ -1.0 (/ (- u1 1.0) u1)))
(/
(- 1.0 (* (* u2 u2) (* (* u2 u2) 389.6363641361123)))
(- 1.0 (* -19.739208802181317 (* u2 u2)))))
(* (sqrt u1) (cos (* 6.28318530718 u2)))))
float code(float cosTheta_i, float u1, float u2) {
float tmp;
if ((6.28318530718f * u2) <= 0.25f) {
tmp = sqrtf((-1.0f / ((u1 - 1.0f) / u1))) * ((1.0f - ((u2 * u2) * ((u2 * u2) * 389.6363641361123f))) / (1.0f - (-19.739208802181317f * (u2 * u2))));
} else {
tmp = sqrtf(u1) * cosf((6.28318530718f * u2));
}
return tmp;
}
real(4) function code(costheta_i, u1, u2)
real(4), intent (in) :: costheta_i
real(4), intent (in) :: u1
real(4), intent (in) :: u2
real(4) :: tmp
if ((6.28318530718e0 * u2) <= 0.25e0) then
tmp = sqrt(((-1.0e0) / ((u1 - 1.0e0) / u1))) * ((1.0e0 - ((u2 * u2) * ((u2 * u2) * 389.6363641361123e0))) / (1.0e0 - ((-19.739208802181317e0) * (u2 * u2))))
else
tmp = sqrt(u1) * cos((6.28318530718e0 * u2))
end if
code = tmp
end function
function code(cosTheta_i, u1, u2) tmp = Float32(0.0) if (Float32(Float32(6.28318530718) * u2) <= Float32(0.25)) tmp = Float32(sqrt(Float32(Float32(-1.0) / Float32(Float32(u1 - Float32(1.0)) / u1))) * Float32(Float32(Float32(1.0) - Float32(Float32(u2 * u2) * Float32(Float32(u2 * u2) * Float32(389.6363641361123)))) / Float32(Float32(1.0) - Float32(Float32(-19.739208802181317) * Float32(u2 * u2))))); else tmp = Float32(sqrt(u1) * cos(Float32(Float32(6.28318530718) * u2))); end return tmp end
function tmp_2 = code(cosTheta_i, u1, u2) tmp = single(0.0); if ((single(6.28318530718) * u2) <= single(0.25)) tmp = sqrt((single(-1.0) / ((u1 - single(1.0)) / u1))) * ((single(1.0) - ((u2 * u2) * ((u2 * u2) * single(389.6363641361123)))) / (single(1.0) - (single(-19.739208802181317) * (u2 * u2)))); else tmp = sqrt(u1) * cos((single(6.28318530718) * u2)); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;6.28318530718 \cdot u2 \leq 0.25:\\
\;\;\;\;\sqrt{\frac{-1}{\frac{u1 - 1}{u1}}} \cdot \frac{1 - \left(u2 \cdot u2\right) \cdot \left(\left(u2 \cdot u2\right) \cdot 389.6363641361123\right)}{1 - -19.739208802181317 \cdot \left(u2 \cdot u2\right)}\\
\mathbf{else}:\\
\;\;\;\;\sqrt{u1} \cdot \cos \left(6.28318530718 \cdot u2\right)\\
\end{array}
\end{array}
if (*.f32 #s(literal 314159265359/50000000000 binary32) u2) < 0.25Initial program 99.5%
Applied rewrites99.3%
Taylor expanded in u2 around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f3291.4
Applied rewrites91.0%
Applied rewrites97.7%
Applied rewrites97.7%
if 0.25 < (*.f32 #s(literal 314159265359/50000000000 binary32) u2) Initial program 97.5%
Taylor expanded in u1 around 0
lower-sqrt.f3268.8
Applied rewrites68.8%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(let* ((t_0 (* -19.739208802181317 (* u2 u2))))
(*
(sqrt (/ -1.0 (/ (- u1 1.0) u1)))
(/ (- 1.0 (* (* t_0 (* -19.739208802181317 u2)) u2)) (- 1.0 t_0)))))
float code(float cosTheta_i, float u1, float u2) {
float t_0 = -19.739208802181317f * (u2 * u2);
return sqrtf((-1.0f / ((u1 - 1.0f) / u1))) * ((1.0f - ((t_0 * (-19.739208802181317f * u2)) * u2)) / (1.0f - t_0));
}
real(4) function code(costheta_i, u1, u2)
real(4), intent (in) :: costheta_i
real(4), intent (in) :: u1
real(4), intent (in) :: u2
real(4) :: t_0
t_0 = (-19.739208802181317e0) * (u2 * u2)
code = sqrt(((-1.0e0) / ((u1 - 1.0e0) / u1))) * ((1.0e0 - ((t_0 * ((-19.739208802181317e0) * u2)) * u2)) / (1.0e0 - t_0))
end function
function code(cosTheta_i, u1, u2) t_0 = Float32(Float32(-19.739208802181317) * Float32(u2 * u2)) return Float32(sqrt(Float32(Float32(-1.0) / Float32(Float32(u1 - Float32(1.0)) / u1))) * Float32(Float32(Float32(1.0) - Float32(Float32(t_0 * Float32(Float32(-19.739208802181317) * u2)) * u2)) / Float32(Float32(1.0) - t_0))) end
function tmp = code(cosTheta_i, u1, u2) t_0 = single(-19.739208802181317) * (u2 * u2); tmp = sqrt((single(-1.0) / ((u1 - single(1.0)) / u1))) * ((single(1.0) - ((t_0 * (single(-19.739208802181317) * u2)) * u2)) / (single(1.0) - t_0)); end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := -19.739208802181317 \cdot \left(u2 \cdot u2\right)\\
\sqrt{\frac{-1}{\frac{u1 - 1}{u1}}} \cdot \frac{1 - \left(t\_0 \cdot \left(-19.739208802181317 \cdot u2\right)\right) \cdot u2}{1 - t\_0}
\end{array}
\end{array}
Initial program 99.2%
Applied rewrites99.1%
Taylor expanded in u2 around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f3283.3
Applied rewrites82.9%
Applied rewrites89.9%
Applied rewrites89.9%
(FPCore (cosTheta_i u1 u2) :precision binary32 (* (sqrt (/ -1.0 (/ (- u1 1.0) u1))) (/ (- 1.0 (* (* u2 u2) (* (* u2 u2) 389.6363641361123))) (- 1.0 (* -19.739208802181317 (* u2 u2))))))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf((-1.0f / ((u1 - 1.0f) / u1))) * ((1.0f - ((u2 * u2) * ((u2 * u2) * 389.6363641361123f))) / (1.0f - (-19.739208802181317f * (u2 * u2))));
}
real(4) function code(costheta_i, u1, u2)
real(4), intent (in) :: costheta_i
real(4), intent (in) :: u1
real(4), intent (in) :: u2
code = sqrt(((-1.0e0) / ((u1 - 1.0e0) / u1))) * ((1.0e0 - ((u2 * u2) * ((u2 * u2) * 389.6363641361123e0))) / (1.0e0 - ((-19.739208802181317e0) * (u2 * u2))))
end function
function code(cosTheta_i, u1, u2) return Float32(sqrt(Float32(Float32(-1.0) / Float32(Float32(u1 - Float32(1.0)) / u1))) * Float32(Float32(Float32(1.0) - Float32(Float32(u2 * u2) * Float32(Float32(u2 * u2) * Float32(389.6363641361123)))) / Float32(Float32(1.0) - Float32(Float32(-19.739208802181317) * Float32(u2 * u2))))) end
function tmp = code(cosTheta_i, u1, u2) tmp = sqrt((single(-1.0) / ((u1 - single(1.0)) / u1))) * ((single(1.0) - ((u2 * u2) * ((u2 * u2) * single(389.6363641361123)))) / (single(1.0) - (single(-19.739208802181317) * (u2 * u2)))); end
\begin{array}{l}
\\
\sqrt{\frac{-1}{\frac{u1 - 1}{u1}}} \cdot \frac{1 - \left(u2 \cdot u2\right) \cdot \left(\left(u2 \cdot u2\right) \cdot 389.6363641361123\right)}{1 - -19.739208802181317 \cdot \left(u2 \cdot u2\right)}
\end{array}
Initial program 99.2%
Applied rewrites99.1%
Taylor expanded in u2 around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f3283.3
Applied rewrites82.9%
Applied rewrites89.9%
Applied rewrites89.9%
(FPCore (cosTheta_i u1 u2) :precision binary32 (* (sqrt (/ -1.0 (/ (- u1 1.0) u1))) (+ (* -19.739208802181317 (* u2 u2)) 1.0)))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf((-1.0f / ((u1 - 1.0f) / u1))) * ((-19.739208802181317f * (u2 * u2)) + 1.0f);
}
real(4) function code(costheta_i, u1, u2)
real(4), intent (in) :: costheta_i
real(4), intent (in) :: u1
real(4), intent (in) :: u2
code = sqrt(((-1.0e0) / ((u1 - 1.0e0) / u1))) * (((-19.739208802181317e0) * (u2 * u2)) + 1.0e0)
end function
function code(cosTheta_i, u1, u2) return Float32(sqrt(Float32(Float32(-1.0) / Float32(Float32(u1 - Float32(1.0)) / u1))) * Float32(Float32(Float32(-19.739208802181317) * Float32(u2 * u2)) + Float32(1.0))) end
function tmp = code(cosTheta_i, u1, u2) tmp = sqrt((single(-1.0) / ((u1 - single(1.0)) / u1))) * ((single(-19.739208802181317) * (u2 * u2)) + single(1.0)); end
\begin{array}{l}
\\
\sqrt{\frac{-1}{\frac{u1 - 1}{u1}}} \cdot \left(-19.739208802181317 \cdot \left(u2 \cdot u2\right) + 1\right)
\end{array}
Initial program 99.2%
Applied rewrites99.1%
Taylor expanded in u2 around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f3283.3
Applied rewrites82.9%
Applied rewrites89.9%
(FPCore (cosTheta_i u1 u2) :precision binary32 (sqrt (/ u1 (- 1.0 u1))))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf((u1 / (1.0f - u1)));
}
real(4) function code(costheta_i, u1, u2)
real(4), intent (in) :: costheta_i
real(4), intent (in) :: u1
real(4), intent (in) :: u2
code = sqrt((u1 / (1.0e0 - u1)))
end function
function code(cosTheta_i, u1, u2) return sqrt(Float32(u1 / Float32(Float32(1.0) - u1))) end
function tmp = code(cosTheta_i, u1, u2) tmp = sqrt((u1 / (single(1.0) - u1))); end
\begin{array}{l}
\\
\sqrt{\frac{u1}{1 - u1}}
\end{array}
Initial program 99.2%
Taylor expanded in u2 around 0
*-rgt-identityN/A
sub-negN/A
rgt-mult-inverseN/A
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
*-rgt-identityN/A
distribute-lft-inN/A
+-commutativeN/A
sub-negN/A
associate-*r*N/A
lower-sqrt.f32N/A
*-rgt-identityN/A
lower-/.f32N/A
associate-*r*N/A
sub-negN/A
+-commutativeN/A
distribute-lft-inN/A
Applied rewrites83.3%
(FPCore (cosTheta_i u1 u2) :precision binary32 (sqrt u1))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf(u1);
}
real(4) function code(costheta_i, u1, u2)
real(4), intent (in) :: costheta_i
real(4), intent (in) :: u1
real(4), intent (in) :: u2
code = sqrt(u1)
end function
function code(cosTheta_i, u1, u2) return sqrt(u1) end
function tmp = code(cosTheta_i, u1, u2) tmp = sqrt(u1); end
\begin{array}{l}
\\
\sqrt{u1}
\end{array}
Initial program 99.2%
Taylor expanded in u2 around 0
*-rgt-identityN/A
sub-negN/A
rgt-mult-inverseN/A
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
*-rgt-identityN/A
distribute-lft-inN/A
+-commutativeN/A
sub-negN/A
associate-*r*N/A
lower-sqrt.f32N/A
*-rgt-identityN/A
lower-/.f32N/A
associate-*r*N/A
sub-negN/A
+-commutativeN/A
distribute-lft-inN/A
Applied rewrites83.3%
Taylor expanded in u1 around 0
Applied rewrites64.7%
herbie shell --seed 2024324
(FPCore (cosTheta_i u1 u2)
:name "Trowbridge-Reitz Sample, near normal, slope_x"
:precision binary32
:pre (and (and (and (> cosTheta_i 0.9999) (<= cosTheta_i 1.0)) (and (<= 2.328306437e-10 u1) (<= u1 1.0))) (and (<= 2.328306437e-10 u2) (<= u2 1.0)))
(* (sqrt (/ u1 (- 1.0 u1))) (cos (* 6.28318530718 u2))))