
(FPCore (cosTheta_i u1 u2) :precision binary32 (* (sqrt (/ u1 (- 1.0 u1))) (sin (* 6.28318530718 u2))))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf((u1 / (1.0f - u1))) * sinf((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))) * sin((6.28318530718e0 * u2))
end function
function code(cosTheta_i, u1, u2) return Float32(sqrt(Float32(u1 / Float32(Float32(1.0) - u1))) * sin(Float32(Float32(6.28318530718) * u2))) end
function tmp = code(cosTheta_i, u1, u2) tmp = sqrt((u1 / (single(1.0) - u1))) * sin((single(6.28318530718) * u2)); end
\begin{array}{l}
\\
\sqrt{\frac{u1}{1 - u1}} \cdot \sin \left(6.28318530718 \cdot u2\right)
\end{array}
Sampling outcomes in binary32 precision:
Herbie found 9 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (cosTheta_i u1 u2) :precision binary32 (* (sqrt (/ u1 (- 1.0 u1))) (sin (* 6.28318530718 u2))))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf((u1 / (1.0f - u1))) * sinf((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))) * sin((6.28318530718e0 * u2))
end function
function code(cosTheta_i, u1, u2) return Float32(sqrt(Float32(u1 / Float32(Float32(1.0) - u1))) * sin(Float32(Float32(6.28318530718) * u2))) end
function tmp = code(cosTheta_i, u1, u2) tmp = sqrt((u1 / (single(1.0) - u1))) * sin((single(6.28318530718) * u2)); end
\begin{array}{l}
\\
\sqrt{\frac{u1}{1 - u1}} \cdot \sin \left(6.28318530718 \cdot u2\right)
\end{array}
(FPCore (cosTheta_i u1 u2) :precision binary32 (/ (sin (* 6.28318530718 u2)) (sqrt (/ (- 1.0 u1) u1))))
float code(float cosTheta_i, float u1, float u2) {
return sinf((6.28318530718f * u2)) / sqrtf(((1.0f - u1) / 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 = sin((6.28318530718e0 * u2)) / sqrt(((1.0e0 - u1) / u1))
end function
function code(cosTheta_i, u1, u2) return Float32(sin(Float32(Float32(6.28318530718) * u2)) / sqrt(Float32(Float32(Float32(1.0) - u1) / u1))) end
function tmp = code(cosTheta_i, u1, u2) tmp = sin((single(6.28318530718) * u2)) / sqrt(((single(1.0) - u1) / u1)); end
\begin{array}{l}
\\
\frac{\sin \left(6.28318530718 \cdot u2\right)}{\sqrt{\frac{1 - u1}{u1}}}
\end{array}
Initial program 98.1%
Applied rewrites98.1%
lift-sqrt.f32N/A
lift-/.f32N/A
frac-2negN/A
metadata-evalN/A
sqrt-divN/A
metadata-evalN/A
lower-/.f32N/A
lower-sqrt.f32N/A
lift-/.f32N/A
distribute-neg-fracN/A
lift--.f32N/A
sub-negN/A
metadata-evalN/A
distribute-neg-inN/A
metadata-evalN/A
+-commutativeN/A
sub-negN/A
lift--.f32N/A
lower-/.f3298.1
Applied rewrites98.1%
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
*-commutativeN/A
lift-*.f32N/A
lift-/.f32N/A
un-div-invN/A
lower-/.f3298.2
Applied rewrites98.2%
Final simplification98.2%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(if (<= (/ u1 (- 1.0 u1)) 0.002199999988079071)
(* (sqrt (* (+ u1 1.0) u1)) (sin (* 6.28318530718 u2)))
(/
(* (+ (* -41.341702240407926 (* u2 u2)) 6.28318530718) u2)
(sqrt (/ (- 1.0 u1) u1)))))
float code(float cosTheta_i, float u1, float u2) {
float tmp;
if ((u1 / (1.0f - u1)) <= 0.002199999988079071f) {
tmp = sqrtf(((u1 + 1.0f) * u1)) * sinf((6.28318530718f * u2));
} else {
tmp = (((-41.341702240407926f * (u2 * u2)) + 6.28318530718f) * u2) / sqrtf(((1.0f - u1) / u1));
}
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 ((u1 / (1.0e0 - u1)) <= 0.002199999988079071e0) then
tmp = sqrt(((u1 + 1.0e0) * u1)) * sin((6.28318530718e0 * u2))
else
tmp = ((((-41.341702240407926e0) * (u2 * u2)) + 6.28318530718e0) * u2) / sqrt(((1.0e0 - u1) / u1))
end if
code = tmp
end function
function code(cosTheta_i, u1, u2) tmp = Float32(0.0) if (Float32(u1 / Float32(Float32(1.0) - u1)) <= Float32(0.002199999988079071)) tmp = Float32(sqrt(Float32(Float32(u1 + Float32(1.0)) * u1)) * sin(Float32(Float32(6.28318530718) * u2))); else tmp = Float32(Float32(Float32(Float32(Float32(-41.341702240407926) * Float32(u2 * u2)) + Float32(6.28318530718)) * u2) / sqrt(Float32(Float32(Float32(1.0) - u1) / u1))); end return tmp end
function tmp_2 = code(cosTheta_i, u1, u2) tmp = single(0.0); if ((u1 / (single(1.0) - u1)) <= single(0.002199999988079071)) tmp = sqrt(((u1 + single(1.0)) * u1)) * sin((single(6.28318530718) * u2)); else tmp = (((single(-41.341702240407926) * (u2 * u2)) + single(6.28318530718)) * u2) / sqrt(((single(1.0) - u1) / u1)); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{u1}{1 - u1} \leq 0.002199999988079071:\\
\;\;\;\;\sqrt{\left(u1 + 1\right) \cdot u1} \cdot \sin \left(6.28318530718 \cdot u2\right)\\
\mathbf{else}:\\
\;\;\;\;\frac{\left(-41.341702240407926 \cdot \left(u2 \cdot u2\right) + 6.28318530718\right) \cdot u2}{\sqrt{\frac{1 - u1}{u1}}}\\
\end{array}
\end{array}
if (/.f32 u1 (-.f32 #s(literal 1 binary32) u1)) < 0.0022Initial program 97.9%
Applied rewrites98.0%
lift-/.f32N/A
lift-/.f32N/A
associate-/r/N/A
frac-2negN/A
metadata-evalN/A
lift--.f32N/A
sub-negN/A
metadata-evalN/A
distribute-neg-inN/A
metadata-evalN/A
+-commutativeN/A
sub-negN/A
lift--.f32N/A
lower-*.f32N/A
lower-/.f3297.8
Applied rewrites97.8%
Taylor expanded in u1 around 0
lower-+.f3297.6
Applied rewrites97.6%
if 0.0022 < (/.f32 u1 (-.f32 #s(literal 1 binary32) u1)) Initial program 98.4%
lift-*.f32N/A
*-commutativeN/A
lift-sqrt.f32N/A
lift-/.f32N/A
sqrt-divN/A
associate-*r/N/A
lower-/.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-sqrt.f32N/A
lift-*.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-sqrt.f3297.8
Applied rewrites97.8%
Taylor expanded in u2 around 0
*-commutativeN/A
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f3283.0
Applied rewrites82.4%
lift-/.f32N/A
lift-*.f32N/A
*-commutativeN/A
associate-*l/N/A
div-invN/A
associate-*r*N/A
associate-/r/N/A
lift-sqrt.f32N/A
lift-sqrt.f32N/A
sqrt-divN/A
lift-/.f32N/A
lift-sqrt.f32N/A
un-div-invN/A
lower-/.f3283.4
Applied rewrites82.8%
Applied rewrites91.7%
Final simplification95.9%
(FPCore (cosTheta_i u1 u2) :precision binary32 (* (sin (* 6.28318530718 u2)) (sqrt (/ u1 (- 1.0 u1)))))
float code(float cosTheta_i, float u1, float u2) {
return sinf((6.28318530718f * u2)) * 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 = sin((6.28318530718e0 * u2)) * sqrt((u1 / (1.0e0 - u1)))
end function
function code(cosTheta_i, u1, u2) return Float32(sin(Float32(Float32(6.28318530718) * u2)) * sqrt(Float32(u1 / Float32(Float32(1.0) - u1)))) end
function tmp = code(cosTheta_i, u1, u2) tmp = sin((single(6.28318530718) * u2)) * sqrt((u1 / (single(1.0) - u1))); end
\begin{array}{l}
\\
\sin \left(6.28318530718 \cdot u2\right) \cdot \sqrt{\frac{u1}{1 - u1}}
\end{array}
Initial program 98.1%
Final simplification98.1%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(if (<= (* 6.28318530718 u2) 0.36000001430511475)
(/
(+ (* (* -41.341702240407926 (* u2 u2)) u2) (* 6.28318530718 u2))
(sqrt (/ (- 1.0 u1) u1)))
(* (sqrt u1) (sin (* 6.28318530718 u2)))))
float code(float cosTheta_i, float u1, float u2) {
float tmp;
if ((6.28318530718f * u2) <= 0.36000001430511475f) {
tmp = (((-41.341702240407926f * (u2 * u2)) * u2) + (6.28318530718f * u2)) / sqrtf(((1.0f - u1) / u1));
} else {
tmp = sqrtf(u1) * sinf((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) <= 0.36000001430511475e0) then
tmp = ((((-41.341702240407926e0) * (u2 * u2)) * u2) + (6.28318530718e0 * u2)) / sqrt(((1.0e0 - u1) / u1))
else
tmp = sqrt(u1) * sin((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(0.36000001430511475)) tmp = Float32(Float32(Float32(Float32(Float32(-41.341702240407926) * Float32(u2 * u2)) * u2) + Float32(Float32(6.28318530718) * u2)) / sqrt(Float32(Float32(Float32(1.0) - u1) / u1))); else tmp = Float32(sqrt(u1) * sin(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(0.36000001430511475)) tmp = (((single(-41.341702240407926) * (u2 * u2)) * u2) + (single(6.28318530718) * u2)) / sqrt(((single(1.0) - u1) / u1)); else tmp = sqrt(u1) * sin((single(6.28318530718) * u2)); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;6.28318530718 \cdot u2 \leq 0.36000001430511475:\\
\;\;\;\;\frac{\left(-41.341702240407926 \cdot \left(u2 \cdot u2\right)\right) \cdot u2 + 6.28318530718 \cdot u2}{\sqrt{\frac{1 - u1}{u1}}}\\
\mathbf{else}:\\
\;\;\;\;\sqrt{u1} \cdot \sin \left(6.28318530718 \cdot u2\right)\\
\end{array}
\end{array}
if (*.f32 #s(literal 314159265359/50000000000 binary32) u2) < 0.360000014Initial program 98.4%
lift-*.f32N/A
*-commutativeN/A
lift-sqrt.f32N/A
lift-/.f32N/A
sqrt-divN/A
associate-*r/N/A
lower-/.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-sqrt.f32N/A
lift-*.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-sqrt.f3298.0
Applied rewrites98.0%
Taylor expanded in u2 around 0
*-commutativeN/A
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f3287.8
Applied rewrites87.6%
lift-/.f32N/A
lift-*.f32N/A
*-commutativeN/A
associate-*l/N/A
div-invN/A
associate-*r*N/A
associate-/r/N/A
lift-sqrt.f32N/A
lift-sqrt.f32N/A
sqrt-divN/A
lift-/.f32N/A
lift-sqrt.f32N/A
un-div-invN/A
lower-/.f3288.2
Applied rewrites88.0%
Applied rewrites96.4%
if 0.360000014 < (*.f32 #s(literal 314159265359/50000000000 binary32) u2) Initial program 96.4%
Taylor expanded in u1 around 0
lower-sqrt.f3276.0
Applied rewrites76.0%
Final simplification93.5%
(FPCore (cosTheta_i u1 u2) :precision binary32 (/ (+ (* (* -41.341702240407926 (* u2 u2)) u2) (* 6.28318530718 u2)) (sqrt (/ (- 1.0 u1) u1))))
float code(float cosTheta_i, float u1, float u2) {
return (((-41.341702240407926f * (u2 * u2)) * u2) + (6.28318530718f * u2)) / sqrtf(((1.0f - u1) / 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 = ((((-41.341702240407926e0) * (u2 * u2)) * u2) + (6.28318530718e0 * u2)) / sqrt(((1.0e0 - u1) / u1))
end function
function code(cosTheta_i, u1, u2) return Float32(Float32(Float32(Float32(Float32(-41.341702240407926) * Float32(u2 * u2)) * u2) + Float32(Float32(6.28318530718) * u2)) / sqrt(Float32(Float32(Float32(1.0) - u1) / u1))) end
function tmp = code(cosTheta_i, u1, u2) tmp = (((single(-41.341702240407926) * (u2 * u2)) * u2) + (single(6.28318530718) * u2)) / sqrt(((single(1.0) - u1) / u1)); end
\begin{array}{l}
\\
\frac{\left(-41.341702240407926 \cdot \left(u2 \cdot u2\right)\right) \cdot u2 + 6.28318530718 \cdot u2}{\sqrt{\frac{1 - u1}{u1}}}
\end{array}
Initial program 98.1%
lift-*.f32N/A
*-commutativeN/A
lift-sqrt.f32N/A
lift-/.f32N/A
sqrt-divN/A
associate-*r/N/A
lower-/.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-sqrt.f32N/A
lift-*.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-sqrt.f3297.8
Applied rewrites97.8%
Taylor expanded in u2 around 0
*-commutativeN/A
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f3276.7
Applied rewrites78.2%
lift-/.f32N/A
lift-*.f32N/A
*-commutativeN/A
associate-*l/N/A
div-invN/A
associate-*r*N/A
associate-/r/N/A
lift-sqrt.f32N/A
lift-sqrt.f32N/A
sqrt-divN/A
lift-/.f32N/A
lift-sqrt.f32N/A
un-div-invN/A
lower-/.f3278.7
Applied rewrites78.6%
Applied rewrites86.7%
Final simplification86.7%
(FPCore (cosTheta_i u1 u2) :precision binary32 (/ (* (+ (* -41.341702240407926 (* u2 u2)) 6.28318530718) u2) (sqrt (/ (- 1.0 u1) u1))))
float code(float cosTheta_i, float u1, float u2) {
return (((-41.341702240407926f * (u2 * u2)) + 6.28318530718f) * u2) / sqrtf(((1.0f - u1) / 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 = ((((-41.341702240407926e0) * (u2 * u2)) + 6.28318530718e0) * u2) / sqrt(((1.0e0 - u1) / u1))
end function
function code(cosTheta_i, u1, u2) return Float32(Float32(Float32(Float32(Float32(-41.341702240407926) * Float32(u2 * u2)) + Float32(6.28318530718)) * u2) / sqrt(Float32(Float32(Float32(1.0) - u1) / u1))) end
function tmp = code(cosTheta_i, u1, u2) tmp = (((single(-41.341702240407926) * (u2 * u2)) + single(6.28318530718)) * u2) / sqrt(((single(1.0) - u1) / u1)); end
\begin{array}{l}
\\
\frac{\left(-41.341702240407926 \cdot \left(u2 \cdot u2\right) + 6.28318530718\right) \cdot u2}{\sqrt{\frac{1 - u1}{u1}}}
\end{array}
Initial program 98.1%
lift-*.f32N/A
*-commutativeN/A
lift-sqrt.f32N/A
lift-/.f32N/A
sqrt-divN/A
associate-*r/N/A
lower-/.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-sqrt.f32N/A
lift-*.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-sqrt.f3297.8
Applied rewrites97.8%
Taylor expanded in u2 around 0
*-commutativeN/A
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f3278.4
Applied rewrites78.2%
lift-/.f32N/A
lift-*.f32N/A
*-commutativeN/A
associate-*l/N/A
div-invN/A
associate-*r*N/A
associate-/r/N/A
lift-sqrt.f32N/A
lift-sqrt.f32N/A
sqrt-divN/A
lift-/.f32N/A
lift-sqrt.f32N/A
un-div-invN/A
lower-/.f3278.7
Applied rewrites78.6%
Applied rewrites86.7%
Final simplification86.7%
(FPCore (cosTheta_i u1 u2) :precision binary32 (/ (* 6.28318530718 u2) (sqrt (/ (- 1.0 u1) u1))))
float code(float cosTheta_i, float u1, float u2) {
return (6.28318530718f * u2) / sqrtf(((1.0f - u1) / 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 = (6.28318530718e0 * u2) / sqrt(((1.0e0 - u1) / u1))
end function
function code(cosTheta_i, u1, u2) return Float32(Float32(Float32(6.28318530718) * u2) / sqrt(Float32(Float32(Float32(1.0) - u1) / u1))) end
function tmp = code(cosTheta_i, u1, u2) tmp = (single(6.28318530718) * u2) / sqrt(((single(1.0) - u1) / u1)); end
\begin{array}{l}
\\
\frac{6.28318530718 \cdot u2}{\sqrt{\frac{1 - u1}{u1}}}
\end{array}
Initial program 98.1%
lift-*.f32N/A
*-commutativeN/A
lift-sqrt.f32N/A
lift-/.f32N/A
sqrt-divN/A
associate-*r/N/A
lower-/.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-sqrt.f32N/A
lift-*.f32N/A
*-commutativeN/A
lower-*.f32N/A
lower-sqrt.f3297.8
Applied rewrites97.8%
Taylor expanded in u2 around 0
*-commutativeN/A
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f3278.4
Applied rewrites78.4%
lift-/.f32N/A
lift-*.f32N/A
*-commutativeN/A
associate-*l/N/A
div-invN/A
associate-*r*N/A
associate-/r/N/A
lift-sqrt.f32N/A
lift-sqrt.f32N/A
sqrt-divN/A
lift-/.f32N/A
lift-sqrt.f32N/A
un-div-invN/A
lower-/.f3278.7
Applied rewrites78.6%
Taylor expanded in u2 around 0
Applied rewrites78.7%
(FPCore (cosTheta_i u1 u2) :precision binary32 (* (* 6.28318530718 u2) (sqrt (/ u1 (- 1.0 u1)))))
float code(float cosTheta_i, float u1, float u2) {
return (6.28318530718f * u2) * 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 = (6.28318530718e0 * u2) * sqrt((u1 / (1.0e0 - u1)))
end function
function code(cosTheta_i, u1, u2) return Float32(Float32(Float32(6.28318530718) * u2) * sqrt(Float32(u1 / Float32(Float32(1.0) - u1)))) end
function tmp = code(cosTheta_i, u1, u2) tmp = (single(6.28318530718) * u2) * sqrt((u1 / (single(1.0) - u1))); end
\begin{array}{l}
\\
\left(6.28318530718 \cdot u2\right) \cdot \sqrt{\frac{u1}{1 - u1}}
\end{array}
Initial program 98.1%
Taylor expanded in u2 around 0
lower-*.f3278.6
Applied rewrites78.6%
Final simplification78.6%
(FPCore (cosTheta_i u1 u2) :precision binary32 (* (* 6.28318530718 u2) (sqrt u1)))
float code(float cosTheta_i, float u1, float u2) {
return (6.28318530718f * u2) * 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 = (6.28318530718e0 * u2) * sqrt(u1)
end function
function code(cosTheta_i, u1, u2) return Float32(Float32(Float32(6.28318530718) * u2) * sqrt(u1)) end
function tmp = code(cosTheta_i, u1, u2) tmp = (single(6.28318530718) * u2) * sqrt(u1); end
\begin{array}{l}
\\
\left(6.28318530718 \cdot u2\right) \cdot \sqrt{u1}
\end{array}
Initial program 98.1%
Taylor expanded in u2 around 0
lower-*.f3278.6
Applied rewrites78.6%
Taylor expanded in u1 around 0
lower-sqrt.f3262.3
Applied rewrites62.3%
Final simplification62.3%
herbie shell --seed 2024276
(FPCore (cosTheta_i u1 u2)
:name "Trowbridge-Reitz Sample, near normal, slope_y"
: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))) (sin (* 6.28318530718 u2))))