
(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 7 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 (* (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}
Initial program 98.4%
Final simplification98.4%
(FPCore (cosTheta_i u1 u2) :precision binary32 (if (<= (* 6.28318530718 u2) 0.004000000189989805) (* (sqrt (/ u1 (- 1.0 u1))) (* 6.28318530718 u2)) (* (sin (* 6.28318530718 u2)) (sqrt (* u1 (+ u1 1.0))))))
float code(float cosTheta_i, float u1, float u2) {
float tmp;
if ((6.28318530718f * u2) <= 0.004000000189989805f) {
tmp = sqrtf((u1 / (1.0f - u1))) * (6.28318530718f * u2);
} else {
tmp = sinf((6.28318530718f * u2)) * sqrtf((u1 * (u1 + 1.0f)));
}
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) <= 0.004000000189989805e0) then
tmp = sqrt((u1 / (1.0e0 - u1))) * (6.28318530718e0 * u2)
else
tmp = sin((6.28318530718e0 * u2)) * sqrt((u1 * (u1 + 1.0e0)))
end if
code = tmp
end function
function code(cosTheta_i, u1, u2) tmp = Float32(0.0) if (Float32(Float32(6.28318530718) * u2) <= Float32(0.004000000189989805)) tmp = Float32(sqrt(Float32(u1 / Float32(Float32(1.0) - u1))) * Float32(Float32(6.28318530718) * u2)); else tmp = Float32(sin(Float32(Float32(6.28318530718) * u2)) * sqrt(Float32(u1 * Float32(u1 + Float32(1.0))))); end return tmp end
function tmp_2 = code(cosTheta_i, u1, u2) tmp = single(0.0); if ((single(6.28318530718) * u2) <= single(0.004000000189989805)) tmp = sqrt((u1 / (single(1.0) - u1))) * (single(6.28318530718) * u2); else tmp = sin((single(6.28318530718) * u2)) * sqrt((u1 * (u1 + single(1.0)))); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;6.28318530718 \cdot u2 \leq 0.004000000189989805:\\
\;\;\;\;\sqrt{\frac{u1}{1 - u1}} \cdot \left(6.28318530718 \cdot u2\right)\\
\mathbf{else}:\\
\;\;\;\;\sin \left(6.28318530718 \cdot u2\right) \cdot \sqrt{u1 \cdot \left(u1 + 1\right)}\\
\end{array}
\end{array}
if (*.f32 314159265359/50000000000 u2) < 0.00400000019Initial program 98.7%
Taylor expanded in u2 around 0 97.5%
*-commutative97.5%
associate-*r*97.7%
Simplified97.7%
if 0.00400000019 < (*.f32 314159265359/50000000000 u2) Initial program 97.8%
clear-num97.9%
associate-/r/97.7%
Applied egg-rr97.7%
Taylor expanded in u1 around 0 89.9%
+-commutative89.9%
Simplified89.9%
Final simplification95.1%
(FPCore (cosTheta_i u1 u2) :precision binary32 (if (<= (* 6.28318530718 u2) 0.007499999832361937) (* (sqrt (/ u1 (- 1.0 u1))) (* 6.28318530718 u2)) (* (sin (* 6.28318530718 u2)) (sqrt u1))))
float code(float cosTheta_i, float u1, float u2) {
float tmp;
if ((6.28318530718f * u2) <= 0.007499999832361937f) {
tmp = sqrtf((u1 / (1.0f - u1))) * (6.28318530718f * u2);
} else {
tmp = sinf((6.28318530718f * u2)) * sqrtf(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 ((6.28318530718e0 * u2) <= 0.007499999832361937e0) then
tmp = sqrt((u1 / (1.0e0 - u1))) * (6.28318530718e0 * u2)
else
tmp = sin((6.28318530718e0 * u2)) * sqrt(u1)
end if
code = tmp
end function
function code(cosTheta_i, u1, u2) tmp = Float32(0.0) if (Float32(Float32(6.28318530718) * u2) <= Float32(0.007499999832361937)) tmp = Float32(sqrt(Float32(u1 / Float32(Float32(1.0) - u1))) * Float32(Float32(6.28318530718) * u2)); else tmp = Float32(sin(Float32(Float32(6.28318530718) * u2)) * sqrt(u1)); end return tmp end
function tmp_2 = code(cosTheta_i, u1, u2) tmp = single(0.0); if ((single(6.28318530718) * u2) <= single(0.007499999832361937)) tmp = sqrt((u1 / (single(1.0) - u1))) * (single(6.28318530718) * u2); else tmp = sin((single(6.28318530718) * u2)) * sqrt(u1); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;6.28318530718 \cdot u2 \leq 0.007499999832361937:\\
\;\;\;\;\sqrt{\frac{u1}{1 - u1}} \cdot \left(6.28318530718 \cdot u2\right)\\
\mathbf{else}:\\
\;\;\;\;\sin \left(6.28318530718 \cdot u2\right) \cdot \sqrt{u1}\\
\end{array}
\end{array}
if (*.f32 314159265359/50000000000 u2) < 0.00749999983Initial program 98.7%
Taylor expanded in u2 around 0 96.9%
*-commutative96.9%
associate-*r*97.1%
Simplified97.1%
if 0.00749999983 < (*.f32 314159265359/50000000000 u2) Initial program 97.7%
Taylor expanded in u1 around 0 77.7%
Final simplification91.2%
(FPCore (cosTheta_i u1 u2) :precision binary32 (* 6.28318530718 (* (sqrt (/ u1 (- 1.0 u1))) u2)))
float code(float cosTheta_i, float u1, float u2) {
return 6.28318530718f * (sqrtf((u1 / (1.0f - u1))) * 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 = 6.28318530718e0 * (sqrt((u1 / (1.0e0 - u1))) * u2)
end function
function code(cosTheta_i, u1, u2) return Float32(Float32(6.28318530718) * Float32(sqrt(Float32(u1 / Float32(Float32(1.0) - u1))) * u2)) end
function tmp = code(cosTheta_i, u1, u2) tmp = single(6.28318530718) * (sqrt((u1 / (single(1.0) - u1))) * u2); end
\begin{array}{l}
\\
6.28318530718 \cdot \left(\sqrt{\frac{u1}{1 - u1}} \cdot u2\right)
\end{array}
Initial program 98.4%
Taylor expanded in u2 around 0 81.5%
Final simplification81.5%
(FPCore (cosTheta_i u1 u2) :precision binary32 (* (sqrt (/ u1 (- 1.0 u1))) (* 6.28318530718 u2)))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf((u1 / (1.0f - u1))) * (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))) * (6.28318530718e0 * u2)
end function
function code(cosTheta_i, u1, u2) return Float32(sqrt(Float32(u1 / Float32(Float32(1.0) - u1))) * Float32(Float32(6.28318530718) * u2)) end
function tmp = code(cosTheta_i, u1, u2) tmp = sqrt((u1 / (single(1.0) - u1))) * (single(6.28318530718) * u2); end
\begin{array}{l}
\\
\sqrt{\frac{u1}{1 - u1}} \cdot \left(6.28318530718 \cdot u2\right)
\end{array}
Initial program 98.4%
Taylor expanded in u2 around 0 81.5%
*-commutative81.5%
associate-*r*81.7%
Simplified81.7%
Final simplification81.7%
(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(6.28318530718) * Float32(u2 * sqrt(u1))) end
function tmp = code(cosTheta_i, u1, u2) tmp = single(6.28318530718) * (u2 * sqrt(u1)); end
\begin{array}{l}
\\
6.28318530718 \cdot \left(u2 \cdot \sqrt{u1}\right)
\end{array}
Initial program 98.4%
Taylor expanded in u2 around 0 81.5%
Taylor expanded in u1 around 0 65.5%
Final simplification65.5%
(FPCore (cosTheta_i u1 u2) :precision binary32 (* u2 (sqrt -39.47841760436263)))
float code(float cosTheta_i, float u1, float u2) {
return u2 * sqrtf(-39.47841760436263f);
}
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 = u2 * sqrt((-39.47841760436263e0))
end function
function code(cosTheta_i, u1, u2) return Float32(u2 * sqrt(Float32(-39.47841760436263))) end
function tmp = code(cosTheta_i, u1, u2) tmp = u2 * sqrt(single(-39.47841760436263)); end
\begin{array}{l}
\\
u2 \cdot \sqrt{-39.47841760436263}
\end{array}
Initial program 98.4%
Taylor expanded in u2 around 0 81.5%
add-sqr-sqrt81.0%
sqrt-unprod81.5%
*-commutative81.5%
*-commutative81.5%
swap-sqr81.4%
swap-sqr81.5%
add-sqr-sqrt81.6%
pow281.6%
metadata-eval82.0%
Applied egg-rr82.0%
Taylor expanded in u1 around -inf -0.0%
Final simplification-0.0%
herbie shell --seed 2023313
(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))))