
(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)
use fmin_fmax_functions
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
\sqrt{\frac{u1}{1 - u1}} \cdot \cos \left(6.28318530718 \cdot u2\right)
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)
use fmin_fmax_functions
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
\sqrt{\frac{u1}{1 - u1}} \cdot \cos \left(6.28318530718 \cdot u2\right)
(FPCore (cosTheta_i u1 u2) :precision binary32 (* (sqrt (/ u1 (- 1.0 u1))) (sin (fma -6.28318530718 u2 1.5707963705062866))))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf((u1 / (1.0f - u1))) * sinf(fmaf(-6.28318530718f, u2, 1.5707963705062866f));
}
function code(cosTheta_i, u1, u2) return Float32(sqrt(Float32(u1 / Float32(Float32(1.0) - u1))) * sin(fma(Float32(-6.28318530718), u2, Float32(1.5707963705062866)))) end
\sqrt{\frac{u1}{1 - u1}} \cdot \sin \left(\mathsf{fma}\left(-6.28318530718, u2, 1.5707963705062866\right)\right)
Initial program 99.0%
lift-cos.f32N/A
cos-neg-revN/A
sin-+PI/2-revN/A
lower-sin.f32N/A
lift-*.f32N/A
distribute-lft-neg-inN/A
lower-fma.f32N/A
metadata-evalN/A
mult-flipN/A
metadata-evalN/A
*-commutativeN/A
lower-*.f32N/A
lower-PI.f3299.2%
Applied rewrites99.2%
Evaluated real constant99.2%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(let* ((t_0 (cos (* 6.28318530718 u2))))
(if (<= t_0 0.9999988079071045)
(* (sqrt (fma u1 u1 u1)) t_0)
(* (sqrt (/ u1 (- 1.0 u1))) (sin 1.5707963705062866)))))float code(float cosTheta_i, float u1, float u2) {
float t_0 = cosf((6.28318530718f * u2));
float tmp;
if (t_0 <= 0.9999988079071045f) {
tmp = sqrtf(fmaf(u1, u1, u1)) * t_0;
} else {
tmp = sqrtf((u1 / (1.0f - u1))) * sinf(1.5707963705062866f);
}
return tmp;
}
function code(cosTheta_i, u1, u2) t_0 = cos(Float32(Float32(6.28318530718) * u2)) tmp = Float32(0.0) if (t_0 <= Float32(0.9999988079071045)) tmp = Float32(sqrt(fma(u1, u1, u1)) * t_0); else tmp = Float32(sqrt(Float32(u1 / Float32(Float32(1.0) - u1))) * sin(Float32(1.5707963705062866))); end return tmp end
\begin{array}{l}
t_0 := \cos \left(6.28318530718 \cdot u2\right)\\
\mathbf{if}\;t\_0 \leq 0.9999988079071045:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(u1, u1, u1\right)} \cdot t\_0\\
\mathbf{else}:\\
\;\;\;\;\sqrt{\frac{u1}{1 - u1}} \cdot \sin 1.5707963705062866\\
\end{array}
if (cos.f32 (*.f32 #s(literal 314159265359/50000000000 binary32) u2)) < 0.999998808Initial program 99.0%
Taylor expanded in u1 around 0
lower-*.f32N/A
lower-+.f3286.4%
Applied rewrites86.4%
lift-*.f32N/A
lift-+.f32N/A
distribute-rgt-inN/A
*-lft-identityN/A
+-commutativeN/A
lower-fma.f3286.5%
Applied rewrites86.5%
if 0.999998808 < (cos.f32 (*.f32 #s(literal 314159265359/50000000000 binary32) u2)) Initial program 99.0%
lift-cos.f32N/A
cos-neg-revN/A
sin-+PI/2-revN/A
lower-sin.f32N/A
lift-*.f32N/A
distribute-lft-neg-inN/A
lower-fma.f32N/A
metadata-evalN/A
mult-flipN/A
metadata-evalN/A
*-commutativeN/A
lower-*.f32N/A
lower-PI.f3299.2%
Applied rewrites99.2%
Evaluated real constant99.2%
Taylor expanded in u2 around 0
Applied rewrites80.5%
(FPCore (cosTheta_i u1 u2) :precision binary32 (if (<= (cos (* 6.28318530718 u2)) 0.9999970197677612) (* (sqrt u1) (sin (fma -6.28318530718 u2 1.5707963705062866))) (* (sqrt (/ u1 (- 1.0 u1))) (sin 1.5707963705062866))))
float code(float cosTheta_i, float u1, float u2) {
float tmp;
if (cosf((6.28318530718f * u2)) <= 0.9999970197677612f) {
tmp = sqrtf(u1) * sinf(fmaf(-6.28318530718f, u2, 1.5707963705062866f));
} else {
tmp = sqrtf((u1 / (1.0f - u1))) * sinf(1.5707963705062866f);
}
return tmp;
}
function code(cosTheta_i, u1, u2) tmp = Float32(0.0) if (cos(Float32(Float32(6.28318530718) * u2)) <= Float32(0.9999970197677612)) tmp = Float32(sqrt(u1) * sin(fma(Float32(-6.28318530718), u2, Float32(1.5707963705062866)))); else tmp = Float32(sqrt(Float32(u1 / Float32(Float32(1.0) - u1))) * sin(Float32(1.5707963705062866))); end return tmp end
\begin{array}{l}
\mathbf{if}\;\cos \left(6.28318530718 \cdot u2\right) \leq 0.9999970197677612:\\
\;\;\;\;\sqrt{u1} \cdot \sin \left(\mathsf{fma}\left(-6.28318530718, u2, 1.5707963705062866\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\sqrt{\frac{u1}{1 - u1}} \cdot \sin 1.5707963705062866\\
\end{array}
if (cos.f32 (*.f32 #s(literal 314159265359/50000000000 binary32) u2)) < 0.99999702Initial program 99.0%
lift-cos.f32N/A
cos-neg-revN/A
sin-+PI/2-revN/A
lower-sin.f32N/A
lift-*.f32N/A
distribute-lft-neg-inN/A
lower-fma.f32N/A
metadata-evalN/A
mult-flipN/A
metadata-evalN/A
*-commutativeN/A
lower-*.f32N/A
lower-PI.f3299.2%
Applied rewrites99.2%
Evaluated real constant99.2%
Taylor expanded in u1 around 0
lower-sqrt.f3274.1%
Applied rewrites74.1%
if 0.99999702 < (cos.f32 (*.f32 #s(literal 314159265359/50000000000 binary32) u2)) Initial program 99.0%
lift-cos.f32N/A
cos-neg-revN/A
sin-+PI/2-revN/A
lower-sin.f32N/A
lift-*.f32N/A
distribute-lft-neg-inN/A
lower-fma.f32N/A
metadata-evalN/A
mult-flipN/A
metadata-evalN/A
*-commutativeN/A
lower-*.f32N/A
lower-PI.f3299.2%
Applied rewrites99.2%
Evaluated real constant99.2%
Taylor expanded in u2 around 0
Applied rewrites80.5%
(FPCore (cosTheta_i u1 u2) :precision binary32 (* (sqrt u1) (sin (fma -6.28318530718 u2 1.5707963705062866))))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf(u1) * sinf(fmaf(-6.28318530718f, u2, 1.5707963705062866f));
}
function code(cosTheta_i, u1, u2) return Float32(sqrt(u1) * sin(fma(Float32(-6.28318530718), u2, Float32(1.5707963705062866)))) end
\sqrt{u1} \cdot \sin \left(\mathsf{fma}\left(-6.28318530718, u2, 1.5707963705062866\right)\right)
Initial program 99.0%
lift-cos.f32N/A
cos-neg-revN/A
sin-+PI/2-revN/A
lower-sin.f32N/A
lift-*.f32N/A
distribute-lft-neg-inN/A
lower-fma.f32N/A
metadata-evalN/A
mult-flipN/A
metadata-evalN/A
*-commutativeN/A
lower-*.f32N/A
lower-PI.f3299.2%
Applied rewrites99.2%
Evaluated real constant99.2%
Taylor expanded in u1 around 0
lower-sqrt.f3274.1%
Applied rewrites74.1%
(FPCore (cosTheta_i u1 u2) :precision binary32 (* (sqrt u1) (cos (* 6.28318530718 u2))))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf(u1) * cosf((6.28318530718f * u2));
}
real(4) function code(costheta_i, u1, u2)
use fmin_fmax_functions
real(4), intent (in) :: costheta_i
real(4), intent (in) :: u1
real(4), intent (in) :: u2
code = sqrt(u1) * cos((6.28318530718e0 * u2))
end function
function code(cosTheta_i, u1, u2) return Float32(sqrt(u1) * cos(Float32(Float32(6.28318530718) * u2))) end
function tmp = code(cosTheta_i, u1, u2) tmp = sqrt(u1) * cos((single(6.28318530718) * u2)); end
\sqrt{u1} \cdot \cos \left(6.28318530718 \cdot u2\right)
Initial program 99.0%
Taylor expanded in u1 around 0
lower-sqrt.f3274.0%
Applied rewrites74.0%
(FPCore (cosTheta_i u1 u2) :precision binary32 (* (sqrt u1) (sin 1.5707963705062866)))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf(u1) * sinf(1.5707963705062866f);
}
real(4) function code(costheta_i, u1, u2)
use fmin_fmax_functions
real(4), intent (in) :: costheta_i
real(4), intent (in) :: u1
real(4), intent (in) :: u2
code = sqrt(u1) * sin(1.5707963705062866e0)
end function
function code(cosTheta_i, u1, u2) return Float32(sqrt(u1) * sin(Float32(1.5707963705062866))) end
function tmp = code(cosTheta_i, u1, u2) tmp = sqrt(u1) * sin(single(1.5707963705062866)); end
\sqrt{u1} \cdot \sin 1.5707963705062866
Initial program 99.0%
lift-cos.f32N/A
cos-neg-revN/A
sin-+PI/2-revN/A
lower-sin.f32N/A
lift-*.f32N/A
distribute-lft-neg-inN/A
lower-fma.f32N/A
metadata-evalN/A
mult-flipN/A
metadata-evalN/A
*-commutativeN/A
lower-*.f32N/A
lower-PI.f3299.2%
Applied rewrites99.2%
Evaluated real constant99.2%
Taylor expanded in u1 around 0
lower-sqrt.f3274.1%
Applied rewrites74.1%
Taylor expanded in u2 around 0
Applied rewrites63.5%
(FPCore (cosTheta_i u1 u2) :precision binary32 (cos (* -6.28318530718 u2)))
float code(float cosTheta_i, float u1, float u2) {
return cosf((-6.28318530718f * u2));
}
real(4) function code(costheta_i, u1, u2)
use fmin_fmax_functions
real(4), intent (in) :: costheta_i
real(4), intent (in) :: u1
real(4), intent (in) :: u2
code = cos(((-6.28318530718e0) * u2))
end function
function code(cosTheta_i, u1, u2) return cos(Float32(Float32(-6.28318530718) * u2)) end
function tmp = code(cosTheta_i, u1, u2) tmp = cos((single(-6.28318530718) * u2)); end
\cos \left(-6.28318530718 \cdot u2\right)
Initial program 99.0%
lift-*.f32N/A
lift-sqrt.f32N/A
lift-/.f32N/A
sqrt-divN/A
associate-*l/N/A
div-flipN/A
*-commutativeN/A
lower-/.f32N/A
lower-/.f32N/A
lower-sqrt.f32N/A
neg-fabsN/A
lower-fabs.f32N/A
lift--.f32N/A
sub-negate-revN/A
lower--.f32N/A
*-commutativeN/A
lower-*.f32N/A
Applied rewrites98.4%
Taylor expanded in u1 around inf
lower-cos.f32N/A
lower-*.f3220.2%
Applied rewrites20.2%
herbie shell --seed 2025322
(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))))