
(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));
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
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
\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 16 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));
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
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
\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 u1))) (+ 1.0 u1))) (sin (fma -6.28318530718 u2 (/ (PI) 2.0)))))
\begin{array}{l}
\\
\sqrt{\frac{u1}{1 - u1 \cdot u1} \cdot \left(1 + u1\right)} \cdot \sin \left(\mathsf{fma}\left(-6.28318530718, u2, \frac{\mathsf{PI}\left(\right)}{2}\right)\right)
\end{array}
Initial program 99.0%
lift-/.f32N/A
lift--.f32N/A
flip--N/A
associate-/r/N/A
lower-*.f32N/A
lower-/.f32N/A
metadata-evalN/A
lower--.f32N/A
lower-*.f32N/A
lower-+.f3299.1
Applied rewrites99.1%
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
lower-/.f32N/A
lower-PI.f3299.2
Applied rewrites99.2%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(if (<=
(* (sqrt (/ u1 (- 1.0 u1))) (cos (* 6.28318530718 u2)))
0.10999999940395355)
(*
(sqrt (fma (fma u1 u1 u1) u1 u1))
(fma
(-
(* (* (fma -85.45681720672748 (* u2 u2) 64.93939402268539) u2) u2)
19.739208802181317)
(* u2 u2)
1.0))
(*
(sqrt (* (/ u1 (- 1.0 (* u1 u1))) (+ 1.0 u1)))
(fma (* u2 u2) -19.739208802181317 1.0))))
float code(float cosTheta_i, float u1, float u2) {
float tmp;
if ((sqrtf((u1 / (1.0f - u1))) * cosf((6.28318530718f * u2))) <= 0.10999999940395355f) {
tmp = sqrtf(fmaf(fmaf(u1, u1, u1), u1, u1)) * fmaf((((fmaf(-85.45681720672748f, (u2 * u2), 64.93939402268539f) * u2) * u2) - 19.739208802181317f), (u2 * u2), 1.0f);
} else {
tmp = sqrtf(((u1 / (1.0f - (u1 * u1))) * (1.0f + u1))) * fmaf((u2 * u2), -19.739208802181317f, 1.0f);
}
return tmp;
}
function code(cosTheta_i, u1, u2) tmp = Float32(0.0) if (Float32(sqrt(Float32(u1 / Float32(Float32(1.0) - u1))) * cos(Float32(Float32(6.28318530718) * u2))) <= Float32(0.10999999940395355)) tmp = Float32(sqrt(fma(fma(u1, u1, u1), u1, u1)) * fma(Float32(Float32(Float32(fma(Float32(-85.45681720672748), Float32(u2 * u2), Float32(64.93939402268539)) * u2) * u2) - Float32(19.739208802181317)), Float32(u2 * u2), Float32(1.0))); else tmp = Float32(sqrt(Float32(Float32(u1 / Float32(Float32(1.0) - Float32(u1 * u1))) * Float32(Float32(1.0) + u1))) * fma(Float32(u2 * u2), Float32(-19.739208802181317), Float32(1.0))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\sqrt{\frac{u1}{1 - u1}} \cdot \cos \left(6.28318530718 \cdot u2\right) \leq 0.10999999940395355:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(\mathsf{fma}\left(u1, u1, u1\right), u1, u1\right)} \cdot \mathsf{fma}\left(\left(\mathsf{fma}\left(-85.45681720672748, u2 \cdot u2, 64.93939402268539\right) \cdot u2\right) \cdot u2 - 19.739208802181317, u2 \cdot u2, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\sqrt{\frac{u1}{1 - u1 \cdot u1} \cdot \left(1 + u1\right)} \cdot \mathsf{fma}\left(u2 \cdot u2, -19.739208802181317, 1\right)\\
\end{array}
\end{array}
if (*.f32 (sqrt.f32 (/.f32 u1 (-.f32 #s(literal 1 binary32) u1))) (cos.f32 (*.f32 #s(literal 314159265359/50000000000 binary32) u2))) < 0.109999999Initial program 99.0%
lift-/.f32N/A
lift--.f32N/A
flip--N/A
associate-/r/N/A
lower-*.f32N/A
lower-/.f32N/A
metadata-evalN/A
lower--.f32N/A
lower-*.f32N/A
lower-+.f3299.0
Applied rewrites99.0%
Taylor expanded in u2 around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower--.f32N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
+-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f32N/A
unpow2N/A
lower-*.f3295.9
Applied rewrites95.9%
Taylor expanded in u1 around 0
+-commutativeN/A
distribute-rgt-inN/A
*-lft-identityN/A
lower-fma.f32N/A
+-commutativeN/A
distribute-rgt-inN/A
*-lft-identityN/A
lower-fma.f3295.7
Applied rewrites95.7%
if 0.109999999 < (*.f32 (sqrt.f32 (/.f32 u1 (-.f32 #s(literal 1 binary32) u1))) (cos.f32 (*.f32 #s(literal 314159265359/50000000000 binary32) u2))) Initial program 99.1%
lift-/.f32N/A
lift--.f32N/A
flip--N/A
associate-/r/N/A
lower-*.f32N/A
lower-/.f32N/A
metadata-evalN/A
lower--.f32N/A
lower-*.f32N/A
lower-+.f3299.2
Applied rewrites99.2%
Taylor expanded in u2 around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f3297.5
Applied rewrites97.5%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(let* ((t_0 (sqrt (/ u1 (- 1.0 u1)))))
(if (<= (* t_0 (cos (* 6.28318530718 u2))) 0.17900000512599945)
(*
(sqrt (fma (fma (fma u1 u1 u1) u1 u1) u1 u1))
(fma (* u2 u2) -19.739208802181317 1.0))
t_0)))
float code(float cosTheta_i, float u1, float u2) {
float t_0 = sqrtf((u1 / (1.0f - u1)));
float tmp;
if ((t_0 * cosf((6.28318530718f * u2))) <= 0.17900000512599945f) {
tmp = sqrtf(fmaf(fmaf(fmaf(u1, u1, u1), u1, u1), u1, u1)) * fmaf((u2 * u2), -19.739208802181317f, 1.0f);
} else {
tmp = t_0;
}
return tmp;
}
function code(cosTheta_i, u1, u2) t_0 = sqrt(Float32(u1 / Float32(Float32(1.0) - u1))) tmp = Float32(0.0) if (Float32(t_0 * cos(Float32(Float32(6.28318530718) * u2))) <= Float32(0.17900000512599945)) tmp = Float32(sqrt(fma(fma(fma(u1, u1, u1), u1, u1), u1, u1)) * fma(Float32(u2 * u2), Float32(-19.739208802181317), Float32(1.0))); else tmp = t_0; end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\frac{u1}{1 - u1}}\\
\mathbf{if}\;t\_0 \cdot \cos \left(6.28318530718 \cdot u2\right) \leq 0.17900000512599945:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(\mathsf{fma}\left(\mathsf{fma}\left(u1, u1, u1\right), u1, u1\right), u1, u1\right)} \cdot \mathsf{fma}\left(u2 \cdot u2, -19.739208802181317, 1\right)\\
\mathbf{else}:\\
\;\;\;\;t\_0\\
\end{array}
\end{array}
if (*.f32 (sqrt.f32 (/.f32 u1 (-.f32 #s(literal 1 binary32) u1))) (cos.f32 (*.f32 #s(literal 314159265359/50000000000 binary32) u2))) < 0.179000005Initial program 99.0%
Taylor expanded in u1 around 0
+-commutativeN/A
distribute-rgt-inN/A
*-lft-identityN/A
lower-fma.f32N/A
+-commutativeN/A
distribute-rgt-inN/A
*-lft-identityN/A
lower-fma.f32N/A
+-commutativeN/A
distribute-rgt-inN/A
*-lft-identityN/A
lower-fma.f3298.7
Applied rewrites98.7%
Taylor expanded in u2 around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f3290.6
Applied rewrites90.6%
if 0.179000005 < (*.f32 (sqrt.f32 (/.f32 u1 (-.f32 #s(literal 1 binary32) u1))) (cos.f32 (*.f32 #s(literal 314159265359/50000000000 binary32) u2))) Initial program 99.1%
Taylor expanded in u2 around 0
lower-sqrt.f32N/A
lower-/.f32N/A
lower--.f3290.9
Applied rewrites90.9%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(if (<= (cos (* 6.28318530718 u2)) 0.9998499751091003)
(*
(sqrt u1)
(fma (- (* 64.93939402268539 (* u2 u2)) 19.739208802181317) (* u2 u2) 1.0))
(sqrt (/ (fma u1 u1 u1) (- 1.0 (* u1 u1))))))
float code(float cosTheta_i, float u1, float u2) {
float tmp;
if (cosf((6.28318530718f * u2)) <= 0.9998499751091003f) {
tmp = sqrtf(u1) * fmaf(((64.93939402268539f * (u2 * u2)) - 19.739208802181317f), (u2 * u2), 1.0f);
} else {
tmp = sqrtf((fmaf(u1, u1, u1) / (1.0f - (u1 * u1))));
}
return tmp;
}
function code(cosTheta_i, u1, u2) tmp = Float32(0.0) if (cos(Float32(Float32(6.28318530718) * u2)) <= Float32(0.9998499751091003)) tmp = Float32(sqrt(u1) * fma(Float32(Float32(Float32(64.93939402268539) * Float32(u2 * u2)) - Float32(19.739208802181317)), Float32(u2 * u2), Float32(1.0))); else tmp = sqrt(Float32(fma(u1, u1, u1) / Float32(Float32(1.0) - Float32(u1 * u1)))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\cos \left(6.28318530718 \cdot u2\right) \leq 0.9998499751091003:\\
\;\;\;\;\sqrt{u1} \cdot \mathsf{fma}\left(64.93939402268539 \cdot \left(u2 \cdot u2\right) - 19.739208802181317, u2 \cdot u2, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\sqrt{\frac{\mathsf{fma}\left(u1, u1, u1\right)}{1 - u1 \cdot u1}}\\
\end{array}
\end{array}
if (cos.f32 (*.f32 #s(literal 314159265359/50000000000 binary32) u2)) < 0.999849975Initial program 97.9%
Taylor expanded in u1 around 0
lower-sqrt.f3275.0
Applied rewrites75.0%
Taylor expanded in u2 around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower--.f32N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
unpow2N/A
lower-*.f3263.8
Applied rewrites63.8%
if 0.999849975 < (cos.f32 (*.f32 #s(literal 314159265359/50000000000 binary32) u2)) Initial program 99.3%
lift-/.f32N/A
lift--.f32N/A
flip--N/A
associate-/r/N/A
lower-*.f32N/A
lower-/.f32N/A
metadata-evalN/A
lower--.f32N/A
lower-*.f32N/A
lower-+.f3299.4
Applied rewrites99.4%
Taylor expanded in u2 around 0
lower-sqrt.f32N/A
lower-/.f32N/A
+-commutativeN/A
distribute-rgt-inN/A
*-lft-identityN/A
lower-fma.f32N/A
lower--.f32N/A
unpow2N/A
lower-*.f3295.6
Applied rewrites95.6%
(FPCore (cosTheta_i u1 u2) :precision binary32 (* (sqrt (/ u1 (- 1.0 u1))) (sin (fma -6.28318530718 u2 (/ (PI) 2.0)))))
\begin{array}{l}
\\
\sqrt{\frac{u1}{1 - u1}} \cdot \sin \left(\mathsf{fma}\left(-6.28318530718, u2, \frac{\mathsf{PI}\left(\right)}{2}\right)\right)
\end{array}
Initial program 99.0%
lift-/.f32N/A
lift--.f32N/A
flip--N/A
associate-/r/N/A
lower-*.f32N/A
lower-/.f32N/A
metadata-evalN/A
lower--.f32N/A
lower-*.f32N/A
lower-+.f3299.1
Applied rewrites99.1%
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
lower-/.f32N/A
lower-PI.f3299.2
Applied rewrites99.2%
lift-*.f32N/A
lift-/.f32N/A
associate-/r/N/A
lift--.f32N/A
metadata-evalN/A
lift-*.f32N/A
lift-+.f32N/A
flip--N/A
lower-/.f32N/A
lower--.f3299.2
Applied rewrites99.2%
(FPCore (cosTheta_i u1 u2) :precision binary32 (* (sqrt (/ u1 (- 1.0 u1))) (sin (fma (PI) 0.5 (* -6.28318530718 u2)))))
\begin{array}{l}
\\
\sqrt{\frac{u1}{1 - u1}} \cdot \sin \left(\mathsf{fma}\left(\mathsf{PI}\left(\right), 0.5, -6.28318530718 \cdot u2\right)\right)
\end{array}
Initial program 99.0%
lift-/.f32N/A
lift--.f32N/A
flip--N/A
associate-/r/N/A
lower-*.f32N/A
lower-/.f32N/A
metadata-evalN/A
lower--.f32N/A
lower-*.f32N/A
lower-+.f3299.1
Applied rewrites99.1%
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
lower-/.f32N/A
lower-PI.f3299.2
Applied rewrites99.2%
lift-*.f32N/A
lift-/.f32N/A
associate-/r/N/A
lift--.f32N/A
metadata-evalN/A
lift-*.f32N/A
lift-+.f32N/A
flip--N/A
lower-/.f32N/A
lower--.f3299.2
Applied rewrites99.2%
Taylor expanded in u2 around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower-PI.f32N/A
lower-*.f3299.1
Applied rewrites99.1%
(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));
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
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
\begin{array}{l}
\\
\sqrt{\frac{u1}{1 - u1}} \cdot \cos \left(6.28318530718 \cdot u2\right)
\end{array}
Initial program 99.0%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(*
(sqrt (* (/ u1 (- 1.0 (* u1 u1))) (+ 1.0 u1)))
(fma
(-
(* (* (fma -85.45681720672748 (* u2 u2) 64.93939402268539) u2) u2)
19.739208802181317)
(* u2 u2)
1.0)))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf(((u1 / (1.0f - (u1 * u1))) * (1.0f + u1))) * fmaf((((fmaf(-85.45681720672748f, (u2 * u2), 64.93939402268539f) * u2) * u2) - 19.739208802181317f), (u2 * u2), 1.0f);
}
function code(cosTheta_i, u1, u2) return Float32(sqrt(Float32(Float32(u1 / Float32(Float32(1.0) - Float32(u1 * u1))) * Float32(Float32(1.0) + u1))) * fma(Float32(Float32(Float32(fma(Float32(-85.45681720672748), Float32(u2 * u2), Float32(64.93939402268539)) * u2) * u2) - Float32(19.739208802181317)), Float32(u2 * u2), Float32(1.0))) end
\begin{array}{l}
\\
\sqrt{\frac{u1}{1 - u1 \cdot u1} \cdot \left(1 + u1\right)} \cdot \mathsf{fma}\left(\left(\mathsf{fma}\left(-85.45681720672748, u2 \cdot u2, 64.93939402268539\right) \cdot u2\right) \cdot u2 - 19.739208802181317, u2 \cdot u2, 1\right)
\end{array}
Initial program 99.0%
lift-/.f32N/A
lift--.f32N/A
flip--N/A
associate-/r/N/A
lower-*.f32N/A
lower-/.f32N/A
metadata-evalN/A
lower--.f32N/A
lower-*.f32N/A
lower-+.f3299.1
Applied rewrites99.1%
Taylor expanded in u2 around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower--.f32N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
+-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f32N/A
unpow2N/A
lower-*.f3296.6
Applied rewrites96.6%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(*
(sqrt (/ (fma u1 u1 u1) (- 1.0 (* u1 u1))))
(fma
(-
(* (* (fma -85.45681720672748 (* u2 u2) 64.93939402268539) u2) u2)
19.739208802181317)
(* u2 u2)
1.0)))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf((fmaf(u1, u1, u1) / (1.0f - (u1 * u1)))) * fmaf((((fmaf(-85.45681720672748f, (u2 * u2), 64.93939402268539f) * u2) * u2) - 19.739208802181317f), (u2 * u2), 1.0f);
}
function code(cosTheta_i, u1, u2) return Float32(sqrt(Float32(fma(u1, u1, u1) / Float32(Float32(1.0) - Float32(u1 * u1)))) * fma(Float32(Float32(Float32(fma(Float32(-85.45681720672748), Float32(u2 * u2), Float32(64.93939402268539)) * u2) * u2) - Float32(19.739208802181317)), Float32(u2 * u2), Float32(1.0))) end
\begin{array}{l}
\\
\sqrt{\frac{\mathsf{fma}\left(u1, u1, u1\right)}{1 - u1 \cdot u1}} \cdot \mathsf{fma}\left(\left(\mathsf{fma}\left(-85.45681720672748, u2 \cdot u2, 64.93939402268539\right) \cdot u2\right) \cdot u2 - 19.739208802181317, u2 \cdot u2, 1\right)
\end{array}
Initial program 99.0%
lift-/.f32N/A
lift--.f32N/A
flip--N/A
associate-/r/N/A
lower-*.f32N/A
lower-/.f32N/A
metadata-evalN/A
lower--.f32N/A
lower-*.f32N/A
lower-+.f3299.1
Applied rewrites99.1%
Taylor expanded in u2 around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower--.f32N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
+-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f32N/A
unpow2N/A
lower-*.f3296.6
Applied rewrites96.6%
lift-*.f32N/A
lift-/.f32N/A
associate-*l/N/A
lift-+.f32N/A
+-commutativeN/A
distribute-rgt-inN/A
lower-/.f32N/A
*-lft-identityN/A
lower-fma.f3296.6
Applied rewrites96.6%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(*
(sqrt (/ u1 (- 1.0 u1)))
(fma
(-
(* (* (fma (* u2 u2) -85.45681720672748 64.93939402268539) u2) u2)
19.739208802181317)
(* u2 u2)
1.0)))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf((u1 / (1.0f - u1))) * fmaf((((fmaf((u2 * u2), -85.45681720672748f, 64.93939402268539f) * u2) * u2) - 19.739208802181317f), (u2 * u2), 1.0f);
}
function code(cosTheta_i, u1, u2) return Float32(sqrt(Float32(u1 / Float32(Float32(1.0) - u1))) * fma(Float32(Float32(Float32(fma(Float32(u2 * u2), Float32(-85.45681720672748), Float32(64.93939402268539)) * u2) * u2) - Float32(19.739208802181317)), Float32(u2 * u2), Float32(1.0))) end
\begin{array}{l}
\\
\sqrt{\frac{u1}{1 - u1}} \cdot \mathsf{fma}\left(\left(\mathsf{fma}\left(u2 \cdot u2, -85.45681720672748, 64.93939402268539\right) \cdot u2\right) \cdot u2 - 19.739208802181317, u2 \cdot u2, 1\right)
\end{array}
Initial program 99.0%
lift-/.f32N/A
lift--.f32N/A
flip--N/A
associate-/r/N/A
lower-*.f32N/A
lower-/.f32N/A
metadata-evalN/A
lower--.f32N/A
lower-*.f32N/A
lower-+.f3299.1
Applied rewrites99.1%
Taylor expanded in u2 around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower--.f32N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
+-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f32N/A
unpow2N/A
lower-*.f3296.6
Applied rewrites96.6%
lift-*.f32N/A
lift-/.f32N/A
associate-/r/N/A
lift--.f32N/A
metadata-evalN/A
lift-*.f32N/A
lift-+.f32N/A
flip--N/A
lower-/.f32N/A
lower--.f3296.6
Applied rewrites96.6%
(FPCore (cosTheta_i u1 u2) :precision binary32 (* (/ (sqrt u1) (sqrt (- 1.0 u1))) (fma (- (* 64.93939402268539 (* u2 u2)) 19.739208802181317) (* u2 u2) 1.0)))
float code(float cosTheta_i, float u1, float u2) {
return (sqrtf(u1) / sqrtf((1.0f - u1))) * fmaf(((64.93939402268539f * (u2 * u2)) - 19.739208802181317f), (u2 * u2), 1.0f);
}
function code(cosTheta_i, u1, u2) return Float32(Float32(sqrt(u1) / sqrt(Float32(Float32(1.0) - u1))) * fma(Float32(Float32(Float32(64.93939402268539) * Float32(u2 * u2)) - Float32(19.739208802181317)), Float32(u2 * u2), Float32(1.0))) end
\begin{array}{l}
\\
\frac{\sqrt{u1}}{\sqrt{1 - u1}} \cdot \mathsf{fma}\left(64.93939402268539 \cdot \left(u2 \cdot u2\right) - 19.739208802181317, u2 \cdot u2, 1\right)
\end{array}
Initial program 99.0%
lift-/.f32N/A
lift--.f32N/A
flip--N/A
associate-/r/N/A
lower-*.f32N/A
lower-/.f32N/A
metadata-evalN/A
lower--.f32N/A
lower-*.f32N/A
lower-+.f3299.1
Applied rewrites99.1%
Taylor expanded in u2 around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower--.f32N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
+-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f32N/A
unpow2N/A
lower-*.f3296.6
Applied rewrites96.6%
lift-sqrt.f32N/A
lift-*.f32N/A
lift-/.f32N/A
associate-/r/N/A
lift--.f32N/A
metadata-evalN/A
lift-*.f32N/A
lift-+.f32N/A
flip--N/A
sqrt-divN/A
lift-sqrt.f32N/A
lower-/.f32N/A
lower-sqrt.f32N/A
lower--.f3296.2
Applied rewrites96.2%
Taylor expanded in u2 around 0
Applied rewrites94.6%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(if (<= u2 0.0182499997317791)
(*
(sqrt (* (/ u1 (- 1.0 (* u1 u1))) (+ 1.0 u1)))
(fma (* u2 u2) -19.739208802181317 1.0))
(*
(sqrt (fma u1 u1 u1))
(fma
(-
(* (* (fma -85.45681720672748 (* u2 u2) 64.93939402268539) u2) u2)
19.739208802181317)
(* u2 u2)
1.0))))
float code(float cosTheta_i, float u1, float u2) {
float tmp;
if (u2 <= 0.0182499997317791f) {
tmp = sqrtf(((u1 / (1.0f - (u1 * u1))) * (1.0f + u1))) * fmaf((u2 * u2), -19.739208802181317f, 1.0f);
} else {
tmp = sqrtf(fmaf(u1, u1, u1)) * fmaf((((fmaf(-85.45681720672748f, (u2 * u2), 64.93939402268539f) * u2) * u2) - 19.739208802181317f), (u2 * u2), 1.0f);
}
return tmp;
}
function code(cosTheta_i, u1, u2) tmp = Float32(0.0) if (u2 <= Float32(0.0182499997317791)) tmp = Float32(sqrt(Float32(Float32(u1 / Float32(Float32(1.0) - Float32(u1 * u1))) * Float32(Float32(1.0) + u1))) * fma(Float32(u2 * u2), Float32(-19.739208802181317), Float32(1.0))); else tmp = Float32(sqrt(fma(u1, u1, u1)) * fma(Float32(Float32(Float32(fma(Float32(-85.45681720672748), Float32(u2 * u2), Float32(64.93939402268539)) * u2) * u2) - Float32(19.739208802181317)), Float32(u2 * u2), Float32(1.0))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;u2 \leq 0.0182499997317791:\\
\;\;\;\;\sqrt{\frac{u1}{1 - u1 \cdot u1} \cdot \left(1 + u1\right)} \cdot \mathsf{fma}\left(u2 \cdot u2, -19.739208802181317, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(u1, u1, u1\right)} \cdot \mathsf{fma}\left(\left(\mathsf{fma}\left(-85.45681720672748, u2 \cdot u2, 64.93939402268539\right) \cdot u2\right) \cdot u2 - 19.739208802181317, u2 \cdot u2, 1\right)\\
\end{array}
\end{array}
if u2 < 0.0182499997Initial program 99.3%
lift-/.f32N/A
lift--.f32N/A
flip--N/A
associate-/r/N/A
lower-*.f32N/A
lower-/.f32N/A
metadata-evalN/A
lower--.f32N/A
lower-*.f32N/A
lower-+.f3299.4
Applied rewrites99.4%
Taylor expanded in u2 around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f3298.8
Applied rewrites98.8%
if 0.0182499997 < u2 Initial program 97.2%
lift-/.f32N/A
lift--.f32N/A
flip--N/A
associate-/r/N/A
lower-*.f32N/A
lower-/.f32N/A
metadata-evalN/A
lower--.f32N/A
lower-*.f32N/A
lower-+.f3297.4
Applied rewrites97.4%
Taylor expanded in u2 around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
lower--.f32N/A
*-commutativeN/A
unpow2N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
+-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f32N/A
unpow2N/A
lower-*.f3280.8
Applied rewrites80.8%
Taylor expanded in u1 around 0
+-commutativeN/A
distribute-rgt-inN/A
*-lft-identityN/A
lower-fma.f3276.9
Applied rewrites76.9%
(FPCore (cosTheta_i u1 u2) :precision binary32 (* (sqrt (* (/ u1 (- 1.0 (* u1 u1))) (+ 1.0 u1))) (fma (* u2 u2) -19.739208802181317 1.0)))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf(((u1 / (1.0f - (u1 * u1))) * (1.0f + u1))) * fmaf((u2 * u2), -19.739208802181317f, 1.0f);
}
function code(cosTheta_i, u1, u2) return Float32(sqrt(Float32(Float32(u1 / Float32(Float32(1.0) - Float32(u1 * u1))) * Float32(Float32(1.0) + u1))) * fma(Float32(u2 * u2), Float32(-19.739208802181317), Float32(1.0))) end
\begin{array}{l}
\\
\sqrt{\frac{u1}{1 - u1 \cdot u1} \cdot \left(1 + u1\right)} \cdot \mathsf{fma}\left(u2 \cdot u2, -19.739208802181317, 1\right)
\end{array}
Initial program 99.0%
lift-/.f32N/A
lift--.f32N/A
flip--N/A
associate-/r/N/A
lower-*.f32N/A
lower-/.f32N/A
metadata-evalN/A
lower--.f32N/A
lower-*.f32N/A
lower-+.f3299.1
Applied rewrites99.1%
Taylor expanded in u2 around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f3291.7
Applied rewrites91.7%
(FPCore (cosTheta_i u1 u2) :precision binary32 (sqrt (/ (fma u1 u1 u1) (- 1.0 (* u1 u1)))))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf((fmaf(u1, u1, u1) / (1.0f - (u1 * u1))));
}
function code(cosTheta_i, u1, u2) return sqrt(Float32(fma(u1, u1, u1) / Float32(Float32(1.0) - Float32(u1 * u1)))) end
\begin{array}{l}
\\
\sqrt{\frac{\mathsf{fma}\left(u1, u1, u1\right)}{1 - u1 \cdot u1}}
\end{array}
Initial program 99.0%
lift-/.f32N/A
lift--.f32N/A
flip--N/A
associate-/r/N/A
lower-*.f32N/A
lower-/.f32N/A
metadata-evalN/A
lower--.f32N/A
lower-*.f32N/A
lower-+.f3299.1
Applied rewrites99.1%
Taylor expanded in u2 around 0
lower-sqrt.f32N/A
lower-/.f32N/A
+-commutativeN/A
distribute-rgt-inN/A
*-lft-identityN/A
lower-fma.f32N/A
lower--.f32N/A
unpow2N/A
lower-*.f3283.9
Applied rewrites83.9%
(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)));
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
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)))
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 99.0%
Taylor expanded in u2 around 0
lower-sqrt.f32N/A
lower-/.f32N/A
lower--.f3283.8
Applied rewrites83.8%
(FPCore (cosTheta_i u1 u2) :precision binary32 (sqrt (/ u1 1.0)))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf((u1 / 1.0f));
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
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))
end function
function code(cosTheta_i, u1, u2) return sqrt(Float32(u1 / Float32(1.0))) end
function tmp = code(cosTheta_i, u1, u2) tmp = sqrt((u1 / single(1.0))); end
\begin{array}{l}
\\
\sqrt{\frac{u1}{1}}
\end{array}
Initial program 99.0%
Taylor expanded in u2 around 0
lower-sqrt.f32N/A
lower-/.f32N/A
lower--.f3283.8
Applied rewrites83.8%
Taylor expanded in u1 around 0
Applied rewrites65.0%
herbie shell --seed 2025007
(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))))