
(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 7 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
(*
-1.0
(/
(* -1.0 u1)
(/ (* -1.0 (- 1.0 (pow u1 3.0))) (* -1.0 (+ 1.0 (fma u1 u1 u1)))))))
(sin (fma -6.28318530718 u2 (* 0.5 PI)))))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf((-1.0f * ((-1.0f * u1) / ((-1.0f * (1.0f - powf(u1, 3.0f))) / (-1.0f * (1.0f + fmaf(u1, u1, u1))))))) * sinf(fmaf(-6.28318530718f, u2, (0.5f * ((float) M_PI))));
}
function code(cosTheta_i, u1, u2) return Float32(sqrt(Float32(Float32(-1.0) * Float32(Float32(Float32(-1.0) * u1) / Float32(Float32(Float32(-1.0) * Float32(Float32(1.0) - (u1 ^ Float32(3.0)))) / Float32(Float32(-1.0) * Float32(Float32(1.0) + fma(u1, u1, u1))))))) * sin(fma(Float32(-6.28318530718), u2, Float32(Float32(0.5) * Float32(pi))))) end
\begin{array}{l}
\\
\sqrt{-1 \cdot \frac{-1 \cdot u1}{\frac{-1 \cdot \left(1 - {u1}^{3}\right)}{-1 \cdot \left(1 + \mathsf{fma}\left(u1, u1, u1\right)\right)}}} \cdot \sin \left(\mathsf{fma}\left(-6.28318530718, u2, 0.5 \cdot \pi\right)\right)
\end{array}
Initial program 98.9%
lift--.f32N/A
flip3--N/A
lower-/.f32N/A
metadata-evalN/A
lower--.f32N/A
lower-pow.f32N/A
metadata-evalN/A
lower-+.f32N/A
lower-fma.f32N/A
lower-*.f3298.9
Applied rewrites98.9%
lift-*.f32N/A
lift-cos.f32N/A
cos-neg-revN/A
sin-+PI/2-revN/A
lower-sin.f32N/A
lift-/.f32N/A
lift-PI.f32N/A
lower-+.f32N/A
lower-neg.f32N/A
*-commutativeN/A
lower-*.f3298.9
Applied rewrites98.9%
Taylor expanded in u2 around 0
lower-fma.f32N/A
lower-*.f32N/A
lift-PI.f3299.1
Applied rewrites99.1%
Final simplification99.1%
(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 98.9%
(FPCore (cosTheta_i u1 u2) :precision binary32 (* (sqrt (* -1.0 (/ (* -1.0 u1) (* (- (/ 1.0 u1) 1.0) u1)))) (cos (* 6.28318530718 u2))))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf((-1.0f * ((-1.0f * u1) / (((1.0f / 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(((-1.0e0) * (((-1.0e0) * u1) / (((1.0e0 / u1) - 1.0e0) * u1)))) * cos((6.28318530718e0 * u2))
end function
function code(cosTheta_i, u1, u2) return Float32(sqrt(Float32(Float32(-1.0) * Float32(Float32(Float32(-1.0) * u1) / Float32(Float32(Float32(Float32(1.0) / u1) - Float32(1.0)) * u1)))) * cos(Float32(Float32(6.28318530718) * u2))) end
function tmp = code(cosTheta_i, u1, u2) tmp = sqrt((single(-1.0) * ((single(-1.0) * u1) / (((single(1.0) / u1) - single(1.0)) * u1)))) * cos((single(6.28318530718) * u2)); end
\begin{array}{l}
\\
\sqrt{-1 \cdot \frac{-1 \cdot u1}{\left(\frac{1}{u1} - 1\right) \cdot u1}} \cdot \cos \left(6.28318530718 \cdot u2\right)
\end{array}
Initial program 98.9%
Taylor expanded in u1 around inf
*-commutativeN/A
lower-*.f32N/A
lower--.f32N/A
lower-/.f3298.8
Applied rewrites98.8%
Final simplification98.8%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(let* ((t_0 (* (/ 1.0 (sqrt u1)) 0.5))
(t_1 (sin (fma u2 6.28318530718 (/ PI 2.0))))
(t_2
(sqrt
(/
(* -1.0 (+ u1 (* (* (+ 1.0 u1) u1) u1)))
(* -1.0 (- 1.0 (pow u1 3.0)))))))
(if (<= u2 0.10999999940395355)
(fma
(fma
(- (* (* -85.45681720672748 t_2) (* u2 u2)) (* -64.93939402268539 t_2))
(* u2 u2)
(* -19.739208802181317 t_2))
(* u2 u2)
t_2)
(fma
(-
(* t_0 t_1)
(*
(* -1.0 u1)
(fma
t_0
t_1
(* (* 0.5 (sqrt u1)) (* (- 1.0 (* 0.25 (/ 1.0 u1))) t_1)))))
(* u1 u1)
(* (sqrt u1) t_1)))))
float code(float cosTheta_i, float u1, float u2) {
float t_0 = (1.0f / sqrtf(u1)) * 0.5f;
float t_1 = sinf(fmaf(u2, 6.28318530718f, (((float) M_PI) / 2.0f)));
float t_2 = sqrtf(((-1.0f * (u1 + (((1.0f + u1) * u1) * u1))) / (-1.0f * (1.0f - powf(u1, 3.0f)))));
float tmp;
if (u2 <= 0.10999999940395355f) {
tmp = fmaf(fmaf((((-85.45681720672748f * t_2) * (u2 * u2)) - (-64.93939402268539f * t_2)), (u2 * u2), (-19.739208802181317f * t_2)), (u2 * u2), t_2);
} else {
tmp = fmaf(((t_0 * t_1) - ((-1.0f * u1) * fmaf(t_0, t_1, ((0.5f * sqrtf(u1)) * ((1.0f - (0.25f * (1.0f / u1))) * t_1))))), (u1 * u1), (sqrtf(u1) * t_1));
}
return tmp;
}
function code(cosTheta_i, u1, u2) t_0 = Float32(Float32(Float32(1.0) / sqrt(u1)) * Float32(0.5)) t_1 = sin(fma(u2, Float32(6.28318530718), Float32(Float32(pi) / Float32(2.0)))) t_2 = sqrt(Float32(Float32(Float32(-1.0) * Float32(u1 + Float32(Float32(Float32(Float32(1.0) + u1) * u1) * u1))) / Float32(Float32(-1.0) * Float32(Float32(1.0) - (u1 ^ Float32(3.0)))))) tmp = Float32(0.0) if (u2 <= Float32(0.10999999940395355)) tmp = fma(fma(Float32(Float32(Float32(Float32(-85.45681720672748) * t_2) * Float32(u2 * u2)) - Float32(Float32(-64.93939402268539) * t_2)), Float32(u2 * u2), Float32(Float32(-19.739208802181317) * t_2)), Float32(u2 * u2), t_2); else tmp = fma(Float32(Float32(t_0 * t_1) - Float32(Float32(Float32(-1.0) * u1) * fma(t_0, t_1, Float32(Float32(Float32(0.5) * sqrt(u1)) * Float32(Float32(Float32(1.0) - Float32(Float32(0.25) * Float32(Float32(1.0) / u1))) * t_1))))), Float32(u1 * u1), Float32(sqrt(u1) * t_1)); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{\sqrt{u1}} \cdot 0.5\\
t_1 := \sin \left(\mathsf{fma}\left(u2, 6.28318530718, \frac{\pi}{2}\right)\right)\\
t_2 := \sqrt{\frac{-1 \cdot \left(u1 + \left(\left(1 + u1\right) \cdot u1\right) \cdot u1\right)}{-1 \cdot \left(1 - {u1}^{3}\right)}}\\
\mathbf{if}\;u2 \leq 0.10999999940395355:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\left(-85.45681720672748 \cdot t\_2\right) \cdot \left(u2 \cdot u2\right) - -64.93939402268539 \cdot t\_2, u2 \cdot u2, -19.739208802181317 \cdot t\_2\right), u2 \cdot u2, t\_2\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(t\_0 \cdot t\_1 - \left(-1 \cdot u1\right) \cdot \mathsf{fma}\left(t\_0, t\_1, \left(0.5 \cdot \sqrt{u1}\right) \cdot \left(\left(1 - 0.25 \cdot \frac{1}{u1}\right) \cdot t\_1\right)\right), u1 \cdot u1, \sqrt{u1} \cdot t\_1\right)\\
\end{array}
\end{array}
if u2 < 0.109999999Initial program 99.3%
lift--.f32N/A
flip3--N/A
lower-/.f32N/A
metadata-evalN/A
lower--.f32N/A
lower-pow.f32N/A
metadata-evalN/A
lower-+.f32N/A
lower-fma.f32N/A
lower-*.f3299.2
Applied rewrites99.2%
Taylor expanded in u2 around 0
Applied rewrites99.3%
if 0.109999999 < u2 Initial program 95.9%
Taylor expanded in u1 around 0
Applied rewrites86.2%
Final simplification98.0%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(let* ((t_0 (* (/ 1.0 (sqrt u1)) 0.5))
(t_1 (pow (/ u1 (- 1.0 u1)) 0.5))
(t_2 (sin (fma u2 6.28318530718 (/ PI 2.0)))))
(if (<= u2 0.10999999940395355)
(fma
(fma
(- (* (* -85.45681720672748 t_1) (* u2 u2)) (* -64.93939402268539 t_1))
(* u2 u2)
(* -19.739208802181317 t_1))
(* u2 u2)
t_1)
(fma
(-
(* t_0 t_2)
(*
(* -1.0 u1)
(fma
t_0
t_2
(* (* 0.5 (sqrt u1)) (* (- 1.0 (* 0.25 (/ 1.0 u1))) t_2)))))
(* u1 u1)
(* (sqrt u1) t_2)))))
float code(float cosTheta_i, float u1, float u2) {
float t_0 = (1.0f / sqrtf(u1)) * 0.5f;
float t_1 = powf((u1 / (1.0f - u1)), 0.5f);
float t_2 = sinf(fmaf(u2, 6.28318530718f, (((float) M_PI) / 2.0f)));
float tmp;
if (u2 <= 0.10999999940395355f) {
tmp = fmaf(fmaf((((-85.45681720672748f * t_1) * (u2 * u2)) - (-64.93939402268539f * t_1)), (u2 * u2), (-19.739208802181317f * t_1)), (u2 * u2), t_1);
} else {
tmp = fmaf(((t_0 * t_2) - ((-1.0f * u1) * fmaf(t_0, t_2, ((0.5f * sqrtf(u1)) * ((1.0f - (0.25f * (1.0f / u1))) * t_2))))), (u1 * u1), (sqrtf(u1) * t_2));
}
return tmp;
}
function code(cosTheta_i, u1, u2) t_0 = Float32(Float32(Float32(1.0) / sqrt(u1)) * Float32(0.5)) t_1 = Float32(u1 / Float32(Float32(1.0) - u1)) ^ Float32(0.5) t_2 = sin(fma(u2, Float32(6.28318530718), Float32(Float32(pi) / Float32(2.0)))) tmp = Float32(0.0) if (u2 <= Float32(0.10999999940395355)) tmp = fma(fma(Float32(Float32(Float32(Float32(-85.45681720672748) * t_1) * Float32(u2 * u2)) - Float32(Float32(-64.93939402268539) * t_1)), Float32(u2 * u2), Float32(Float32(-19.739208802181317) * t_1)), Float32(u2 * u2), t_1); else tmp = fma(Float32(Float32(t_0 * t_2) - Float32(Float32(Float32(-1.0) * u1) * fma(t_0, t_2, Float32(Float32(Float32(0.5) * sqrt(u1)) * Float32(Float32(Float32(1.0) - Float32(Float32(0.25) * Float32(Float32(1.0) / u1))) * t_2))))), Float32(u1 * u1), Float32(sqrt(u1) * t_2)); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{\sqrt{u1}} \cdot 0.5\\
t_1 := {\left(\frac{u1}{1 - u1}\right)}^{0.5}\\
t_2 := \sin \left(\mathsf{fma}\left(u2, 6.28318530718, \frac{\pi}{2}\right)\right)\\
\mathbf{if}\;u2 \leq 0.10999999940395355:\\
\;\;\;\;\mathsf{fma}\left(\mathsf{fma}\left(\left(-85.45681720672748 \cdot t\_1\right) \cdot \left(u2 \cdot u2\right) - -64.93939402268539 \cdot t\_1, u2 \cdot u2, -19.739208802181317 \cdot t\_1\right), u2 \cdot u2, t\_1\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(t\_0 \cdot t\_2 - \left(-1 \cdot u1\right) \cdot \mathsf{fma}\left(t\_0, t\_2, \left(0.5 \cdot \sqrt{u1}\right) \cdot \left(\left(1 - 0.25 \cdot \frac{1}{u1}\right) \cdot t\_2\right)\right), u1 \cdot u1, \sqrt{u1} \cdot t\_2\right)\\
\end{array}
\end{array}
if u2 < 0.109999999Initial program 99.3%
Taylor expanded in u2 around 0
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
Applied rewrites99.2%
if 0.109999999 < u2 Initial program 95.9%
Taylor expanded in u1 around 0
Applied rewrites86.2%
Final simplification97.9%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(let* ((t_0 (* (/ 1.0 (sqrt u1)) 0.5))
(t_1 (sin (fma u2 6.28318530718 (/ PI 2.0)))))
(fma
(-
(* t_0 t_1)
(*
(* -1.0 u1)
(fma t_0 t_1 (* (* 0.5 (sqrt u1)) (* (- 1.0 (* 0.25 (/ 1.0 u1))) t_1)))))
(* u1 u1)
(* (sqrt u1) t_1))))
float code(float cosTheta_i, float u1, float u2) {
float t_0 = (1.0f / sqrtf(u1)) * 0.5f;
float t_1 = sinf(fmaf(u2, 6.28318530718f, (((float) M_PI) / 2.0f)));
return fmaf(((t_0 * t_1) - ((-1.0f * u1) * fmaf(t_0, t_1, ((0.5f * sqrtf(u1)) * ((1.0f - (0.25f * (1.0f / u1))) * t_1))))), (u1 * u1), (sqrtf(u1) * t_1));
}
function code(cosTheta_i, u1, u2) t_0 = Float32(Float32(Float32(1.0) / sqrt(u1)) * Float32(0.5)) t_1 = sin(fma(u2, Float32(6.28318530718), Float32(Float32(pi) / Float32(2.0)))) return fma(Float32(Float32(t_0 * t_1) - Float32(Float32(Float32(-1.0) * u1) * fma(t_0, t_1, Float32(Float32(Float32(0.5) * sqrt(u1)) * Float32(Float32(Float32(1.0) - Float32(Float32(0.25) * Float32(Float32(1.0) / u1))) * t_1))))), Float32(u1 * u1), Float32(sqrt(u1) * t_1)) end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{\sqrt{u1}} \cdot 0.5\\
t_1 := \sin \left(\mathsf{fma}\left(u2, 6.28318530718, \frac{\pi}{2}\right)\right)\\
\mathsf{fma}\left(t\_0 \cdot t\_1 - \left(-1 \cdot u1\right) \cdot \mathsf{fma}\left(t\_0, t\_1, \left(0.5 \cdot \sqrt{u1}\right) \cdot \left(\left(1 - 0.25 \cdot \frac{1}{u1}\right) \cdot t\_1\right)\right), u1 \cdot u1, \sqrt{u1} \cdot t\_1\right)
\end{array}
\end{array}
Initial program 98.9%
Taylor expanded in u1 around 0
Applied rewrites92.7%
Final simplification92.7%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(let* ((t_0 (sin (fma u2 6.28318530718 (/ PI 2.0))))
(t_1 (* (* -1.0 (sqrt u1)) t_0))
(t_2 (* (* (/ 1.0 (sqrt u1)) 0.5) t_0))
(t_3
(-
t_2
(*
(* -1.0 u1)
(fma (* (- 1.0 (* (/ 1.0 u1) 0.25)) t_0) (* (sqrt u1) 0.5) t_2))))
(t_4 (* t_3 (* (* -1.0 u1) u1))))
(/
(fma
(pow t_3 3.0)
(pow (* -1.0 (pow u1 3.0)) 2.0)
(pow (* (sqrt u1) t_0) 3.0))
(+ (* t_4 t_4) (- (* t_1 t_1) (* t_4 t_1))))))
float code(float cosTheta_i, float u1, float u2) {
float t_0 = sinf(fmaf(u2, 6.28318530718f, (((float) M_PI) / 2.0f)));
float t_1 = (-1.0f * sqrtf(u1)) * t_0;
float t_2 = ((1.0f / sqrtf(u1)) * 0.5f) * t_0;
float t_3 = t_2 - ((-1.0f * u1) * fmaf(((1.0f - ((1.0f / u1) * 0.25f)) * t_0), (sqrtf(u1) * 0.5f), t_2));
float t_4 = t_3 * ((-1.0f * u1) * u1);
return fmaf(powf(t_3, 3.0f), powf((-1.0f * powf(u1, 3.0f)), 2.0f), powf((sqrtf(u1) * t_0), 3.0f)) / ((t_4 * t_4) + ((t_1 * t_1) - (t_4 * t_1)));
}
function code(cosTheta_i, u1, u2) t_0 = sin(fma(u2, Float32(6.28318530718), Float32(Float32(pi) / Float32(2.0)))) t_1 = Float32(Float32(Float32(-1.0) * sqrt(u1)) * t_0) t_2 = Float32(Float32(Float32(Float32(1.0) / sqrt(u1)) * Float32(0.5)) * t_0) t_3 = Float32(t_2 - Float32(Float32(Float32(-1.0) * u1) * fma(Float32(Float32(Float32(1.0) - Float32(Float32(Float32(1.0) / u1) * Float32(0.25))) * t_0), Float32(sqrt(u1) * Float32(0.5)), t_2))) t_4 = Float32(t_3 * Float32(Float32(Float32(-1.0) * u1) * u1)) return Float32(fma((t_3 ^ Float32(3.0)), (Float32(Float32(-1.0) * (u1 ^ Float32(3.0))) ^ Float32(2.0)), (Float32(sqrt(u1) * t_0) ^ Float32(3.0))) / Float32(Float32(t_4 * t_4) + Float32(Float32(t_1 * t_1) - Float32(t_4 * t_1)))) end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sin \left(\mathsf{fma}\left(u2, 6.28318530718, \frac{\pi}{2}\right)\right)\\
t_1 := \left(-1 \cdot \sqrt{u1}\right) \cdot t\_0\\
t_2 := \left(\frac{1}{\sqrt{u1}} \cdot 0.5\right) \cdot t\_0\\
t_3 := t\_2 - \left(-1 \cdot u1\right) \cdot \mathsf{fma}\left(\left(1 - \frac{1}{u1} \cdot 0.25\right) \cdot t\_0, \sqrt{u1} \cdot 0.5, t\_2\right)\\
t_4 := t\_3 \cdot \left(\left(-1 \cdot u1\right) \cdot u1\right)\\
\frac{\mathsf{fma}\left({t\_3}^{3}, {\left(-1 \cdot {u1}^{3}\right)}^{2}, {\left(\sqrt{u1} \cdot t\_0\right)}^{3}\right)}{t\_4 \cdot t\_4 + \left(t\_1 \cdot t\_1 - t\_4 \cdot t\_1\right)}
\end{array}
\end{array}
Initial program 98.9%
Taylor expanded in u1 around 0
Applied rewrites92.7%
Applied rewrites92.3%
Final simplification92.3%
herbie shell --seed 2025064
(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))))