
(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 17 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 (- (/ (fma u1 u1 u1) (+ -1.0 (* u1 u1))))) (sin (* 6.28318530718 u2))))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf(-(fmaf(u1, u1, u1) / (-1.0f + (u1 * u1)))) * sinf((6.28318530718f * u2));
}
function code(cosTheta_i, u1, u2) return Float32(sqrt(Float32(-Float32(fma(u1, u1, u1) / Float32(Float32(-1.0) + Float32(u1 * u1))))) * sin(Float32(Float32(6.28318530718) * u2))) end
\begin{array}{l}
\\
\sqrt{-\frac{\mathsf{fma}\left(u1, u1, u1\right)}{-1 + u1 \cdot u1}} \cdot \sin \left(6.28318530718 \cdot u2\right)
\end{array}
Initial program 98.5%
lift-/.f32N/A
lift--.f32N/A
flip--N/A
associate-/r/N/A
associate-*l/N/A
+-commutativeN/A
distribute-rgt-outN/A
frac-2negN/A
lower-/.f32N/A
lower-neg.f32N/A
*-lft-identityN/A
lower-fma.f32N/A
metadata-evalN/A
sub-negN/A
distribute-neg-inN/A
metadata-evalN/A
distribute-rgt-neg-inN/A
distribute-lft-neg-outN/A
sqr-negN/A
lower-+.f32N/A
lower-*.f3298.5
Applied rewrites98.5%
Final simplification98.5%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(if (<= (* 6.28318530718 u2) 0.5)
(*
(sqrt (- (/ (fma u1 u1 u1) (+ -1.0 (* u1 u1)))))
(fma
u2
6.28318530718
(*
u2
(*
(* u2 u2)
(fma
(* u2 u2)
(fma u2 (* u2 -76.70585975309672) 81.6052492761019)
-41.341702240407926)))))
(* (sin (* 6.28318530718 u2)) (sqrt (fma u1 (fma u1 u1 u1) u1)))))
float code(float cosTheta_i, float u1, float u2) {
float tmp;
if ((6.28318530718f * u2) <= 0.5f) {
tmp = sqrtf(-(fmaf(u1, u1, u1) / (-1.0f + (u1 * u1)))) * fmaf(u2, 6.28318530718f, (u2 * ((u2 * u2) * fmaf((u2 * u2), fmaf(u2, (u2 * -76.70585975309672f), 81.6052492761019f), -41.341702240407926f))));
} else {
tmp = sinf((6.28318530718f * u2)) * sqrtf(fmaf(u1, fmaf(u1, u1, u1), u1));
}
return tmp;
}
function code(cosTheta_i, u1, u2) tmp = Float32(0.0) if (Float32(Float32(6.28318530718) * u2) <= Float32(0.5)) tmp = Float32(sqrt(Float32(-Float32(fma(u1, u1, u1) / Float32(Float32(-1.0) + Float32(u1 * u1))))) * fma(u2, Float32(6.28318530718), Float32(u2 * Float32(Float32(u2 * u2) * fma(Float32(u2 * u2), fma(u2, Float32(u2 * Float32(-76.70585975309672)), Float32(81.6052492761019)), Float32(-41.341702240407926)))))); else tmp = Float32(sin(Float32(Float32(6.28318530718) * u2)) * sqrt(fma(u1, fma(u1, u1, u1), u1))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;6.28318530718 \cdot u2 \leq 0.5:\\
\;\;\;\;\sqrt{-\frac{\mathsf{fma}\left(u1, u1, u1\right)}{-1 + u1 \cdot u1}} \cdot \mathsf{fma}\left(u2, 6.28318530718, u2 \cdot \left(\left(u2 \cdot u2\right) \cdot \mathsf{fma}\left(u2 \cdot u2, \mathsf{fma}\left(u2, u2 \cdot -76.70585975309672, 81.6052492761019\right), -41.341702240407926\right)\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\sin \left(6.28318530718 \cdot u2\right) \cdot \sqrt{\mathsf{fma}\left(u1, \mathsf{fma}\left(u1, u1, u1\right), u1\right)}\\
\end{array}
\end{array}
if (*.f32 #s(literal 314159265359/50000000000 binary32) u2) < 0.5Initial program 98.5%
lift-/.f32N/A
lift--.f32N/A
flip--N/A
associate-/r/N/A
associate-*l/N/A
+-commutativeN/A
distribute-rgt-outN/A
frac-2negN/A
lower-/.f32N/A
lower-neg.f32N/A
*-lft-identityN/A
lower-fma.f32N/A
metadata-evalN/A
sub-negN/A
distribute-neg-inN/A
metadata-evalN/A
distribute-rgt-neg-inN/A
distribute-lft-neg-outN/A
sqr-negN/A
lower-+.f32N/A
lower-*.f3298.6
Applied rewrites98.6%
Taylor expanded in u2 around 0
lower-*.f32N/A
+-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f32N/A
sub-negN/A
unpow2N/A
associate-*l*N/A
metadata-evalN/A
lower-fma.f32N/A
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f3298.5
Applied rewrites98.5%
Applied rewrites98.6%
if 0.5 < (*.f32 #s(literal 314159265359/50000000000 binary32) u2) Initial program 98.0%
Taylor expanded in u1 around 0
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f32N/A
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f3297.3
Applied rewrites97.3%
Final simplification98.5%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(if (<= (* 6.28318530718 u2) 0.800000011920929)
(*
(sqrt (- (/ (fma u1 u1 u1) (+ -1.0 (* u1 u1)))))
(fma
u2
6.28318530718
(*
u2
(*
(* u2 u2)
(fma
(* u2 u2)
(fma u2 (* u2 -76.70585975309672) 81.6052492761019)
-41.341702240407926)))))
(* (sin (* 6.28318530718 u2)) (sqrt (fma u1 u1 u1)))))
float code(float cosTheta_i, float u1, float u2) {
float tmp;
if ((6.28318530718f * u2) <= 0.800000011920929f) {
tmp = sqrtf(-(fmaf(u1, u1, u1) / (-1.0f + (u1 * u1)))) * fmaf(u2, 6.28318530718f, (u2 * ((u2 * u2) * fmaf((u2 * u2), fmaf(u2, (u2 * -76.70585975309672f), 81.6052492761019f), -41.341702240407926f))));
} else {
tmp = sinf((6.28318530718f * u2)) * sqrtf(fmaf(u1, u1, u1));
}
return tmp;
}
function code(cosTheta_i, u1, u2) tmp = Float32(0.0) if (Float32(Float32(6.28318530718) * u2) <= Float32(0.800000011920929)) tmp = Float32(sqrt(Float32(-Float32(fma(u1, u1, u1) / Float32(Float32(-1.0) + Float32(u1 * u1))))) * fma(u2, Float32(6.28318530718), Float32(u2 * Float32(Float32(u2 * u2) * fma(Float32(u2 * u2), fma(u2, Float32(u2 * Float32(-76.70585975309672)), Float32(81.6052492761019)), Float32(-41.341702240407926)))))); else tmp = Float32(sin(Float32(Float32(6.28318530718) * u2)) * sqrt(fma(u1, u1, u1))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;6.28318530718 \cdot u2 \leq 0.800000011920929:\\
\;\;\;\;\sqrt{-\frac{\mathsf{fma}\left(u1, u1, u1\right)}{-1 + u1 \cdot u1}} \cdot \mathsf{fma}\left(u2, 6.28318530718, u2 \cdot \left(\left(u2 \cdot u2\right) \cdot \mathsf{fma}\left(u2 \cdot u2, \mathsf{fma}\left(u2, u2 \cdot -76.70585975309672, 81.6052492761019\right), -41.341702240407926\right)\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\sin \left(6.28318530718 \cdot u2\right) \cdot \sqrt{\mathsf{fma}\left(u1, u1, u1\right)}\\
\end{array}
\end{array}
if (*.f32 #s(literal 314159265359/50000000000 binary32) u2) < 0.800000012Initial program 98.5%
lift-/.f32N/A
lift--.f32N/A
flip--N/A
associate-/r/N/A
associate-*l/N/A
+-commutativeN/A
distribute-rgt-outN/A
frac-2negN/A
lower-/.f32N/A
lower-neg.f32N/A
*-lft-identityN/A
lower-fma.f32N/A
metadata-evalN/A
sub-negN/A
distribute-neg-inN/A
metadata-evalN/A
distribute-rgt-neg-inN/A
distribute-lft-neg-outN/A
sqr-negN/A
lower-+.f32N/A
lower-*.f3298.6
Applied rewrites98.6%
Taylor expanded in u2 around 0
lower-*.f32N/A
+-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f32N/A
sub-negN/A
unpow2N/A
associate-*l*N/A
metadata-evalN/A
lower-fma.f32N/A
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f3298.5
Applied rewrites98.5%
Applied rewrites98.6%
if 0.800000012 < (*.f32 #s(literal 314159265359/50000000000 binary32) u2) Initial program 97.9%
Taylor expanded in u1 around 0
+-commutativeN/A
distribute-lft-inN/A
*-rgt-identityN/A
lower-fma.f3294.1
Applied rewrites94.1%
Final simplification98.1%
(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 98.5%
Final simplification98.5%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(*
(sqrt (- (/ (fma u1 u1 u1) (+ -1.0 (* u1 u1)))))
(fma
u2
6.28318530718
(*
u2
(*
(* u2 u2)
(fma
(* u2 u2)
(fma u2 (* u2 -76.70585975309672) 81.6052492761019)
-41.341702240407926))))))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf(-(fmaf(u1, u1, u1) / (-1.0f + (u1 * u1)))) * fmaf(u2, 6.28318530718f, (u2 * ((u2 * u2) * fmaf((u2 * u2), fmaf(u2, (u2 * -76.70585975309672f), 81.6052492761019f), -41.341702240407926f))));
}
function code(cosTheta_i, u1, u2) return Float32(sqrt(Float32(-Float32(fma(u1, u1, u1) / Float32(Float32(-1.0) + Float32(u1 * u1))))) * fma(u2, Float32(6.28318530718), Float32(u2 * Float32(Float32(u2 * u2) * fma(Float32(u2 * u2), fma(u2, Float32(u2 * Float32(-76.70585975309672)), Float32(81.6052492761019)), Float32(-41.341702240407926)))))) end
\begin{array}{l}
\\
\sqrt{-\frac{\mathsf{fma}\left(u1, u1, u1\right)}{-1 + u1 \cdot u1}} \cdot \mathsf{fma}\left(u2, 6.28318530718, u2 \cdot \left(\left(u2 \cdot u2\right) \cdot \mathsf{fma}\left(u2 \cdot u2, \mathsf{fma}\left(u2, u2 \cdot -76.70585975309672, 81.6052492761019\right), -41.341702240407926\right)\right)\right)
\end{array}
Initial program 98.5%
lift-/.f32N/A
lift--.f32N/A
flip--N/A
associate-/r/N/A
associate-*l/N/A
+-commutativeN/A
distribute-rgt-outN/A
frac-2negN/A
lower-/.f32N/A
lower-neg.f32N/A
*-lft-identityN/A
lower-fma.f32N/A
metadata-evalN/A
sub-negN/A
distribute-neg-inN/A
metadata-evalN/A
distribute-rgt-neg-inN/A
distribute-lft-neg-outN/A
sqr-negN/A
lower-+.f32N/A
lower-*.f3298.5
Applied rewrites98.5%
Taylor expanded in u2 around 0
lower-*.f32N/A
+-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f32N/A
sub-negN/A
unpow2N/A
associate-*l*N/A
metadata-evalN/A
lower-fma.f32N/A
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f3294.3
Applied rewrites94.3%
Applied rewrites94.4%
Final simplification94.4%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(if (<= (* 6.28318530718 u2) 0.1599999964237213)
(*
(sqrt (- (/ (fma u1 u1 u1) (+ -1.0 (* u1 u1)))))
(* u2 (fma u2 (* u2 -41.341702240407926) 6.28318530718)))
(*
(sqrt (fma u1 u1 u1))
(*
u2
(fma
(* u2 u2)
(fma
u2
(* u2 (fma (* u2 u2) -76.70585975309672 81.6052492761019))
-41.341702240407926)
6.28318530718)))))
float code(float cosTheta_i, float u1, float u2) {
float tmp;
if ((6.28318530718f * u2) <= 0.1599999964237213f) {
tmp = sqrtf(-(fmaf(u1, u1, u1) / (-1.0f + (u1 * u1)))) * (u2 * fmaf(u2, (u2 * -41.341702240407926f), 6.28318530718f));
} else {
tmp = sqrtf(fmaf(u1, u1, u1)) * (u2 * fmaf((u2 * u2), fmaf(u2, (u2 * fmaf((u2 * u2), -76.70585975309672f, 81.6052492761019f)), -41.341702240407926f), 6.28318530718f));
}
return tmp;
}
function code(cosTheta_i, u1, u2) tmp = Float32(0.0) if (Float32(Float32(6.28318530718) * u2) <= Float32(0.1599999964237213)) tmp = Float32(sqrt(Float32(-Float32(fma(u1, u1, u1) / Float32(Float32(-1.0) + Float32(u1 * u1))))) * Float32(u2 * fma(u2, Float32(u2 * Float32(-41.341702240407926)), Float32(6.28318530718)))); else tmp = Float32(sqrt(fma(u1, u1, u1)) * Float32(u2 * fma(Float32(u2 * u2), fma(u2, Float32(u2 * fma(Float32(u2 * u2), Float32(-76.70585975309672), Float32(81.6052492761019))), Float32(-41.341702240407926)), Float32(6.28318530718)))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;6.28318530718 \cdot u2 \leq 0.1599999964237213:\\
\;\;\;\;\sqrt{-\frac{\mathsf{fma}\left(u1, u1, u1\right)}{-1 + u1 \cdot u1}} \cdot \left(u2 \cdot \mathsf{fma}\left(u2, u2 \cdot -41.341702240407926, 6.28318530718\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(u1, u1, u1\right)} \cdot \left(u2 \cdot \mathsf{fma}\left(u2 \cdot u2, \mathsf{fma}\left(u2, u2 \cdot \mathsf{fma}\left(u2 \cdot u2, -76.70585975309672, 81.6052492761019\right), -41.341702240407926\right), 6.28318530718\right)\right)\\
\end{array}
\end{array}
if (*.f32 #s(literal 314159265359/50000000000 binary32) u2) < 0.159999996Initial program 98.5%
lift-/.f32N/A
lift--.f32N/A
flip--N/A
associate-/r/N/A
associate-*l/N/A
+-commutativeN/A
distribute-rgt-outN/A
frac-2negN/A
lower-/.f32N/A
lower-neg.f32N/A
*-lft-identityN/A
lower-fma.f32N/A
metadata-evalN/A
sub-negN/A
distribute-neg-inN/A
metadata-evalN/A
distribute-rgt-neg-inN/A
distribute-lft-neg-outN/A
sqr-negN/A
lower-+.f32N/A
lower-*.f3298.5
Applied rewrites98.5%
Taylor expanded in u2 around 0
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
lower-fma.f32N/A
lower-*.f3297.8
Applied rewrites97.8%
if 0.159999996 < (*.f32 #s(literal 314159265359/50000000000 binary32) u2) Initial program 98.2%
lift-/.f32N/A
lift--.f32N/A
flip--N/A
associate-/r/N/A
associate-*l/N/A
+-commutativeN/A
distribute-rgt-outN/A
frac-2negN/A
lower-/.f32N/A
lower-neg.f32N/A
*-lft-identityN/A
lower-fma.f32N/A
metadata-evalN/A
sub-negN/A
distribute-neg-inN/A
metadata-evalN/A
distribute-rgt-neg-inN/A
distribute-lft-neg-outN/A
sqr-negN/A
lower-+.f32N/A
lower-*.f3298.2
Applied rewrites98.2%
Taylor expanded in u2 around 0
lower-*.f32N/A
+-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f32N/A
sub-negN/A
unpow2N/A
associate-*l*N/A
metadata-evalN/A
lower-fma.f32N/A
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f3271.6
Applied rewrites71.6%
Taylor expanded in u1 around 0
+-commutativeN/A
distribute-rgt-inN/A
*-lft-identityN/A
lower-fma.f3268.8
Applied rewrites68.8%
Final simplification93.3%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(if (<= (* 6.28318530718 u2) 0.25)
(*
(sqrt (- (/ (fma u1 u1 u1) (+ -1.0 (* u1 u1)))))
(* u2 (fma u2 (* u2 -41.341702240407926) 6.28318530718)))
(*
(*
u2
(fma
(* u2 u2)
(fma
u2
(* u2 (fma (* u2 u2) -76.70585975309672 81.6052492761019))
-41.341702240407926)
6.28318530718))
(sqrt u1))))
float code(float cosTheta_i, float u1, float u2) {
float tmp;
if ((6.28318530718f * u2) <= 0.25f) {
tmp = sqrtf(-(fmaf(u1, u1, u1) / (-1.0f + (u1 * u1)))) * (u2 * fmaf(u2, (u2 * -41.341702240407926f), 6.28318530718f));
} else {
tmp = (u2 * fmaf((u2 * u2), fmaf(u2, (u2 * fmaf((u2 * u2), -76.70585975309672f, 81.6052492761019f)), -41.341702240407926f), 6.28318530718f)) * sqrtf(u1);
}
return tmp;
}
function code(cosTheta_i, u1, u2) tmp = Float32(0.0) if (Float32(Float32(6.28318530718) * u2) <= Float32(0.25)) tmp = Float32(sqrt(Float32(-Float32(fma(u1, u1, u1) / Float32(Float32(-1.0) + Float32(u1 * u1))))) * Float32(u2 * fma(u2, Float32(u2 * Float32(-41.341702240407926)), Float32(6.28318530718)))); else tmp = Float32(Float32(u2 * fma(Float32(u2 * u2), fma(u2, Float32(u2 * fma(Float32(u2 * u2), Float32(-76.70585975309672), Float32(81.6052492761019))), Float32(-41.341702240407926)), Float32(6.28318530718))) * sqrt(u1)); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;6.28318530718 \cdot u2 \leq 0.25:\\
\;\;\;\;\sqrt{-\frac{\mathsf{fma}\left(u1, u1, u1\right)}{-1 + u1 \cdot u1}} \cdot \left(u2 \cdot \mathsf{fma}\left(u2, u2 \cdot -41.341702240407926, 6.28318530718\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\left(u2 \cdot \mathsf{fma}\left(u2 \cdot u2, \mathsf{fma}\left(u2, u2 \cdot \mathsf{fma}\left(u2 \cdot u2, -76.70585975309672, 81.6052492761019\right), -41.341702240407926\right), 6.28318530718\right)\right) \cdot \sqrt{u1}\\
\end{array}
\end{array}
if (*.f32 #s(literal 314159265359/50000000000 binary32) u2) < 0.25Initial program 98.5%
lift-/.f32N/A
lift--.f32N/A
flip--N/A
associate-/r/N/A
associate-*l/N/A
+-commutativeN/A
distribute-rgt-outN/A
frac-2negN/A
lower-/.f32N/A
lower-neg.f32N/A
*-lft-identityN/A
lower-fma.f32N/A
metadata-evalN/A
sub-negN/A
distribute-neg-inN/A
metadata-evalN/A
distribute-rgt-neg-inN/A
distribute-lft-neg-outN/A
sqr-negN/A
lower-+.f32N/A
lower-*.f3298.6
Applied rewrites98.6%
Taylor expanded in u2 around 0
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
lower-fma.f32N/A
lower-*.f3297.5
Applied rewrites97.5%
if 0.25 < (*.f32 #s(literal 314159265359/50000000000 binary32) u2) Initial program 98.1%
lift-/.f32N/A
lift--.f32N/A
flip--N/A
associate-/r/N/A
associate-*l/N/A
+-commutativeN/A
distribute-rgt-outN/A
frac-2negN/A
lower-/.f32N/A
lower-neg.f32N/A
*-lft-identityN/A
lower-fma.f32N/A
metadata-evalN/A
sub-negN/A
distribute-neg-inN/A
metadata-evalN/A
distribute-rgt-neg-inN/A
distribute-lft-neg-outN/A
sqr-negN/A
lower-+.f32N/A
lower-*.f3298.1
Applied rewrites98.1%
Taylor expanded in u2 around 0
lower-*.f32N/A
+-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f32N/A
sub-negN/A
unpow2N/A
associate-*l*N/A
metadata-evalN/A
lower-fma.f32N/A
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f3269.5
Applied rewrites69.5%
lift-/.f32N/A
clear-numN/A
frac-2negN/A
lift-neg.f32N/A
remove-double-negN/A
lift-fma.f32N/A
distribute-lft1-inN/A
+-commutativeN/A
*-commutativeN/A
associate-/l/N/A
lift-+.f32N/A
distribute-neg-inN/A
metadata-evalN/A
sub-negN/A
metadata-evalN/A
lift-*.f32N/A
flip--N/A
lift--.f32N/A
clear-numN/A
lift--.f32N/A
Applied rewrites69.4%
Taylor expanded in u1 around 0
lower-sqrt.f3263.7
Applied rewrites63.7%
Final simplification92.6%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(*
(sqrt (/ u1 (- 1.0 u1)))
(*
u2
(fma
(* u2 u2)
(fma
(* u2 u2)
(fma u2 (* u2 -76.70585975309672) 81.6052492761019)
-41.341702240407926)
6.28318530718))))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf((u1 / (1.0f - u1))) * (u2 * fmaf((u2 * u2), fmaf((u2 * u2), fmaf(u2, (u2 * -76.70585975309672f), 81.6052492761019f), -41.341702240407926f), 6.28318530718f));
}
function code(cosTheta_i, u1, u2) return Float32(sqrt(Float32(u1 / Float32(Float32(1.0) - u1))) * Float32(u2 * fma(Float32(u2 * u2), fma(Float32(u2 * u2), fma(u2, Float32(u2 * Float32(-76.70585975309672)), Float32(81.6052492761019)), Float32(-41.341702240407926)), Float32(6.28318530718)))) end
\begin{array}{l}
\\
\sqrt{\frac{u1}{1 - u1}} \cdot \left(u2 \cdot \mathsf{fma}\left(u2 \cdot u2, \mathsf{fma}\left(u2 \cdot u2, \mathsf{fma}\left(u2, u2 \cdot -76.70585975309672, 81.6052492761019\right), -41.341702240407926\right), 6.28318530718\right)\right)
\end{array}
Initial program 98.5%
lift-/.f32N/A
lift--.f32N/A
flip--N/A
associate-/r/N/A
associate-*l/N/A
+-commutativeN/A
distribute-rgt-outN/A
frac-2negN/A
lower-/.f32N/A
lower-neg.f32N/A
*-lft-identityN/A
lower-fma.f32N/A
metadata-evalN/A
sub-negN/A
distribute-neg-inN/A
metadata-evalN/A
distribute-rgt-neg-inN/A
distribute-lft-neg-outN/A
sqr-negN/A
lower-+.f32N/A
lower-*.f3298.5
Applied rewrites98.5%
Taylor expanded in u2 around 0
lower-*.f32N/A
+-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f32N/A
sub-negN/A
unpow2N/A
associate-*l*N/A
metadata-evalN/A
lower-fma.f32N/A
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f3294.3
Applied rewrites94.3%
Applied rewrites94.4%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(*
u2
(*
(sqrt (/ u1 (- 1.0 u1)))
(fma
(* u2 u2)
(* u2 (* u2 81.6052492761019))
(fma u2 (* u2 -41.341702240407926) 6.28318530718)))))
float code(float cosTheta_i, float u1, float u2) {
return u2 * (sqrtf((u1 / (1.0f - u1))) * fmaf((u2 * u2), (u2 * (u2 * 81.6052492761019f)), fmaf(u2, (u2 * -41.341702240407926f), 6.28318530718f)));
}
function code(cosTheta_i, u1, u2) return Float32(u2 * Float32(sqrt(Float32(u1 / Float32(Float32(1.0) - u1))) * fma(Float32(u2 * u2), Float32(u2 * Float32(u2 * Float32(81.6052492761019))), fma(u2, Float32(u2 * Float32(-41.341702240407926)), Float32(6.28318530718))))) end
\begin{array}{l}
\\
u2 \cdot \left(\sqrt{\frac{u1}{1 - u1}} \cdot \mathsf{fma}\left(u2 \cdot u2, u2 \cdot \left(u2 \cdot 81.6052492761019\right), \mathsf{fma}\left(u2, u2 \cdot -41.341702240407926, 6.28318530718\right)\right)\right)
\end{array}
Initial program 98.5%
Taylor expanded in u2 around 0
Applied rewrites92.1%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(if (<= (* 6.28318530718 u2) 0.25)
(*
(sqrt (* u1 (/ -1.0 (+ u1 -1.0))))
(* u2 (fma u2 (* u2 -41.341702240407926) 6.28318530718)))
(*
(*
u2
(fma
(* u2 u2)
(fma
u2
(* u2 (fma (* u2 u2) -76.70585975309672 81.6052492761019))
-41.341702240407926)
6.28318530718))
(sqrt u1))))
float code(float cosTheta_i, float u1, float u2) {
float tmp;
if ((6.28318530718f * u2) <= 0.25f) {
tmp = sqrtf((u1 * (-1.0f / (u1 + -1.0f)))) * (u2 * fmaf(u2, (u2 * -41.341702240407926f), 6.28318530718f));
} else {
tmp = (u2 * fmaf((u2 * u2), fmaf(u2, (u2 * fmaf((u2 * u2), -76.70585975309672f, 81.6052492761019f)), -41.341702240407926f), 6.28318530718f)) * sqrtf(u1);
}
return tmp;
}
function code(cosTheta_i, u1, u2) tmp = Float32(0.0) if (Float32(Float32(6.28318530718) * u2) <= Float32(0.25)) tmp = Float32(sqrt(Float32(u1 * Float32(Float32(-1.0) / Float32(u1 + Float32(-1.0))))) * Float32(u2 * fma(u2, Float32(u2 * Float32(-41.341702240407926)), Float32(6.28318530718)))); else tmp = Float32(Float32(u2 * fma(Float32(u2 * u2), fma(u2, Float32(u2 * fma(Float32(u2 * u2), Float32(-76.70585975309672), Float32(81.6052492761019))), Float32(-41.341702240407926)), Float32(6.28318530718))) * sqrt(u1)); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;6.28318530718 \cdot u2 \leq 0.25:\\
\;\;\;\;\sqrt{u1 \cdot \frac{-1}{u1 + -1}} \cdot \left(u2 \cdot \mathsf{fma}\left(u2, u2 \cdot -41.341702240407926, 6.28318530718\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\left(u2 \cdot \mathsf{fma}\left(u2 \cdot u2, \mathsf{fma}\left(u2, u2 \cdot \mathsf{fma}\left(u2 \cdot u2, -76.70585975309672, 81.6052492761019\right), -41.341702240407926\right), 6.28318530718\right)\right) \cdot \sqrt{u1}\\
\end{array}
\end{array}
if (*.f32 #s(literal 314159265359/50000000000 binary32) u2) < 0.25Initial program 98.5%
lift-/.f32N/A
clear-numN/A
frac-2negN/A
associate-/r/N/A
lower-*.f32N/A
lower-/.f32N/A
neg-sub0N/A
lift--.f32N/A
associate--r-N/A
metadata-evalN/A
+-commutativeN/A
lower-+.f32N/A
lower-neg.f3298.3
Applied rewrites98.3%
Taylor expanded in u2 around 0
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
lower-fma.f32N/A
lower-*.f3297.4
Applied rewrites97.4%
if 0.25 < (*.f32 #s(literal 314159265359/50000000000 binary32) u2) Initial program 98.1%
lift-/.f32N/A
lift--.f32N/A
flip--N/A
associate-/r/N/A
associate-*l/N/A
+-commutativeN/A
distribute-rgt-outN/A
frac-2negN/A
lower-/.f32N/A
lower-neg.f32N/A
*-lft-identityN/A
lower-fma.f32N/A
metadata-evalN/A
sub-negN/A
distribute-neg-inN/A
metadata-evalN/A
distribute-rgt-neg-inN/A
distribute-lft-neg-outN/A
sqr-negN/A
lower-+.f32N/A
lower-*.f3298.1
Applied rewrites98.1%
Taylor expanded in u2 around 0
lower-*.f32N/A
+-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f32N/A
sub-negN/A
unpow2N/A
associate-*l*N/A
metadata-evalN/A
lower-fma.f32N/A
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f3269.5
Applied rewrites69.5%
lift-/.f32N/A
clear-numN/A
frac-2negN/A
lift-neg.f32N/A
remove-double-negN/A
lift-fma.f32N/A
distribute-lft1-inN/A
+-commutativeN/A
*-commutativeN/A
associate-/l/N/A
lift-+.f32N/A
distribute-neg-inN/A
metadata-evalN/A
sub-negN/A
metadata-evalN/A
lift-*.f32N/A
flip--N/A
lift--.f32N/A
clear-numN/A
lift--.f32N/A
Applied rewrites69.4%
Taylor expanded in u1 around 0
lower-sqrt.f3263.7
Applied rewrites63.7%
Final simplification92.6%
(FPCore (cosTheta_i u1 u2)
:precision binary32
(*
(sqrt (* u1 (/ -1.0 (+ u1 -1.0))))
(*
u2
(fma
u2
(* u2 (fma (* u2 u2) 81.6052492761019 -41.341702240407926))
6.28318530718))))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf((u1 * (-1.0f / (u1 + -1.0f)))) * (u2 * fmaf(u2, (u2 * fmaf((u2 * u2), 81.6052492761019f, -41.341702240407926f)), 6.28318530718f));
}
function code(cosTheta_i, u1, u2) return Float32(sqrt(Float32(u1 * Float32(Float32(-1.0) / Float32(u1 + Float32(-1.0))))) * Float32(u2 * fma(u2, Float32(u2 * fma(Float32(u2 * u2), Float32(81.6052492761019), Float32(-41.341702240407926))), Float32(6.28318530718)))) end
\begin{array}{l}
\\
\sqrt{u1 \cdot \frac{-1}{u1 + -1}} \cdot \left(u2 \cdot \mathsf{fma}\left(u2, u2 \cdot \mathsf{fma}\left(u2 \cdot u2, 81.6052492761019, -41.341702240407926\right), 6.28318530718\right)\right)
\end{array}
Initial program 98.5%
lift-/.f32N/A
clear-numN/A
frac-2negN/A
associate-/r/N/A
lower-*.f32N/A
lower-/.f32N/A
neg-sub0N/A
lift--.f32N/A
associate--r-N/A
metadata-evalN/A
+-commutativeN/A
lower-+.f32N/A
lower-neg.f3298.3
Applied rewrites98.3%
Taylor expanded in u2 around 0
lower-*.f32N/A
+-commutativeN/A
unpow2N/A
associate-*l*N/A
lower-fma.f32N/A
lower-*.f32N/A
sub-negN/A
*-commutativeN/A
metadata-evalN/A
lower-fma.f32N/A
unpow2N/A
lower-*.f3292.0
Applied rewrites92.0%
Final simplification92.0%
(FPCore (cosTheta_i u1 u2) :precision binary32 (* (sqrt (* u1 (/ -1.0 (+ u1 -1.0)))) (* u2 (fma u2 (* u2 -41.341702240407926) 6.28318530718))))
float code(float cosTheta_i, float u1, float u2) {
return sqrtf((u1 * (-1.0f / (u1 + -1.0f)))) * (u2 * fmaf(u2, (u2 * -41.341702240407926f), 6.28318530718f));
}
function code(cosTheta_i, u1, u2) return Float32(sqrt(Float32(u1 * Float32(Float32(-1.0) / Float32(u1 + Float32(-1.0))))) * Float32(u2 * fma(u2, Float32(u2 * Float32(-41.341702240407926)), Float32(6.28318530718)))) end
\begin{array}{l}
\\
\sqrt{u1 \cdot \frac{-1}{u1 + -1}} \cdot \left(u2 \cdot \mathsf{fma}\left(u2, u2 \cdot -41.341702240407926, 6.28318530718\right)\right)
\end{array}
Initial program 98.5%
lift-/.f32N/A
clear-numN/A
frac-2negN/A
associate-/r/N/A
lower-*.f32N/A
lower-/.f32N/A
neg-sub0N/A
lift--.f32N/A
associate--r-N/A
metadata-evalN/A
+-commutativeN/A
lower-+.f32N/A
lower-neg.f3298.3
Applied rewrites98.3%
Taylor expanded in u2 around 0
lower-*.f32N/A
+-commutativeN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
lower-fma.f32N/A
lower-*.f3289.4
Applied rewrites89.4%
Final simplification89.4%
(FPCore (cosTheta_i u1 u2) :precision binary32 (* u2 (* (sqrt (/ u1 (- 1.0 u1))) (fma u2 (* u2 -41.341702240407926) 6.28318530718))))
float code(float cosTheta_i, float u1, float u2) {
return u2 * (sqrtf((u1 / (1.0f - u1))) * fmaf(u2, (u2 * -41.341702240407926f), 6.28318530718f));
}
function code(cosTheta_i, u1, u2) return Float32(u2 * Float32(sqrt(Float32(u1 / Float32(Float32(1.0) - u1))) * fma(u2, Float32(u2 * Float32(-41.341702240407926)), Float32(6.28318530718)))) end
\begin{array}{l}
\\
u2 \cdot \left(\sqrt{\frac{u1}{1 - u1}} \cdot \mathsf{fma}\left(u2, u2 \cdot -41.341702240407926, 6.28318530718\right)\right)
\end{array}
Initial program 98.5%
Taylor expanded in u2 around 0
lower-*.f32N/A
*-commutativeN/A
associate-*r*N/A
distribute-rgt-outN/A
lower-*.f32N/A
Applied rewrites89.3%
(FPCore (cosTheta_i u1 u2) :precision binary32 (* 6.28318530718 (/ u2 (sqrt (+ -1.0 (/ 1.0 u1))))))
float code(float cosTheta_i, float u1, float u2) {
return 6.28318530718f * (u2 / sqrtf((-1.0f + (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(((-1.0e0) + (1.0e0 / u1))))
end function
function code(cosTheta_i, u1, u2) return Float32(Float32(6.28318530718) * Float32(u2 / sqrt(Float32(Float32(-1.0) + Float32(Float32(1.0) / u1))))) end
function tmp = code(cosTheta_i, u1, u2) tmp = single(6.28318530718) * (u2 / sqrt((single(-1.0) + (single(1.0) / u1)))); end
\begin{array}{l}
\\
6.28318530718 \cdot \frac{u2}{\sqrt{-1 + \frac{1}{u1}}}
\end{array}
Initial program 98.5%
Taylor expanded in u2 around 0
*-commutativeN/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
*-rgt-identityN/A
sub-negN/A
rgt-mult-inverseN/A
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
*-rgt-identityN/A
distribute-lft-inN/A
+-commutativeN/A
sub-negN/A
associate-*r*N/A
lower-sqrt.f32N/A
*-rgt-identityN/A
lower-/.f32N/A
associate-*r*N/A
sub-negN/A
+-commutativeN/A
Applied rewrites81.3%
Applied rewrites81.0%
Applied rewrites81.2%
Applied rewrites81.3%
Final simplification81.3%
(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(6.28318530718) * Float32(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}
\\
6.28318530718 \cdot \left(u2 \cdot \sqrt{\frac{u1}{1 - u1}}\right)
\end{array}
Initial program 98.5%
Taylor expanded in u2 around 0
*-commutativeN/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
*-rgt-identityN/A
sub-negN/A
rgt-mult-inverseN/A
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
*-rgt-identityN/A
distribute-lft-inN/A
+-commutativeN/A
sub-negN/A
associate-*r*N/A
lower-sqrt.f32N/A
*-rgt-identityN/A
lower-/.f32N/A
associate-*r*N/A
sub-negN/A
+-commutativeN/A
Applied rewrites81.3%
Applied rewrites81.3%
Final simplification81.3%
(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 98.5%
Taylor expanded in u2 around 0
*-commutativeN/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
*-rgt-identityN/A
sub-negN/A
rgt-mult-inverseN/A
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
*-rgt-identityN/A
distribute-lft-inN/A
+-commutativeN/A
sub-negN/A
associate-*r*N/A
lower-sqrt.f32N/A
*-rgt-identityN/A
lower-/.f32N/A
associate-*r*N/A
sub-negN/A
+-commutativeN/A
Applied rewrites81.3%
(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 98.5%
Taylor expanded in u2 around 0
*-commutativeN/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
*-rgt-identityN/A
sub-negN/A
rgt-mult-inverseN/A
mul-1-negN/A
distribute-neg-frac2N/A
mul-1-negN/A
*-rgt-identityN/A
distribute-lft-inN/A
+-commutativeN/A
sub-negN/A
associate-*r*N/A
lower-sqrt.f32N/A
*-rgt-identityN/A
lower-/.f32N/A
associate-*r*N/A
sub-negN/A
+-commutativeN/A
Applied rewrites81.3%
Taylor expanded in u1 around 0
Applied rewrites63.5%
Final simplification63.5%
herbie shell --seed 2024235
(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))))