
(FPCore (ux uy maxCos) :precision binary32 (let* ((t_0 (+ (- 1.0 ux) (* ux maxCos)))) (* (cos (* (* uy 2.0) PI)) (sqrt (- 1.0 (* t_0 t_0))))))
float code(float ux, float uy, float maxCos) {
float t_0 = (1.0f - ux) + (ux * maxCos);
return cosf(((uy * 2.0f) * ((float) M_PI))) * sqrtf((1.0f - (t_0 * t_0)));
}
function code(ux, uy, maxCos) t_0 = Float32(Float32(Float32(1.0) - ux) + Float32(ux * maxCos)) return Float32(cos(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(Float32(Float32(1.0) - Float32(t_0 * t_0)))) end
function tmp = code(ux, uy, maxCos) t_0 = (single(1.0) - ux) + (ux * maxCos); tmp = cos(((uy * single(2.0)) * single(pi))) * sqrt((single(1.0) - (t_0 * t_0))); end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(1 - ux\right) + ux \cdot maxCos\\
\cos \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{1 - t\_0 \cdot t\_0}
\end{array}
\end{array}
Sampling outcomes in binary32 precision:
Herbie found 14 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (ux uy maxCos) :precision binary32 (let* ((t_0 (+ (- 1.0 ux) (* ux maxCos)))) (* (cos (* (* uy 2.0) PI)) (sqrt (- 1.0 (* t_0 t_0))))))
float code(float ux, float uy, float maxCos) {
float t_0 = (1.0f - ux) + (ux * maxCos);
return cosf(((uy * 2.0f) * ((float) M_PI))) * sqrtf((1.0f - (t_0 * t_0)));
}
function code(ux, uy, maxCos) t_0 = Float32(Float32(Float32(1.0) - ux) + Float32(ux * maxCos)) return Float32(cos(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(Float32(Float32(1.0) - Float32(t_0 * t_0)))) end
function tmp = code(ux, uy, maxCos) t_0 = (single(1.0) - ux) + (ux * maxCos); tmp = cos(((uy * single(2.0)) * single(pi))) * sqrt((single(1.0) - (t_0 * t_0))); end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(1 - ux\right) + ux \cdot maxCos\\
\cos \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{1 - t\_0 \cdot t\_0}
\end{array}
\end{array}
(FPCore (ux uy maxCos)
:precision binary32
(*
(cos (* (* uy 2.0) PI))
(sqrt
(fma
(- 1.0 maxCos)
(* ux (fma maxCos ux (- ux)))
(* ux (fma maxCos -2.0 2.0))))))
float code(float ux, float uy, float maxCos) {
return cosf(((uy * 2.0f) * ((float) M_PI))) * sqrtf(fmaf((1.0f - maxCos), (ux * fmaf(maxCos, ux, -ux)), (ux * fmaf(maxCos, -2.0f, 2.0f))));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(fma(Float32(Float32(1.0) - maxCos), Float32(ux * fma(maxCos, ux, Float32(-ux))), Float32(ux * fma(maxCos, Float32(-2.0), Float32(2.0)))))) end
\begin{array}{l}
\\
\cos \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{\mathsf{fma}\left(1 - maxCos, ux \cdot \mathsf{fma}\left(maxCos, ux, -ux\right), ux \cdot \mathsf{fma}\left(maxCos, -2, 2\right)\right)}
\end{array}
Initial program 54.7%
Taylor expanded in ux around inf
unpow2N/A
associate-*l*N/A
lower-*.f32N/A
lower-*.f32N/A
sub-negN/A
+-commutativeN/A
+-commutativeN/A
distribute-neg-inN/A
distribute-lft-neg-inN/A
metadata-evalN/A
associate-+l+N/A
Applied rewrites98.8%
Applied rewrites99.0%
Applied rewrites99.0%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* (* uy 2.0) PI)) (sqrt (* ux (fma maxCos -2.0 (fma (- 1.0 maxCos) (fma ux maxCos (- ux)) 2.0))))))
float code(float ux, float uy, float maxCos) {
return cosf(((uy * 2.0f) * ((float) M_PI))) * sqrtf((ux * fmaf(maxCos, -2.0f, fmaf((1.0f - maxCos), fmaf(ux, maxCos, -ux), 2.0f))));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(Float32(ux * fma(maxCos, Float32(-2.0), fma(Float32(Float32(1.0) - maxCos), fma(ux, maxCos, Float32(-ux)), Float32(2.0)))))) end
\begin{array}{l}
\\
\cos \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{ux \cdot \mathsf{fma}\left(maxCos, -2, \mathsf{fma}\left(1 - maxCos, \mathsf{fma}\left(ux, maxCos, -ux\right), 2\right)\right)}
\end{array}
Initial program 54.7%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
mul-1-negN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
distribute-lft-neg-inN/A
neg-sub0N/A
associate-+l-N/A
neg-sub0N/A
mul-1-negN/A
+-commutativeN/A
Applied rewrites98.9%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* (* uy 2.0) PI)) (sqrt (fma ux (- 2.0 ux) (* (* ux maxCos) (fma ux 2.0 -2.0))))))
float code(float ux, float uy, float maxCos) {
return cosf(((uy * 2.0f) * ((float) M_PI))) * sqrtf(fmaf(ux, (2.0f - ux), ((ux * maxCos) * fmaf(ux, 2.0f, -2.0f))));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(fma(ux, Float32(Float32(2.0) - ux), Float32(Float32(ux * maxCos) * fma(ux, Float32(2.0), Float32(-2.0)))))) end
\begin{array}{l}
\\
\cos \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{\mathsf{fma}\left(ux, 2 - ux, \left(ux \cdot maxCos\right) \cdot \mathsf{fma}\left(ux, 2, -2\right)\right)}
\end{array}
Initial program 54.7%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
mul-1-negN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
distribute-lft-neg-inN/A
neg-sub0N/A
associate-+l-N/A
neg-sub0N/A
mul-1-negN/A
+-commutativeN/A
Applied rewrites98.9%
Taylor expanded in maxCos around 0
Applied rewrites98.2%
Final simplification98.2%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (* uy 2.0) 0.009999999776482582)
(*
(sqrt
(* ux (fma maxCos -2.0 (fma (- 1.0 maxCos) (fma ux maxCos (- ux)) 2.0))))
(fma (* -2.0 (* uy uy)) (* PI PI) 1.0))
(* (sqrt (fma ux (- ux) (* 2.0 ux))) (cos (* 2.0 (* uy PI))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if ((uy * 2.0f) <= 0.009999999776482582f) {
tmp = sqrtf((ux * fmaf(maxCos, -2.0f, fmaf((1.0f - maxCos), fmaf(ux, maxCos, -ux), 2.0f)))) * fmaf((-2.0f * (uy * uy)), (((float) M_PI) * ((float) M_PI)), 1.0f);
} else {
tmp = sqrtf(fmaf(ux, -ux, (2.0f * ux))) * cosf((2.0f * (uy * ((float) M_PI))));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (Float32(uy * Float32(2.0)) <= Float32(0.009999999776482582)) tmp = Float32(sqrt(Float32(ux * fma(maxCos, Float32(-2.0), fma(Float32(Float32(1.0) - maxCos), fma(ux, maxCos, Float32(-ux)), Float32(2.0))))) * fma(Float32(Float32(-2.0) * Float32(uy * uy)), Float32(Float32(pi) * Float32(pi)), Float32(1.0))); else tmp = Float32(sqrt(fma(ux, Float32(-ux), Float32(Float32(2.0) * ux))) * cos(Float32(Float32(2.0) * Float32(uy * Float32(pi))))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \cdot 2 \leq 0.009999999776482582:\\
\;\;\;\;\sqrt{ux \cdot \mathsf{fma}\left(maxCos, -2, \mathsf{fma}\left(1 - maxCos, \mathsf{fma}\left(ux, maxCos, -ux\right), 2\right)\right)} \cdot \mathsf{fma}\left(-2 \cdot \left(uy \cdot uy\right), \pi \cdot \pi, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(ux, -ux, 2 \cdot ux\right)} \cdot \cos \left(2 \cdot \left(uy \cdot \pi\right)\right)\\
\end{array}
\end{array}
if (*.f32 uy #s(literal 2 binary32)) < 0.00999999978Initial program 51.7%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
mul-1-negN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
distribute-lft-neg-inN/A
neg-sub0N/A
associate-+l-N/A
neg-sub0N/A
mul-1-negN/A
+-commutativeN/A
Applied rewrites99.4%
Taylor expanded in uy around 0
+-commutativeN/A
associate-*r*N/A
lower-fma.f32N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-PI.f3299.3
Applied rewrites99.3%
if 0.00999999978 < (*.f32 uy #s(literal 2 binary32)) Initial program 64.4%
Taylor expanded in ux around inf
unpow2N/A
associate-*l*N/A
lower-*.f32N/A
lower-*.f32N/A
sub-negN/A
+-commutativeN/A
+-commutativeN/A
distribute-neg-inN/A
distribute-lft-neg-inN/A
metadata-evalN/A
associate-+l+N/A
Applied rewrites97.2%
Taylor expanded in maxCos around 0
Applied rewrites93.4%
lift-*.f32N/A
*-commutativeN/A
lower-*.f3293.4
Applied rewrites93.5%
Final simplification98.0%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (* uy 2.0) 0.009999999776482582)
(*
(sqrt
(* ux (fma maxCos -2.0 (fma (- 1.0 maxCos) (fma ux maxCos (- ux)) 2.0))))
(fma (* -2.0 (* uy uy)) (* PI PI) 1.0))
(* (cos (* (* uy 2.0) PI)) (sqrt (* ux (- 2.0 ux))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if ((uy * 2.0f) <= 0.009999999776482582f) {
tmp = sqrtf((ux * fmaf(maxCos, -2.0f, fmaf((1.0f - maxCos), fmaf(ux, maxCos, -ux), 2.0f)))) * fmaf((-2.0f * (uy * uy)), (((float) M_PI) * ((float) M_PI)), 1.0f);
} else {
tmp = cosf(((uy * 2.0f) * ((float) M_PI))) * sqrtf((ux * (2.0f - ux)));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (Float32(uy * Float32(2.0)) <= Float32(0.009999999776482582)) tmp = Float32(sqrt(Float32(ux * fma(maxCos, Float32(-2.0), fma(Float32(Float32(1.0) - maxCos), fma(ux, maxCos, Float32(-ux)), Float32(2.0))))) * fma(Float32(Float32(-2.0) * Float32(uy * uy)), Float32(Float32(pi) * Float32(pi)), Float32(1.0))); else tmp = Float32(cos(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(Float32(ux * Float32(Float32(2.0) - ux)))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \cdot 2 \leq 0.009999999776482582:\\
\;\;\;\;\sqrt{ux \cdot \mathsf{fma}\left(maxCos, -2, \mathsf{fma}\left(1 - maxCos, \mathsf{fma}\left(ux, maxCos, -ux\right), 2\right)\right)} \cdot \mathsf{fma}\left(-2 \cdot \left(uy \cdot uy\right), \pi \cdot \pi, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\cos \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{ux \cdot \left(2 - ux\right)}\\
\end{array}
\end{array}
if (*.f32 uy #s(literal 2 binary32)) < 0.00999999978Initial program 51.7%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
mul-1-negN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
distribute-lft-neg-inN/A
neg-sub0N/A
associate-+l-N/A
neg-sub0N/A
mul-1-negN/A
+-commutativeN/A
Applied rewrites99.4%
Taylor expanded in uy around 0
+-commutativeN/A
associate-*r*N/A
lower-fma.f32N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-PI.f3299.3
Applied rewrites99.3%
if 0.00999999978 < (*.f32 uy #s(literal 2 binary32)) Initial program 64.4%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
mul-1-negN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
distribute-lft-neg-inN/A
neg-sub0N/A
associate-+l-N/A
neg-sub0N/A
mul-1-negN/A
+-commutativeN/A
Applied rewrites97.3%
Taylor expanded in maxCos around 0
Applied rewrites93.4%
Final simplification97.9%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (* uy 2.0) 0.07000000029802322)
(*
(sqrt
(* ux (fma maxCos -2.0 (fma (- 1.0 maxCos) (fma ux maxCos (- ux)) 2.0))))
(fma (* -2.0 (* uy uy)) (* PI PI) 1.0))
(* (cos (* (* uy 2.0) PI)) (sqrt (* 2.0 ux)))))
float code(float ux, float uy, float maxCos) {
float tmp;
if ((uy * 2.0f) <= 0.07000000029802322f) {
tmp = sqrtf((ux * fmaf(maxCos, -2.0f, fmaf((1.0f - maxCos), fmaf(ux, maxCos, -ux), 2.0f)))) * fmaf((-2.0f * (uy * uy)), (((float) M_PI) * ((float) M_PI)), 1.0f);
} else {
tmp = cosf(((uy * 2.0f) * ((float) M_PI))) * sqrtf((2.0f * ux));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (Float32(uy * Float32(2.0)) <= Float32(0.07000000029802322)) tmp = Float32(sqrt(Float32(ux * fma(maxCos, Float32(-2.0), fma(Float32(Float32(1.0) - maxCos), fma(ux, maxCos, Float32(-ux)), Float32(2.0))))) * fma(Float32(Float32(-2.0) * Float32(uy * uy)), Float32(Float32(pi) * Float32(pi)), Float32(1.0))); else tmp = Float32(cos(Float32(Float32(uy * Float32(2.0)) * Float32(pi))) * sqrt(Float32(Float32(2.0) * ux))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \cdot 2 \leq 0.07000000029802322:\\
\;\;\;\;\sqrt{ux \cdot \mathsf{fma}\left(maxCos, -2, \mathsf{fma}\left(1 - maxCos, \mathsf{fma}\left(ux, maxCos, -ux\right), 2\right)\right)} \cdot \mathsf{fma}\left(-2 \cdot \left(uy \cdot uy\right), \pi \cdot \pi, 1\right)\\
\mathbf{else}:\\
\;\;\;\;\cos \left(\left(uy \cdot 2\right) \cdot \pi\right) \cdot \sqrt{2 \cdot ux}\\
\end{array}
\end{array}
if (*.f32 uy #s(literal 2 binary32)) < 0.0700000003Initial program 53.9%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
mul-1-negN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
distribute-lft-neg-inN/A
neg-sub0N/A
associate-+l-N/A
neg-sub0N/A
mul-1-negN/A
+-commutativeN/A
Applied rewrites99.3%
Taylor expanded in uy around 0
+-commutativeN/A
associate-*r*N/A
lower-fma.f32N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-PI.f3297.6
Applied rewrites97.6%
if 0.0700000003 < (*.f32 uy #s(literal 2 binary32)) Initial program 60.0%
Taylor expanded in ux around inf
unpow2N/A
associate-*l*N/A
lower-*.f32N/A
lower-*.f32N/A
sub-negN/A
+-commutativeN/A
+-commutativeN/A
distribute-neg-inN/A
distribute-lft-neg-inN/A
metadata-evalN/A
associate-+l+N/A
Applied rewrites96.1%
Taylor expanded in maxCos around 0
Applied rewrites92.0%
Taylor expanded in ux around 0
Applied rewrites72.1%
Final simplification94.0%
(FPCore (ux uy maxCos) :precision binary32 (* (sqrt (* ux (fma maxCos -2.0 (fma (- 1.0 maxCos) (fma ux maxCos (- ux)) 2.0)))) (fma (* -2.0 (* uy uy)) (* PI PI) 1.0)))
float code(float ux, float uy, float maxCos) {
return sqrtf((ux * fmaf(maxCos, -2.0f, fmaf((1.0f - maxCos), fmaf(ux, maxCos, -ux), 2.0f)))) * fmaf((-2.0f * (uy * uy)), (((float) M_PI) * ((float) M_PI)), 1.0f);
}
function code(ux, uy, maxCos) return Float32(sqrt(Float32(ux * fma(maxCos, Float32(-2.0), fma(Float32(Float32(1.0) - maxCos), fma(ux, maxCos, Float32(-ux)), Float32(2.0))))) * fma(Float32(Float32(-2.0) * Float32(uy * uy)), Float32(Float32(pi) * Float32(pi)), Float32(1.0))) end
\begin{array}{l}
\\
\sqrt{ux \cdot \mathsf{fma}\left(maxCos, -2, \mathsf{fma}\left(1 - maxCos, \mathsf{fma}\left(ux, maxCos, -ux\right), 2\right)\right)} \cdot \mathsf{fma}\left(-2 \cdot \left(uy \cdot uy\right), \pi \cdot \pi, 1\right)
\end{array}
Initial program 54.7%
Taylor expanded in ux around 0
lower-*.f32N/A
cancel-sign-sub-invN/A
metadata-evalN/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f32N/A
+-commutativeN/A
mul-1-negN/A
*-commutativeN/A
unpow2N/A
associate-*l*N/A
*-commutativeN/A
distribute-lft-neg-inN/A
neg-sub0N/A
associate-+l-N/A
neg-sub0N/A
mul-1-negN/A
+-commutativeN/A
Applied rewrites98.9%
Taylor expanded in uy around 0
+-commutativeN/A
associate-*r*N/A
lower-fma.f32N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-PI.f3288.9
Applied rewrites88.9%
Final simplification88.9%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= maxCos 1.2000000424450263e-6)
(* (sqrt (fma ux (- ux) (* 2.0 ux))) (fma (* -2.0 (* uy uy)) (* PI PI) 1.0))
(*
1.0
(sqrt
(fma
(fma maxCos -2.0 2.0)
ux
(* (- 1.0 maxCos) (* ux (fma maxCos ux (- ux)))))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (maxCos <= 1.2000000424450263e-6f) {
tmp = sqrtf(fmaf(ux, -ux, (2.0f * ux))) * fmaf((-2.0f * (uy * uy)), (((float) M_PI) * ((float) M_PI)), 1.0f);
} else {
tmp = 1.0f * sqrtf(fmaf(fmaf(maxCos, -2.0f, 2.0f), ux, ((1.0f - maxCos) * (ux * fmaf(maxCos, ux, -ux)))));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (maxCos <= Float32(1.2000000424450263e-6)) tmp = Float32(sqrt(fma(ux, Float32(-ux), Float32(Float32(2.0) * ux))) * fma(Float32(Float32(-2.0) * Float32(uy * uy)), Float32(Float32(pi) * Float32(pi)), Float32(1.0))); else tmp = Float32(Float32(1.0) * sqrt(fma(fma(maxCos, Float32(-2.0), Float32(2.0)), ux, Float32(Float32(Float32(1.0) - maxCos) * Float32(ux * fma(maxCos, ux, Float32(-ux))))))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;maxCos \leq 1.2000000424450263 \cdot 10^{-6}:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(ux, -ux, 2 \cdot ux\right)} \cdot \mathsf{fma}\left(-2 \cdot \left(uy \cdot uy\right), \pi \cdot \pi, 1\right)\\
\mathbf{else}:\\
\;\;\;\;1 \cdot \sqrt{\mathsf{fma}\left(\mathsf{fma}\left(maxCos, -2, 2\right), ux, \left(1 - maxCos\right) \cdot \left(ux \cdot \mathsf{fma}\left(maxCos, ux, -ux\right)\right)\right)}\\
\end{array}
\end{array}
if maxCos < 1.2e-6Initial program 55.5%
Taylor expanded in ux around inf
unpow2N/A
associate-*l*N/A
lower-*.f32N/A
lower-*.f32N/A
sub-negN/A
+-commutativeN/A
+-commutativeN/A
distribute-neg-inN/A
distribute-lft-neg-inN/A
metadata-evalN/A
associate-+l+N/A
Applied rewrites98.7%
Taylor expanded in maxCos around 0
Applied rewrites98.5%
lift-*.f32N/A
*-commutativeN/A
lower-*.f3298.5
Applied rewrites98.8%
Taylor expanded in uy around 0
+-commutativeN/A
associate-*r*N/A
lower-fma.f32N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
unpow2N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-PI.f3288.3
Applied rewrites88.3%
if 1.2e-6 < maxCos Initial program 50.7%
Taylor expanded in ux around inf
unpow2N/A
associate-*l*N/A
lower-*.f32N/A
lower-*.f32N/A
sub-negN/A
+-commutativeN/A
+-commutativeN/A
distribute-neg-inN/A
distribute-lft-neg-inN/A
metadata-evalN/A
associate-+l+N/A
Applied rewrites99.0%
Applied rewrites98.9%
Taylor expanded in uy around 0
Applied rewrites84.5%
Applied rewrites84.7%
Final simplification87.7%
(FPCore (ux uy maxCos)
:precision binary32
(*
1.0
(sqrt
(fma
(fma maxCos -2.0 2.0)
ux
(* (- 1.0 maxCos) (* ux (fma maxCos ux (- ux))))))))
float code(float ux, float uy, float maxCos) {
return 1.0f * sqrtf(fmaf(fmaf(maxCos, -2.0f, 2.0f), ux, ((1.0f - maxCos) * (ux * fmaf(maxCos, ux, -ux)))));
}
function code(ux, uy, maxCos) return Float32(Float32(1.0) * sqrt(fma(fma(maxCos, Float32(-2.0), Float32(2.0)), ux, Float32(Float32(Float32(1.0) - maxCos) * Float32(ux * fma(maxCos, ux, Float32(-ux))))))) end
\begin{array}{l}
\\
1 \cdot \sqrt{\mathsf{fma}\left(\mathsf{fma}\left(maxCos, -2, 2\right), ux, \left(1 - maxCos\right) \cdot \left(ux \cdot \mathsf{fma}\left(maxCos, ux, -ux\right)\right)\right)}
\end{array}
Initial program 54.7%
Taylor expanded in ux around inf
unpow2N/A
associate-*l*N/A
lower-*.f32N/A
lower-*.f32N/A
sub-negN/A
+-commutativeN/A
+-commutativeN/A
distribute-neg-inN/A
distribute-lft-neg-inN/A
metadata-evalN/A
associate-+l+N/A
Applied rewrites98.8%
Applied rewrites99.0%
Taylor expanded in uy around 0
Applied rewrites80.2%
Applied rewrites80.2%
(FPCore (ux uy maxCos)
:precision binary32
(*
(sqrt
(fma
(- 1.0 maxCos)
(* ux (fma maxCos ux (- ux)))
(* ux (fma maxCos -2.0 2.0))))
1.0))
float code(float ux, float uy, float maxCos) {
return sqrtf(fmaf((1.0f - maxCos), (ux * fmaf(maxCos, ux, -ux)), (ux * fmaf(maxCos, -2.0f, 2.0f)))) * 1.0f;
}
function code(ux, uy, maxCos) return Float32(sqrt(fma(Float32(Float32(1.0) - maxCos), Float32(ux * fma(maxCos, ux, Float32(-ux))), Float32(ux * fma(maxCos, Float32(-2.0), Float32(2.0))))) * Float32(1.0)) end
\begin{array}{l}
\\
\sqrt{\mathsf{fma}\left(1 - maxCos, ux \cdot \mathsf{fma}\left(maxCos, ux, -ux\right), ux \cdot \mathsf{fma}\left(maxCos, -2, 2\right)\right)} \cdot 1
\end{array}
Initial program 54.7%
Taylor expanded in ux around inf
unpow2N/A
associate-*l*N/A
lower-*.f32N/A
lower-*.f32N/A
sub-negN/A
+-commutativeN/A
+-commutativeN/A
distribute-neg-inN/A
distribute-lft-neg-inN/A
metadata-evalN/A
associate-+l+N/A
Applied rewrites98.8%
Applied rewrites99.0%
Applied rewrites99.0%
Taylor expanded in uy around 0
Applied rewrites80.2%
Final simplification80.2%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (* ux (fma ux (* (- 1.0 maxCos) (+ maxCos -1.0)) (fma maxCos -2.0 2.0)))))
float code(float ux, float uy, float maxCos) {
return sqrtf((ux * fmaf(ux, ((1.0f - maxCos) * (maxCos + -1.0f)), fmaf(maxCos, -2.0f, 2.0f))));
}
function code(ux, uy, maxCos) return sqrt(Float32(ux * fma(ux, Float32(Float32(Float32(1.0) - maxCos) * Float32(maxCos + Float32(-1.0))), fma(maxCos, Float32(-2.0), Float32(2.0))))) end
\begin{array}{l}
\\
\sqrt{ux \cdot \mathsf{fma}\left(ux, \left(1 - maxCos\right) \cdot \left(maxCos + -1\right), \mathsf{fma}\left(maxCos, -2, 2\right)\right)}
\end{array}
Initial program 54.7%
Taylor expanded in uy around 0
lower-sqrt.f32N/A
sub-negN/A
+-commutativeN/A
unpow2N/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
Applied rewrites46.1%
Taylor expanded in ux around 0
Applied rewrites80.1%
Final simplification80.1%
(FPCore (ux uy maxCos) :precision binary32 (* (sqrt (fma ux (- ux) (* 2.0 ux))) 1.0))
float code(float ux, float uy, float maxCos) {
return sqrtf(fmaf(ux, -ux, (2.0f * ux))) * 1.0f;
}
function code(ux, uy, maxCos) return Float32(sqrt(fma(ux, Float32(-ux), Float32(Float32(2.0) * ux))) * Float32(1.0)) end
\begin{array}{l}
\\
\sqrt{\mathsf{fma}\left(ux, -ux, 2 \cdot ux\right)} \cdot 1
\end{array}
Initial program 54.7%
Taylor expanded in ux around inf
unpow2N/A
associate-*l*N/A
lower-*.f32N/A
lower-*.f32N/A
sub-negN/A
+-commutativeN/A
+-commutativeN/A
distribute-neg-inN/A
distribute-lft-neg-inN/A
metadata-evalN/A
associate-+l+N/A
Applied rewrites98.8%
Taylor expanded in maxCos around 0
Applied rewrites92.3%
lift-*.f32N/A
*-commutativeN/A
lower-*.f3292.3
Applied rewrites92.5%
Taylor expanded in uy around 0
Applied rewrites75.4%
Final simplification75.4%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (* ux (- 2.0 ux))))
float code(float ux, float uy, float maxCos) {
return sqrtf((ux * (2.0f - ux)));
}
real(4) function code(ux, uy, maxcos)
real(4), intent (in) :: ux
real(4), intent (in) :: uy
real(4), intent (in) :: maxcos
code = sqrt((ux * (2.0e0 - ux)))
end function
function code(ux, uy, maxCos) return sqrt(Float32(ux * Float32(Float32(2.0) - ux))) end
function tmp = code(ux, uy, maxCos) tmp = sqrt((ux * (single(2.0) - ux))); end
\begin{array}{l}
\\
\sqrt{ux \cdot \left(2 - ux\right)}
\end{array}
Initial program 54.7%
Taylor expanded in uy around 0
lower-sqrt.f32N/A
sub-negN/A
+-commutativeN/A
unpow2N/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
Applied rewrites46.1%
Taylor expanded in maxCos around 0
Applied rewrites44.6%
Taylor expanded in ux around 0
Applied rewrites75.3%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (* 2.0 ux)))
float code(float ux, float uy, float maxCos) {
return sqrtf((2.0f * ux));
}
real(4) function code(ux, uy, maxcos)
real(4), intent (in) :: ux
real(4), intent (in) :: uy
real(4), intent (in) :: maxcos
code = sqrt((2.0e0 * ux))
end function
function code(ux, uy, maxCos) return sqrt(Float32(Float32(2.0) * ux)) end
function tmp = code(ux, uy, maxCos) tmp = sqrt((single(2.0) * ux)); end
\begin{array}{l}
\\
\sqrt{2 \cdot ux}
\end{array}
Initial program 54.7%
Taylor expanded in uy around 0
lower-sqrt.f32N/A
sub-negN/A
+-commutativeN/A
unpow2N/A
distribute-rgt-neg-inN/A
lower-fma.f32N/A
Applied rewrites46.1%
Taylor expanded in maxCos around 0
Applied rewrites44.6%
Taylor expanded in ux around 0
Applied rewrites63.3%
Final simplification63.3%
herbie shell --seed 2024233
(FPCore (ux uy maxCos)
:name "UniformSampleCone, x"
:precision binary32
:pre (and (and (and (<= 2.328306437e-10 ux) (<= ux 1.0)) (and (<= 2.328306437e-10 uy) (<= uy 1.0))) (and (<= 0.0 maxCos) (<= maxCos 1.0)))
(* (cos (* (* uy 2.0) PI)) (sqrt (- 1.0 (* (+ (- 1.0 ux) (* ux maxCos)) (+ (- 1.0 ux) (* ux maxCos)))))))