
(FPCore (xi yi zi ux uy maxCos)
:precision binary32
(let* ((t_0 (* (* (- 1.0 ux) maxCos) ux))
(t_1 (sqrt (- 1.0 (* t_0 t_0))))
(t_2 (* (* uy 2.0) PI)))
(+ (+ (* (* (cos t_2) t_1) xi) (* (* (sin t_2) t_1) yi)) (* t_0 zi))))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
float t_0 = ((1.0f - ux) * maxCos) * ux;
float t_1 = sqrtf((1.0f - (t_0 * t_0)));
float t_2 = (uy * 2.0f) * ((float) M_PI);
return (((cosf(t_2) * t_1) * xi) + ((sinf(t_2) * t_1) * yi)) + (t_0 * zi);
}
function code(xi, yi, zi, ux, uy, maxCos) t_0 = Float32(Float32(Float32(Float32(1.0) - ux) * maxCos) * ux) t_1 = sqrt(Float32(Float32(1.0) - Float32(t_0 * t_0))) t_2 = Float32(Float32(uy * Float32(2.0)) * Float32(pi)) return Float32(Float32(Float32(Float32(cos(t_2) * t_1) * xi) + Float32(Float32(sin(t_2) * t_1) * yi)) + Float32(t_0 * zi)) end
function tmp = code(xi, yi, zi, ux, uy, maxCos) t_0 = ((single(1.0) - ux) * maxCos) * ux; t_1 = sqrt((single(1.0) - (t_0 * t_0))); t_2 = (uy * single(2.0)) * single(pi); tmp = (((cos(t_2) * t_1) * xi) + ((sin(t_2) * t_1) * yi)) + (t_0 * zi); end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\left(1 - ux\right) \cdot maxCos\right) \cdot ux\\
t_1 := \sqrt{1 - t\_0 \cdot t\_0}\\
t_2 := \left(uy \cdot 2\right) \cdot \pi\\
\left(\left(\cos t\_2 \cdot t\_1\right) \cdot xi + \left(\sin t\_2 \cdot t\_1\right) \cdot yi\right) + t\_0 \cdot zi
\end{array}
\end{array}
Sampling outcomes in binary32 precision:
Herbie found 14 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (xi yi zi ux uy maxCos)
:precision binary32
(let* ((t_0 (* (* (- 1.0 ux) maxCos) ux))
(t_1 (sqrt (- 1.0 (* t_0 t_0))))
(t_2 (* (* uy 2.0) PI)))
(+ (+ (* (* (cos t_2) t_1) xi) (* (* (sin t_2) t_1) yi)) (* t_0 zi))))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
float t_0 = ((1.0f - ux) * maxCos) * ux;
float t_1 = sqrtf((1.0f - (t_0 * t_0)));
float t_2 = (uy * 2.0f) * ((float) M_PI);
return (((cosf(t_2) * t_1) * xi) + ((sinf(t_2) * t_1) * yi)) + (t_0 * zi);
}
function code(xi, yi, zi, ux, uy, maxCos) t_0 = Float32(Float32(Float32(Float32(1.0) - ux) * maxCos) * ux) t_1 = sqrt(Float32(Float32(1.0) - Float32(t_0 * t_0))) t_2 = Float32(Float32(uy * Float32(2.0)) * Float32(pi)) return Float32(Float32(Float32(Float32(cos(t_2) * t_1) * xi) + Float32(Float32(sin(t_2) * t_1) * yi)) + Float32(t_0 * zi)) end
function tmp = code(xi, yi, zi, ux, uy, maxCos) t_0 = ((single(1.0) - ux) * maxCos) * ux; t_1 = sqrt((single(1.0) - (t_0 * t_0))); t_2 = (uy * single(2.0)) * single(pi); tmp = (((cos(t_2) * t_1) * xi) + ((sin(t_2) * t_1) * yi)) + (t_0 * zi); end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(\left(1 - ux\right) \cdot maxCos\right) \cdot ux\\
t_1 := \sqrt{1 - t\_0 \cdot t\_0}\\
t_2 := \left(uy \cdot 2\right) \cdot \pi\\
\left(\left(\cos t\_2 \cdot t\_1\right) \cdot xi + \left(\sin t\_2 \cdot t\_1\right) \cdot yi\right) + t\_0 \cdot zi
\end{array}
\end{array}
(FPCore (xi yi zi ux uy maxCos)
:precision binary32
(let* ((t_0 (* 2.0 (* uy PI)))
(t_1
(sqrt
(fma
(* ux ux)
(* (* (- 1.0 ux) maxCos) (* maxCos (+ ux -1.0)))
1.0))))
(fma
(- 1.0 ux)
(* (* ux maxCos) zi)
(fma (cos t_0) (* t_1 xi) (* t_1 (* (sin t_0) yi))))))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
float t_0 = 2.0f * (uy * ((float) M_PI));
float t_1 = sqrtf(fmaf((ux * ux), (((1.0f - ux) * maxCos) * (maxCos * (ux + -1.0f))), 1.0f));
return fmaf((1.0f - ux), ((ux * maxCos) * zi), fmaf(cosf(t_0), (t_1 * xi), (t_1 * (sinf(t_0) * yi))));
}
function code(xi, yi, zi, ux, uy, maxCos) t_0 = Float32(Float32(2.0) * Float32(uy * Float32(pi))) t_1 = sqrt(fma(Float32(ux * ux), Float32(Float32(Float32(Float32(1.0) - ux) * maxCos) * Float32(maxCos * Float32(ux + Float32(-1.0)))), Float32(1.0))) return fma(Float32(Float32(1.0) - ux), Float32(Float32(ux * maxCos) * zi), fma(cos(t_0), Float32(t_1 * xi), Float32(t_1 * Float32(sin(t_0) * yi)))) end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := 2 \cdot \left(uy \cdot \pi\right)\\
t_1 := \sqrt{\mathsf{fma}\left(ux \cdot ux, \left(\left(1 - ux\right) \cdot maxCos\right) \cdot \left(maxCos \cdot \left(ux + -1\right)\right), 1\right)}\\
\mathsf{fma}\left(1 - ux, \left(ux \cdot maxCos\right) \cdot zi, \mathsf{fma}\left(\cos t\_0, t\_1 \cdot xi, t\_1 \cdot \left(\sin t\_0 \cdot yi\right)\right)\right)
\end{array}
\end{array}
Initial program 99.0%
Applied rewrites99.1%
Final simplification99.1%
(FPCore (xi yi zi ux uy maxCos) :precision binary32 (let* ((t_0 (* PI (* 2.0 uy)))) (fma maxCos (* (- 1.0 ux) (* ux zi)) (fma xi (cos t_0) (* yi (sin t_0))))))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
float t_0 = ((float) M_PI) * (2.0f * uy);
return fmaf(maxCos, ((1.0f - ux) * (ux * zi)), fmaf(xi, cosf(t_0), (yi * sinf(t_0))));
}
function code(xi, yi, zi, ux, uy, maxCos) t_0 = Float32(Float32(pi) * Float32(Float32(2.0) * uy)) return fma(maxCos, Float32(Float32(Float32(1.0) - ux) * Float32(ux * zi)), fma(xi, cos(t_0), Float32(yi * sin(t_0)))) end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \pi \cdot \left(2 \cdot uy\right)\\
\mathsf{fma}\left(maxCos, \left(1 - ux\right) \cdot \left(ux \cdot zi\right), \mathsf{fma}\left(xi, \cos t\_0, yi \cdot \sin t\_0\right)\right)
\end{array}
\end{array}
Initial program 99.0%
Taylor expanded in maxCos around 0
lower-fma.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
lower--.f32N/A
lower-fma.f32N/A
lower-cos.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-*.f32N/A
lower-sin.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f3298.9
Applied rewrites98.9%
Final simplification98.9%
(FPCore (xi yi zi ux uy maxCos) :precision binary32 (let* ((t_0 (* PI (* 2.0 uy)))) (fma xi (cos t_0) (fma yi (sin t_0) (* maxCos (* ux zi))))))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
float t_0 = ((float) M_PI) * (2.0f * uy);
return fmaf(xi, cosf(t_0), fmaf(yi, sinf(t_0), (maxCos * (ux * zi))));
}
function code(xi, yi, zi, ux, uy, maxCos) t_0 = Float32(Float32(pi) * Float32(Float32(2.0) * uy)) return fma(xi, cos(t_0), fma(yi, sin(t_0), Float32(maxCos * Float32(ux * zi)))) end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \pi \cdot \left(2 \cdot uy\right)\\
\mathsf{fma}\left(xi, \cos t\_0, \mathsf{fma}\left(yi, \sin t\_0, maxCos \cdot \left(ux \cdot zi\right)\right)\right)
\end{array}
\end{array}
Initial program 99.0%
Taylor expanded in ux around 0
+-commutativeN/A
associate-+l+N/A
lower-fma.f32N/A
lower-cos.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-fma.f32N/A
lower-sin.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-*.f32N/A
lower-*.f3295.6
Applied rewrites95.6%
Final simplification95.6%
(FPCore (xi yi zi ux uy maxCos)
:precision binary32
(let* ((t_0 (* uy (+ PI PI)))
(t_1
(sqrt
(fma
maxCos
(* (* (- 1.0 ux) (+ ux -1.0)) (* maxCos (* ux ux)))
1.0))))
(if (<= (* 2.0 uy) 0.031950000673532486)
(fma
(* (- 1.0 ux) zi)
(* ux maxCos)
(fma
uy
(fma
2.0
(* t_1 (* PI yi))
(*
t_1
(*
uy
(fma
xi
(* (* PI PI) -2.0)
(* (* uy yi) (* (* PI (* PI PI)) -1.3333333333333333))))))
(* xi t_1)))
(fma (cos t_0) xi (* yi (sin t_0))))))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
float t_0 = uy * (((float) M_PI) + ((float) M_PI));
float t_1 = sqrtf(fmaf(maxCos, (((1.0f - ux) * (ux + -1.0f)) * (maxCos * (ux * ux))), 1.0f));
float tmp;
if ((2.0f * uy) <= 0.031950000673532486f) {
tmp = fmaf(((1.0f - ux) * zi), (ux * maxCos), fmaf(uy, fmaf(2.0f, (t_1 * (((float) M_PI) * yi)), (t_1 * (uy * fmaf(xi, ((((float) M_PI) * ((float) M_PI)) * -2.0f), ((uy * yi) * ((((float) M_PI) * (((float) M_PI) * ((float) M_PI))) * -1.3333333333333333f)))))), (xi * t_1)));
} else {
tmp = fmaf(cosf(t_0), xi, (yi * sinf(t_0)));
}
return tmp;
}
function code(xi, yi, zi, ux, uy, maxCos) t_0 = Float32(uy * Float32(Float32(pi) + Float32(pi))) t_1 = sqrt(fma(maxCos, Float32(Float32(Float32(Float32(1.0) - ux) * Float32(ux + Float32(-1.0))) * Float32(maxCos * Float32(ux * ux))), Float32(1.0))) tmp = Float32(0.0) if (Float32(Float32(2.0) * uy) <= Float32(0.031950000673532486)) tmp = fma(Float32(Float32(Float32(1.0) - ux) * zi), Float32(ux * maxCos), fma(uy, fma(Float32(2.0), Float32(t_1 * Float32(Float32(pi) * yi)), Float32(t_1 * Float32(uy * fma(xi, Float32(Float32(Float32(pi) * Float32(pi)) * Float32(-2.0)), Float32(Float32(uy * yi) * Float32(Float32(Float32(pi) * Float32(Float32(pi) * Float32(pi))) * Float32(-1.3333333333333333))))))), Float32(xi * t_1))); else tmp = fma(cos(t_0), xi, Float32(yi * sin(t_0))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := uy \cdot \left(\pi + \pi\right)\\
t_1 := \sqrt{\mathsf{fma}\left(maxCos, \left(\left(1 - ux\right) \cdot \left(ux + -1\right)\right) \cdot \left(maxCos \cdot \left(ux \cdot ux\right)\right), 1\right)}\\
\mathbf{if}\;2 \cdot uy \leq 0.031950000673532486:\\
\;\;\;\;\mathsf{fma}\left(\left(1 - ux\right) \cdot zi, ux \cdot maxCos, \mathsf{fma}\left(uy, \mathsf{fma}\left(2, t\_1 \cdot \left(\pi \cdot yi\right), t\_1 \cdot \left(uy \cdot \mathsf{fma}\left(xi, \left(\pi \cdot \pi\right) \cdot -2, \left(uy \cdot yi\right) \cdot \left(\left(\pi \cdot \left(\pi \cdot \pi\right)\right) \cdot -1.3333333333333333\right)\right)\right)\right), xi \cdot t\_1\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\cos t\_0, xi, yi \cdot \sin t\_0\right)\\
\end{array}
\end{array}
if (*.f32 uy #s(literal 2 binary32)) < 0.0319500007Initial program 99.3%
Taylor expanded in uy around 0
Applied rewrites99.2%
Applied rewrites99.4%
if 0.0319500007 < (*.f32 uy #s(literal 2 binary32)) Initial program 97.5%
Taylor expanded in ux around 0
lower-fma.f32N/A
lower-cos.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-*.f32N/A
lower-sin.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f3291.7
Applied rewrites91.7%
Applied rewrites91.7%
Final simplification97.9%
(FPCore (xi yi zi ux uy maxCos)
:precision binary32
(let* ((t_0 (* uy (+ PI PI)))
(t_1
(sqrt
(fma
(* maxCos maxCos)
(* (* ux ux) (* (- 1.0 ux) (+ ux -1.0)))
1.0))))
(if (<= (* 2.0 uy) 0.031950000673532486)
(fma
maxCos
(* ux (* (- 1.0 ux) zi))
(fma
uy
(fma
uy
(*
t_1
(fma
-2.0
(* xi (* PI PI))
(* -1.3333333333333333 (* uy (* yi (* PI (* PI PI)))))))
(* t_1 (* 2.0 (* PI yi))))
(* xi t_1)))
(fma (cos t_0) xi (* yi (sin t_0))))))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
float t_0 = uy * (((float) M_PI) + ((float) M_PI));
float t_1 = sqrtf(fmaf((maxCos * maxCos), ((ux * ux) * ((1.0f - ux) * (ux + -1.0f))), 1.0f));
float tmp;
if ((2.0f * uy) <= 0.031950000673532486f) {
tmp = fmaf(maxCos, (ux * ((1.0f - ux) * zi)), fmaf(uy, fmaf(uy, (t_1 * fmaf(-2.0f, (xi * (((float) M_PI) * ((float) M_PI))), (-1.3333333333333333f * (uy * (yi * (((float) M_PI) * (((float) M_PI) * ((float) M_PI)))))))), (t_1 * (2.0f * (((float) M_PI) * yi)))), (xi * t_1)));
} else {
tmp = fmaf(cosf(t_0), xi, (yi * sinf(t_0)));
}
return tmp;
}
function code(xi, yi, zi, ux, uy, maxCos) t_0 = Float32(uy * Float32(Float32(pi) + Float32(pi))) t_1 = sqrt(fma(Float32(maxCos * maxCos), Float32(Float32(ux * ux) * Float32(Float32(Float32(1.0) - ux) * Float32(ux + Float32(-1.0)))), Float32(1.0))) tmp = Float32(0.0) if (Float32(Float32(2.0) * uy) <= Float32(0.031950000673532486)) tmp = fma(maxCos, Float32(ux * Float32(Float32(Float32(1.0) - ux) * zi)), fma(uy, fma(uy, Float32(t_1 * fma(Float32(-2.0), Float32(xi * Float32(Float32(pi) * Float32(pi))), Float32(Float32(-1.3333333333333333) * Float32(uy * Float32(yi * Float32(Float32(pi) * Float32(Float32(pi) * Float32(pi)))))))), Float32(t_1 * Float32(Float32(2.0) * Float32(Float32(pi) * yi)))), Float32(xi * t_1))); else tmp = fma(cos(t_0), xi, Float32(yi * sin(t_0))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := uy \cdot \left(\pi + \pi\right)\\
t_1 := \sqrt{\mathsf{fma}\left(maxCos \cdot maxCos, \left(ux \cdot ux\right) \cdot \left(\left(1 - ux\right) \cdot \left(ux + -1\right)\right), 1\right)}\\
\mathbf{if}\;2 \cdot uy \leq 0.031950000673532486:\\
\;\;\;\;\mathsf{fma}\left(maxCos, ux \cdot \left(\left(1 - ux\right) \cdot zi\right), \mathsf{fma}\left(uy, \mathsf{fma}\left(uy, t\_1 \cdot \mathsf{fma}\left(-2, xi \cdot \left(\pi \cdot \pi\right), -1.3333333333333333 \cdot \left(uy \cdot \left(yi \cdot \left(\pi \cdot \left(\pi \cdot \pi\right)\right)\right)\right)\right), t\_1 \cdot \left(2 \cdot \left(\pi \cdot yi\right)\right)\right), xi \cdot t\_1\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\cos t\_0, xi, yi \cdot \sin t\_0\right)\\
\end{array}
\end{array}
if (*.f32 uy #s(literal 2 binary32)) < 0.0319500007Initial program 99.3%
Taylor expanded in zi around inf
lower-*.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
lower--.f3215.2
Applied rewrites15.2%
Taylor expanded in uy around 0
Applied rewrites99.3%
if 0.0319500007 < (*.f32 uy #s(literal 2 binary32)) Initial program 97.5%
Taylor expanded in ux around 0
lower-fma.f32N/A
lower-cos.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-*.f32N/A
lower-sin.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f3291.7
Applied rewrites91.7%
Applied rewrites91.7%
Final simplification97.8%
(FPCore (xi yi zi ux uy maxCos)
:precision binary32
(let* ((t_0 (* uy (+ PI PI))))
(if (<= (* 2.0 uy) 0.031950000673532486)
(+
(fma
uy
(fma
uy
(fma
-1.3333333333333333
(* (* uy yi) (* PI (* PI PI)))
(* -2.0 (* xi (* PI PI))))
(* 2.0 (* PI yi)))
xi)
(* zi (* ux (* (- 1.0 ux) maxCos))))
(fma (cos t_0) xi (* yi (sin t_0))))))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
float t_0 = uy * (((float) M_PI) + ((float) M_PI));
float tmp;
if ((2.0f * uy) <= 0.031950000673532486f) {
tmp = fmaf(uy, fmaf(uy, fmaf(-1.3333333333333333f, ((uy * yi) * (((float) M_PI) * (((float) M_PI) * ((float) M_PI)))), (-2.0f * (xi * (((float) M_PI) * ((float) M_PI))))), (2.0f * (((float) M_PI) * yi))), xi) + (zi * (ux * ((1.0f - ux) * maxCos)));
} else {
tmp = fmaf(cosf(t_0), xi, (yi * sinf(t_0)));
}
return tmp;
}
function code(xi, yi, zi, ux, uy, maxCos) t_0 = Float32(uy * Float32(Float32(pi) + Float32(pi))) tmp = Float32(0.0) if (Float32(Float32(2.0) * uy) <= Float32(0.031950000673532486)) tmp = Float32(fma(uy, fma(uy, fma(Float32(-1.3333333333333333), Float32(Float32(uy * yi) * Float32(Float32(pi) * Float32(Float32(pi) * Float32(pi)))), Float32(Float32(-2.0) * Float32(xi * Float32(Float32(pi) * Float32(pi))))), Float32(Float32(2.0) * Float32(Float32(pi) * yi))), xi) + Float32(zi * Float32(ux * Float32(Float32(Float32(1.0) - ux) * maxCos)))); else tmp = fma(cos(t_0), xi, Float32(yi * sin(t_0))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := uy \cdot \left(\pi + \pi\right)\\
\mathbf{if}\;2 \cdot uy \leq 0.031950000673532486:\\
\;\;\;\;\mathsf{fma}\left(uy, \mathsf{fma}\left(uy, \mathsf{fma}\left(-1.3333333333333333, \left(uy \cdot yi\right) \cdot \left(\pi \cdot \left(\pi \cdot \pi\right)\right), -2 \cdot \left(xi \cdot \left(\pi \cdot \pi\right)\right)\right), 2 \cdot \left(\pi \cdot yi\right)\right), xi\right) + zi \cdot \left(ux \cdot \left(\left(1 - ux\right) \cdot maxCos\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\cos t\_0, xi, yi \cdot \sin t\_0\right)\\
\end{array}
\end{array}
if (*.f32 uy #s(literal 2 binary32)) < 0.0319500007Initial program 99.3%
Taylor expanded in uy around 0
Applied rewrites99.2%
Taylor expanded in maxCos around 0
Applied rewrites99.1%
if 0.0319500007 < (*.f32 uy #s(literal 2 binary32)) Initial program 97.5%
Taylor expanded in ux around 0
lower-fma.f32N/A
lower-cos.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-*.f32N/A
lower-sin.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f3291.7
Applied rewrites91.7%
Applied rewrites91.7%
Final simplification97.7%
(FPCore (xi yi zi ux uy maxCos) :precision binary32 (* zi (fma (sqrt (fma (* maxCos maxCos) (* (* ux ux) (* (- 1.0 ux) (+ ux -1.0))) 1.0)) (fma (cos (* PI (* 2.0 uy))) (/ xi zi) (/ (* 2.0 (* uy (* PI yi))) zi)) (* maxCos (* ux (- 1.0 ux))))))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
return zi * fmaf(sqrtf(fmaf((maxCos * maxCos), ((ux * ux) * ((1.0f - ux) * (ux + -1.0f))), 1.0f)), fmaf(cosf((((float) M_PI) * (2.0f * uy))), (xi / zi), ((2.0f * (uy * (((float) M_PI) * yi))) / zi)), (maxCos * (ux * (1.0f - ux))));
}
function code(xi, yi, zi, ux, uy, maxCos) return Float32(zi * fma(sqrt(fma(Float32(maxCos * maxCos), Float32(Float32(ux * ux) * Float32(Float32(Float32(1.0) - ux) * Float32(ux + Float32(-1.0)))), Float32(1.0))), fma(cos(Float32(Float32(pi) * Float32(Float32(2.0) * uy))), Float32(xi / zi), Float32(Float32(Float32(2.0) * Float32(uy * Float32(Float32(pi) * yi))) / zi)), Float32(maxCos * Float32(ux * Float32(Float32(1.0) - ux))))) end
\begin{array}{l}
\\
zi \cdot \mathsf{fma}\left(\sqrt{\mathsf{fma}\left(maxCos \cdot maxCos, \left(ux \cdot ux\right) \cdot \left(\left(1 - ux\right) \cdot \left(ux + -1\right)\right), 1\right)}, \mathsf{fma}\left(\cos \left(\pi \cdot \left(2 \cdot uy\right)\right), \frac{xi}{zi}, \frac{2 \cdot \left(uy \cdot \left(\pi \cdot yi\right)\right)}{zi}\right), maxCos \cdot \left(ux \cdot \left(1 - ux\right)\right)\right)
\end{array}
Initial program 99.0%
Taylor expanded in zi around inf
Applied rewrites98.3%
Taylor expanded in uy around 0
Applied rewrites90.3%
Final simplification90.3%
(FPCore (xi yi zi ux uy maxCos)
:precision binary32
(let* ((t_0 (* PI (* PI PI))))
(if (<= (* 2.0 uy) 0.031950000673532486)
(+
(fma
uy
(fma
uy
(fma -1.3333333333333333 (* (* uy yi) t_0) (* -2.0 (* xi (* PI PI))))
(* 2.0 (* PI yi)))
xi)
(* zi (* ux (* (- 1.0 ux) maxCos))))
(fma
xi
(cos (* PI (* 2.0 uy)))
(* yi (* uy (fma (* -1.3333333333333333 (* uy uy)) t_0 (* 2.0 PI))))))))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
float t_0 = ((float) M_PI) * (((float) M_PI) * ((float) M_PI));
float tmp;
if ((2.0f * uy) <= 0.031950000673532486f) {
tmp = fmaf(uy, fmaf(uy, fmaf(-1.3333333333333333f, ((uy * yi) * t_0), (-2.0f * (xi * (((float) M_PI) * ((float) M_PI))))), (2.0f * (((float) M_PI) * yi))), xi) + (zi * (ux * ((1.0f - ux) * maxCos)));
} else {
tmp = fmaf(xi, cosf((((float) M_PI) * (2.0f * uy))), (yi * (uy * fmaf((-1.3333333333333333f * (uy * uy)), t_0, (2.0f * ((float) M_PI))))));
}
return tmp;
}
function code(xi, yi, zi, ux, uy, maxCos) t_0 = Float32(Float32(pi) * Float32(Float32(pi) * Float32(pi))) tmp = Float32(0.0) if (Float32(Float32(2.0) * uy) <= Float32(0.031950000673532486)) tmp = Float32(fma(uy, fma(uy, fma(Float32(-1.3333333333333333), Float32(Float32(uy * yi) * t_0), Float32(Float32(-2.0) * Float32(xi * Float32(Float32(pi) * Float32(pi))))), Float32(Float32(2.0) * Float32(Float32(pi) * yi))), xi) + Float32(zi * Float32(ux * Float32(Float32(Float32(1.0) - ux) * maxCos)))); else tmp = fma(xi, cos(Float32(Float32(pi) * Float32(Float32(2.0) * uy))), Float32(yi * Float32(uy * fma(Float32(Float32(-1.3333333333333333) * Float32(uy * uy)), t_0, Float32(Float32(2.0) * Float32(pi)))))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \pi \cdot \left(\pi \cdot \pi\right)\\
\mathbf{if}\;2 \cdot uy \leq 0.031950000673532486:\\
\;\;\;\;\mathsf{fma}\left(uy, \mathsf{fma}\left(uy, \mathsf{fma}\left(-1.3333333333333333, \left(uy \cdot yi\right) \cdot t\_0, -2 \cdot \left(xi \cdot \left(\pi \cdot \pi\right)\right)\right), 2 \cdot \left(\pi \cdot yi\right)\right), xi\right) + zi \cdot \left(ux \cdot \left(\left(1 - ux\right) \cdot maxCos\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(xi, \cos \left(\pi \cdot \left(2 \cdot uy\right)\right), yi \cdot \left(uy \cdot \mathsf{fma}\left(-1.3333333333333333 \cdot \left(uy \cdot uy\right), t\_0, 2 \cdot \pi\right)\right)\right)\\
\end{array}
\end{array}
if (*.f32 uy #s(literal 2 binary32)) < 0.0319500007Initial program 99.3%
Taylor expanded in uy around 0
Applied rewrites99.2%
Taylor expanded in maxCos around 0
Applied rewrites99.1%
if 0.0319500007 < (*.f32 uy #s(literal 2 binary32)) Initial program 97.5%
Taylor expanded in ux around 0
lower-fma.f32N/A
lower-cos.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-*.f32N/A
lower-sin.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f3291.7
Applied rewrites91.7%
Taylor expanded in uy around 0
Applied rewrites68.4%
Final simplification93.1%
(FPCore (xi yi zi ux uy maxCos)
:precision binary32
(if (<= (* 2.0 uy) 0.0006000000284984708)
(fma
(sqrt (fma (* maxCos maxCos) (* (* ux ux) (* (- 1.0 ux) (+ ux -1.0))) 1.0))
(fma 2.0 (* uy (* PI yi)) xi)
(* maxCos (* ux (* (- 1.0 ux) zi))))
(fma
uy
(fma
uy
(fma
-2.0
(* xi (* PI PI))
(* -1.3333333333333333 (* (* uy yi) (* PI (* PI PI)))))
(* 2.0 (* PI yi)))
xi)))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
float tmp;
if ((2.0f * uy) <= 0.0006000000284984708f) {
tmp = fmaf(sqrtf(fmaf((maxCos * maxCos), ((ux * ux) * ((1.0f - ux) * (ux + -1.0f))), 1.0f)), fmaf(2.0f, (uy * (((float) M_PI) * yi)), xi), (maxCos * (ux * ((1.0f - ux) * zi))));
} else {
tmp = fmaf(uy, fmaf(uy, fmaf(-2.0f, (xi * (((float) M_PI) * ((float) M_PI))), (-1.3333333333333333f * ((uy * yi) * (((float) M_PI) * (((float) M_PI) * ((float) M_PI)))))), (2.0f * (((float) M_PI) * yi))), xi);
}
return tmp;
}
function code(xi, yi, zi, ux, uy, maxCos) tmp = Float32(0.0) if (Float32(Float32(2.0) * uy) <= Float32(0.0006000000284984708)) tmp = fma(sqrt(fma(Float32(maxCos * maxCos), Float32(Float32(ux * ux) * Float32(Float32(Float32(1.0) - ux) * Float32(ux + Float32(-1.0)))), Float32(1.0))), fma(Float32(2.0), Float32(uy * Float32(Float32(pi) * yi)), xi), Float32(maxCos * Float32(ux * Float32(Float32(Float32(1.0) - ux) * zi)))); else tmp = fma(uy, fma(uy, fma(Float32(-2.0), Float32(xi * Float32(Float32(pi) * Float32(pi))), Float32(Float32(-1.3333333333333333) * Float32(Float32(uy * yi) * Float32(Float32(pi) * Float32(Float32(pi) * Float32(pi)))))), Float32(Float32(2.0) * Float32(Float32(pi) * yi))), xi); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;2 \cdot uy \leq 0.0006000000284984708:\\
\;\;\;\;\mathsf{fma}\left(\sqrt{\mathsf{fma}\left(maxCos \cdot maxCos, \left(ux \cdot ux\right) \cdot \left(\left(1 - ux\right) \cdot \left(ux + -1\right)\right), 1\right)}, \mathsf{fma}\left(2, uy \cdot \left(\pi \cdot yi\right), xi\right), maxCos \cdot \left(ux \cdot \left(\left(1 - ux\right) \cdot zi\right)\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(uy, \mathsf{fma}\left(uy, \mathsf{fma}\left(-2, xi \cdot \left(\pi \cdot \pi\right), -1.3333333333333333 \cdot \left(\left(uy \cdot yi\right) \cdot \left(\pi \cdot \left(\pi \cdot \pi\right)\right)\right)\right), 2 \cdot \left(\pi \cdot yi\right)\right), xi\right)\\
\end{array}
\end{array}
if (*.f32 uy #s(literal 2 binary32)) < 6.00000028e-4Initial program 99.4%
Taylor expanded in zi around inf
lower-*.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
lower--.f3215.8
Applied rewrites15.8%
Taylor expanded in uy around 0
Applied rewrites98.7%
if 6.00000028e-4 < (*.f32 uy #s(literal 2 binary32)) Initial program 98.1%
Taylor expanded in ux around 0
lower-fma.f32N/A
lower-cos.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-*.f32N/A
lower-sin.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f3291.0
Applied rewrites91.0%
Taylor expanded in uy around 0
Applied rewrites66.5%
Final simplification87.3%
(FPCore (xi yi zi ux uy maxCos)
:precision binary32
(+
(fma
uy
(fma
uy
(fma
-1.3333333333333333
(* (* uy yi) (* PI (* PI PI)))
(* -2.0 (* xi (* PI PI))))
(* 2.0 (* PI yi)))
xi)
(* zi (* ux (* (- 1.0 ux) maxCos)))))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
return fmaf(uy, fmaf(uy, fmaf(-1.3333333333333333f, ((uy * yi) * (((float) M_PI) * (((float) M_PI) * ((float) M_PI)))), (-2.0f * (xi * (((float) M_PI) * ((float) M_PI))))), (2.0f * (((float) M_PI) * yi))), xi) + (zi * (ux * ((1.0f - ux) * maxCos)));
}
function code(xi, yi, zi, ux, uy, maxCos) return Float32(fma(uy, fma(uy, fma(Float32(-1.3333333333333333), Float32(Float32(uy * yi) * Float32(Float32(pi) * Float32(Float32(pi) * Float32(pi)))), Float32(Float32(-2.0) * Float32(xi * Float32(Float32(pi) * Float32(pi))))), Float32(Float32(2.0) * Float32(Float32(pi) * yi))), xi) + Float32(zi * Float32(ux * Float32(Float32(Float32(1.0) - ux) * maxCos)))) end
\begin{array}{l}
\\
\mathsf{fma}\left(uy, \mathsf{fma}\left(uy, \mathsf{fma}\left(-1.3333333333333333, \left(uy \cdot yi\right) \cdot \left(\pi \cdot \left(\pi \cdot \pi\right)\right), -2 \cdot \left(xi \cdot \left(\pi \cdot \pi\right)\right)\right), 2 \cdot \left(\pi \cdot yi\right)\right), xi\right) + zi \cdot \left(ux \cdot \left(\left(1 - ux\right) \cdot maxCos\right)\right)
\end{array}
Initial program 99.0%
Taylor expanded in uy around 0
Applied rewrites89.8%
Taylor expanded in maxCos around 0
Applied rewrites89.8%
Final simplification89.8%
(FPCore (xi yi zi ux uy maxCos)
:precision binary32
(fma
uy
(fma
uy
(fma
-2.0
(* xi (* PI PI))
(* -1.3333333333333333 (* (* uy yi) (* PI (* PI PI)))))
(* 2.0 (* PI yi)))
xi))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
return fmaf(uy, fmaf(uy, fmaf(-2.0f, (xi * (((float) M_PI) * ((float) M_PI))), (-1.3333333333333333f * ((uy * yi) * (((float) M_PI) * (((float) M_PI) * ((float) M_PI)))))), (2.0f * (((float) M_PI) * yi))), xi);
}
function code(xi, yi, zi, ux, uy, maxCos) return fma(uy, fma(uy, fma(Float32(-2.0), Float32(xi * Float32(Float32(pi) * Float32(pi))), Float32(Float32(-1.3333333333333333) * Float32(Float32(uy * yi) * Float32(Float32(pi) * Float32(Float32(pi) * Float32(pi)))))), Float32(Float32(2.0) * Float32(Float32(pi) * yi))), xi) end
\begin{array}{l}
\\
\mathsf{fma}\left(uy, \mathsf{fma}\left(uy, \mathsf{fma}\left(-2, xi \cdot \left(\pi \cdot \pi\right), -1.3333333333333333 \cdot \left(\left(uy \cdot yi\right) \cdot \left(\pi \cdot \left(\pi \cdot \pi\right)\right)\right)\right), 2 \cdot \left(\pi \cdot yi\right)\right), xi\right)
\end{array}
Initial program 99.0%
Taylor expanded in ux around 0
lower-fma.f32N/A
lower-cos.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-*.f32N/A
lower-sin.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f3288.8
Applied rewrites88.8%
Taylor expanded in uy around 0
Applied rewrites80.2%
(FPCore (xi yi zi ux uy maxCos) :precision binary32 (fma uy (fma (* uy -2.0) (* xi (* PI PI)) (* 2.0 (* PI yi))) xi))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
return fmaf(uy, fmaf((uy * -2.0f), (xi * (((float) M_PI) * ((float) M_PI))), (2.0f * (((float) M_PI) * yi))), xi);
}
function code(xi, yi, zi, ux, uy, maxCos) return fma(uy, fma(Float32(uy * Float32(-2.0)), Float32(xi * Float32(Float32(pi) * Float32(pi))), Float32(Float32(2.0) * Float32(Float32(pi) * yi))), xi) end
\begin{array}{l}
\\
\mathsf{fma}\left(uy, \mathsf{fma}\left(uy \cdot -2, xi \cdot \left(\pi \cdot \pi\right), 2 \cdot \left(\pi \cdot yi\right)\right), xi\right)
\end{array}
Initial program 99.0%
Taylor expanded in ux around 0
lower-fma.f32N/A
lower-cos.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-*.f32N/A
lower-sin.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f3288.8
Applied rewrites88.8%
Taylor expanded in uy around 0
Applied rewrites77.3%
Final simplification77.3%
(FPCore (xi yi zi ux uy maxCos) :precision binary32 (fma 2.0 (* uy (* PI yi)) xi))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
return fmaf(2.0f, (uy * (((float) M_PI) * yi)), xi);
}
function code(xi, yi, zi, ux, uy, maxCos) return fma(Float32(2.0), Float32(uy * Float32(Float32(pi) * yi)), xi) end
\begin{array}{l}
\\
\mathsf{fma}\left(2, uy \cdot \left(\pi \cdot yi\right), xi\right)
\end{array}
Initial program 99.0%
Taylor expanded in ux around 0
lower-fma.f32N/A
lower-cos.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f32N/A
lower-*.f32N/A
lower-sin.f32N/A
associate-*r*N/A
lower-*.f32N/A
lower-*.f32N/A
lower-PI.f3288.8
Applied rewrites88.8%
Taylor expanded in uy around 0
Applied rewrites73.2%
(FPCore (xi yi zi ux uy maxCos) :precision binary32 (* xi 1.0))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
return xi * 1.0f;
}
real(4) function code(xi, yi, zi, ux, uy, maxcos)
real(4), intent (in) :: xi
real(4), intent (in) :: yi
real(4), intent (in) :: zi
real(4), intent (in) :: ux
real(4), intent (in) :: uy
real(4), intent (in) :: maxcos
code = xi * 1.0e0
end function
function code(xi, yi, zi, ux, uy, maxCos) return Float32(xi * Float32(1.0)) end
function tmp = code(xi, yi, zi, ux, uy, maxCos) tmp = xi * single(1.0); end
\begin{array}{l}
\\
xi \cdot 1
\end{array}
Initial program 99.0%
Taylor expanded in yi around 0
+-commutativeN/A
associate-*l*N/A
lower-fma.f32N/A
Applied rewrites61.9%
Taylor expanded in maxCos around 0
Applied rewrites53.8%
Taylor expanded in uy around 0
Applied rewrites46.7%
herbie shell --seed 2024221
(FPCore (xi yi zi ux uy maxCos)
:name "UniformSampleCone 2"
:precision binary32
:pre (and (and (and (and (and (and (<= -10000.0 xi) (<= xi 10000.0)) (and (<= -10000.0 yi) (<= yi 10000.0))) (and (<= -10000.0 zi) (<= zi 10000.0))) (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) maxCos) ux) (* (* (- 1.0 ux) maxCos) ux))))) xi) (* (* (sin (* (* uy 2.0) PI)) (sqrt (- 1.0 (* (* (* (- 1.0 ux) maxCos) ux) (* (* (- 1.0 ux) maxCos) ux))))) yi)) (* (* (* (- 1.0 ux) maxCos) ux) zi)))