
(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 17 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 (* uy (* 2.0 PI)))
(t_1
(sqrt
(+
1.0
(* (- 1.0 ux) (* maxCos (* (* ux maxCos) (* ux (+ ux -1.0)))))))))
(fma
(cos t_0)
(* t_1 xi)
(fma (* t_1 (sin t_0)) yi (* ux (* (* (- 1.0 ux) maxCos) zi))))))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
float t_0 = uy * (2.0f * ((float) M_PI));
float t_1 = sqrtf((1.0f + ((1.0f - ux) * (maxCos * ((ux * maxCos) * (ux * (ux + -1.0f)))))));
return fmaf(cosf(t_0), (t_1 * xi), fmaf((t_1 * sinf(t_0)), yi, (ux * (((1.0f - ux) * maxCos) * zi))));
}
function code(xi, yi, zi, ux, uy, maxCos) t_0 = Float32(uy * Float32(Float32(2.0) * Float32(pi))) t_1 = sqrt(Float32(Float32(1.0) + Float32(Float32(Float32(1.0) - ux) * Float32(maxCos * Float32(Float32(ux * maxCos) * Float32(ux * Float32(ux + Float32(-1.0)))))))) return fma(cos(t_0), Float32(t_1 * xi), fma(Float32(t_1 * sin(t_0)), yi, Float32(ux * Float32(Float32(Float32(Float32(1.0) - ux) * maxCos) * zi)))) end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := uy \cdot \left(2 \cdot \pi\right)\\
t_1 := \sqrt{1 + \left(1 - ux\right) \cdot \left(maxCos \cdot \left(\left(ux \cdot maxCos\right) \cdot \left(ux \cdot \left(ux + -1\right)\right)\right)\right)}\\
\mathsf{fma}\left(\cos t_0, t_1 \cdot xi, \mathsf{fma}\left(t_1 \cdot \sin t_0, yi, ux \cdot \left(\left(\left(1 - ux\right) \cdot maxCos\right) \cdot zi\right)\right)\right)
\end{array}
\end{array}
Initial program 99.1%
Simplified99.1%
Final simplification99.1%
(FPCore (xi yi zi ux uy maxCos)
:precision binary32
(let* ((t_0 (* (- 1.0 ux) maxCos))
(t_1 (* uy (* 2.0 PI)))
(t_2 (sqrt (+ 1.0 (* t_0 (* ux (* ux (* maxCos (+ ux -1.0)))))))))
(+ (fma (* (cos t_1) t_2) xi (* (sin t_1) (* yi t_2))) (* t_0 (* ux zi)))))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
float t_0 = (1.0f - ux) * maxCos;
float t_1 = uy * (2.0f * ((float) M_PI));
float t_2 = sqrtf((1.0f + (t_0 * (ux * (ux * (maxCos * (ux + -1.0f)))))));
return fmaf((cosf(t_1) * t_2), xi, (sinf(t_1) * (yi * t_2))) + (t_0 * (ux * zi));
}
function code(xi, yi, zi, ux, uy, maxCos) t_0 = Float32(Float32(Float32(1.0) - ux) * maxCos) t_1 = Float32(uy * Float32(Float32(2.0) * Float32(pi))) t_2 = sqrt(Float32(Float32(1.0) + Float32(t_0 * Float32(ux * Float32(ux * Float32(maxCos * Float32(ux + Float32(-1.0)))))))) return Float32(fma(Float32(cos(t_1) * t_2), xi, Float32(sin(t_1) * Float32(yi * t_2))) + Float32(t_0 * Float32(ux * zi))) end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(1 - ux\right) \cdot maxCos\\
t_1 := uy \cdot \left(2 \cdot \pi\right)\\
t_2 := \sqrt{1 + t_0 \cdot \left(ux \cdot \left(ux \cdot \left(maxCos \cdot \left(ux + -1\right)\right)\right)\right)}\\
\mathsf{fma}\left(\cos t_1 \cdot t_2, xi, \sin t_1 \cdot \left(yi \cdot t_2\right)\right) + t_0 \cdot \left(ux \cdot zi\right)
\end{array}
\end{array}
Initial program 99.1%
Simplified99.1%
Final simplification99.1%
(FPCore (xi yi zi ux uy maxCos)
:precision binary32
(let* ((t_0 (* ux (* (- 1.0 ux) maxCos)))
(t_1 (sqrt (- 1.0 (* t_0 t_0))))
(t_2 (* PI (* uy 2.0))))
(+ (+ (* xi (* (cos t_2) t_1)) (* yi (* t_1 (sin t_2)))) (* zi t_0))))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
float t_0 = ux * ((1.0f - ux) * maxCos);
float t_1 = sqrtf((1.0f - (t_0 * t_0)));
float t_2 = ((float) M_PI) * (uy * 2.0f);
return ((xi * (cosf(t_2) * t_1)) + (yi * (t_1 * sinf(t_2)))) + (zi * t_0);
}
function code(xi, yi, zi, ux, uy, maxCos) t_0 = Float32(ux * Float32(Float32(Float32(1.0) - ux) * maxCos)) t_1 = sqrt(Float32(Float32(1.0) - Float32(t_0 * t_0))) t_2 = Float32(Float32(pi) * Float32(uy * Float32(2.0))) return Float32(Float32(Float32(xi * Float32(cos(t_2) * t_1)) + Float32(yi * Float32(t_1 * sin(t_2)))) + Float32(zi * t_0)) end
function tmp = code(xi, yi, zi, ux, uy, maxCos) t_0 = ux * ((single(1.0) - ux) * maxCos); t_1 = sqrt((single(1.0) - (t_0 * t_0))); t_2 = single(pi) * (uy * single(2.0)); tmp = ((xi * (cos(t_2) * t_1)) + (yi * (t_1 * sin(t_2)))) + (zi * t_0); end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := ux \cdot \left(\left(1 - ux\right) \cdot maxCos\right)\\
t_1 := \sqrt{1 - t_0 \cdot t_0}\\
t_2 := \pi \cdot \left(uy \cdot 2\right)\\
\left(xi \cdot \left(\cos t_2 \cdot t_1\right) + yi \cdot \left(t_1 \cdot \sin t_2\right)\right) + zi \cdot t_0
\end{array}
\end{array}
Initial program 99.1%
Final simplification99.1%
(FPCore (xi yi zi ux uy maxCos)
:precision binary32
(fma
(- maxCos (* ux maxCos))
(* ux zi)
(*
(sqrt
(+ 1.0 (* ux (* ux (* maxCos (* (- 1.0 ux) (- (* ux maxCos) maxCos)))))))
(+ (* xi (cos (* PI (* uy -2.0)))) (* (sin (* uy (* 2.0 PI))) yi)))))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
return fmaf((maxCos - (ux * maxCos)), (ux * zi), (sqrtf((1.0f + (ux * (ux * (maxCos * ((1.0f - ux) * ((ux * maxCos) - maxCos))))))) * ((xi * cosf((((float) M_PI) * (uy * -2.0f)))) + (sinf((uy * (2.0f * ((float) M_PI)))) * yi))));
}
function code(xi, yi, zi, ux, uy, maxCos) return fma(Float32(maxCos - Float32(ux * maxCos)), Float32(ux * zi), Float32(sqrt(Float32(Float32(1.0) + Float32(ux * Float32(ux * Float32(maxCos * Float32(Float32(Float32(1.0) - ux) * Float32(Float32(ux * maxCos) - maxCos))))))) * Float32(Float32(xi * cos(Float32(Float32(pi) * Float32(uy * Float32(-2.0))))) + Float32(sin(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * yi)))) end
\begin{array}{l}
\\
\mathsf{fma}\left(maxCos - ux \cdot maxCos, ux \cdot zi, \sqrt{1 + ux \cdot \left(ux \cdot \left(maxCos \cdot \left(\left(1 - ux\right) \cdot \left(ux \cdot maxCos - maxCos\right)\right)\right)\right)} \cdot \left(xi \cdot \cos \left(\pi \cdot \left(uy \cdot -2\right)\right) + \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot yi\right)\right)
\end{array}
Initial program 99.1%
Simplified99.1%
Final simplification99.1%
(FPCore (xi yi zi ux uy maxCos)
:precision binary32
(let* ((t_0 (* PI (* uy 2.0))))
(+
(* zi (* ux (* (- 1.0 ux) maxCos)))
(+
(* xi (* (cos t_0) (sqrt (- 1.0 (* (* maxCos maxCos) (* ux ux))))))
(* yi (sin t_0))))))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
float t_0 = ((float) M_PI) * (uy * 2.0f);
return (zi * (ux * ((1.0f - ux) * maxCos))) + ((xi * (cosf(t_0) * sqrtf((1.0f - ((maxCos * maxCos) * (ux * ux)))))) + (yi * sinf(t_0)));
}
function code(xi, yi, zi, ux, uy, maxCos) t_0 = Float32(Float32(pi) * Float32(uy * Float32(2.0))) return Float32(Float32(zi * Float32(ux * Float32(Float32(Float32(1.0) - ux) * maxCos))) + Float32(Float32(xi * Float32(cos(t_0) * sqrt(Float32(Float32(1.0) - Float32(Float32(maxCos * maxCos) * Float32(ux * ux)))))) + Float32(yi * sin(t_0)))) end
function tmp = code(xi, yi, zi, ux, uy, maxCos) t_0 = single(pi) * (uy * single(2.0)); tmp = (zi * (ux * ((single(1.0) - ux) * maxCos))) + ((xi * (cos(t_0) * sqrt((single(1.0) - ((maxCos * maxCos) * (ux * ux)))))) + (yi * sin(t_0))); end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \pi \cdot \left(uy \cdot 2\right)\\
zi \cdot \left(ux \cdot \left(\left(1 - ux\right) \cdot maxCos\right)\right) + \left(xi \cdot \left(\cos t_0 \cdot \sqrt{1 - \left(maxCos \cdot maxCos\right) \cdot \left(ux \cdot ux\right)}\right) + yi \cdot \sin t_0\right)
\end{array}
\end{array}
Initial program 99.1%
Taylor expanded in ux around 0 99.0%
associate-*r*99.0%
Simplified99.0%
Taylor expanded in ux around 0 99.0%
unpow285.8%
unpow285.8%
Simplified99.0%
Final simplification99.0%
(FPCore (xi yi zi ux uy maxCos)
:precision binary32
(let* ((t_0 (* PI (* uy 2.0))))
(+
(+
(* xi (* (cos t_0) (sqrt (- 1.0 (* (* maxCos maxCos) (* ux ux))))))
(* yi (sin t_0)))
(* (* ux maxCos) zi))))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
float t_0 = ((float) M_PI) * (uy * 2.0f);
return ((xi * (cosf(t_0) * sqrtf((1.0f - ((maxCos * maxCos) * (ux * ux)))))) + (yi * sinf(t_0))) + ((ux * maxCos) * zi);
}
function code(xi, yi, zi, ux, uy, maxCos) t_0 = Float32(Float32(pi) * Float32(uy * Float32(2.0))) return Float32(Float32(Float32(xi * Float32(cos(t_0) * sqrt(Float32(Float32(1.0) - Float32(Float32(maxCos * maxCos) * Float32(ux * ux)))))) + Float32(yi * sin(t_0))) + Float32(Float32(ux * maxCos) * zi)) end
function tmp = code(xi, yi, zi, ux, uy, maxCos) t_0 = single(pi) * (uy * single(2.0)); tmp = ((xi * (cos(t_0) * sqrt((single(1.0) - ((maxCos * maxCos) * (ux * ux)))))) + (yi * sin(t_0))) + ((ux * maxCos) * zi); end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \pi \cdot \left(uy \cdot 2\right)\\
\left(xi \cdot \left(\cos t_0 \cdot \sqrt{1 - \left(maxCos \cdot maxCos\right) \cdot \left(ux \cdot ux\right)}\right) + yi \cdot \sin t_0\right) + \left(ux \cdot maxCos\right) \cdot zi
\end{array}
\end{array}
Initial program 99.1%
Taylor expanded in ux around 0 99.0%
associate-*r*99.0%
Simplified99.0%
Taylor expanded in ux around 0 99.0%
unpow285.8%
unpow285.8%
Simplified99.0%
Taylor expanded in ux around 0 96.3%
*-commutative96.3%
Simplified96.3%
Final simplification96.3%
(FPCore (xi yi zi ux uy maxCos)
:precision binary32
(+
(* zi (* ux (* (- 1.0 ux) maxCos)))
(+
(*
xi
(* (cos (* PI (* uy 2.0))) (sqrt (- 1.0 (* (* maxCos maxCos) (* ux ux))))))
(* 2.0 (* PI (* uy yi))))))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
return (zi * (ux * ((1.0f - ux) * maxCos))) + ((xi * (cosf((((float) M_PI) * (uy * 2.0f))) * sqrtf((1.0f - ((maxCos * maxCos) * (ux * ux)))))) + (2.0f * (((float) M_PI) * (uy * yi))));
}
function code(xi, yi, zi, ux, uy, maxCos) return Float32(Float32(zi * Float32(ux * Float32(Float32(Float32(1.0) - ux) * maxCos))) + Float32(Float32(xi * Float32(cos(Float32(Float32(pi) * Float32(uy * Float32(2.0)))) * sqrt(Float32(Float32(1.0) - Float32(Float32(maxCos * maxCos) * Float32(ux * ux)))))) + Float32(Float32(2.0) * Float32(Float32(pi) * Float32(uy * yi))))) end
function tmp = code(xi, yi, zi, ux, uy, maxCos) tmp = (zi * (ux * ((single(1.0) - ux) * maxCos))) + ((xi * (cos((single(pi) * (uy * single(2.0)))) * sqrt((single(1.0) - ((maxCos * maxCos) * (ux * ux)))))) + (single(2.0) * (single(pi) * (uy * yi)))); end
\begin{array}{l}
\\
zi \cdot \left(ux \cdot \left(\left(1 - ux\right) \cdot maxCos\right)\right) + \left(xi \cdot \left(\cos \left(\pi \cdot \left(uy \cdot 2\right)\right) \cdot \sqrt{1 - \left(maxCos \cdot maxCos\right) \cdot \left(ux \cdot ux\right)}\right) + 2 \cdot \left(\pi \cdot \left(uy \cdot yi\right)\right)\right)
\end{array}
Initial program 99.1%
Taylor expanded in ux around 0 99.0%
associate-*r*99.0%
Simplified99.0%
Taylor expanded in ux around 0 99.0%
unpow285.8%
unpow285.8%
Simplified99.0%
Taylor expanded in uy around 0 93.2%
associate-*r*93.2%
*-commutative93.2%
Simplified93.2%
Final simplification93.2%
(FPCore (xi yi zi ux uy maxCos)
:precision binary32
(+
(* zi (* ux (* (- 1.0 ux) maxCos)))
(+
(*
xi
(* (cos (* PI (* uy 2.0))) (sqrt (- 1.0 (* (* maxCos maxCos) (* ux ux))))))
(* (* uy 2.0) (* PI yi)))))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
return (zi * (ux * ((1.0f - ux) * maxCos))) + ((xi * (cosf((((float) M_PI) * (uy * 2.0f))) * sqrtf((1.0f - ((maxCos * maxCos) * (ux * ux)))))) + ((uy * 2.0f) * (((float) M_PI) * yi)));
}
function code(xi, yi, zi, ux, uy, maxCos) return Float32(Float32(zi * Float32(ux * Float32(Float32(Float32(1.0) - ux) * maxCos))) + Float32(Float32(xi * Float32(cos(Float32(Float32(pi) * Float32(uy * Float32(2.0)))) * sqrt(Float32(Float32(1.0) - Float32(Float32(maxCos * maxCos) * Float32(ux * ux)))))) + Float32(Float32(uy * Float32(2.0)) * Float32(Float32(pi) * yi)))) end
function tmp = code(xi, yi, zi, ux, uy, maxCos) tmp = (zi * (ux * ((single(1.0) - ux) * maxCos))) + ((xi * (cos((single(pi) * (uy * single(2.0)))) * sqrt((single(1.0) - ((maxCos * maxCos) * (ux * ux)))))) + ((uy * single(2.0)) * (single(pi) * yi))); end
\begin{array}{l}
\\
zi \cdot \left(ux \cdot \left(\left(1 - ux\right) \cdot maxCos\right)\right) + \left(xi \cdot \left(\cos \left(\pi \cdot \left(uy \cdot 2\right)\right) \cdot \sqrt{1 - \left(maxCos \cdot maxCos\right) \cdot \left(ux \cdot ux\right)}\right) + \left(uy \cdot 2\right) \cdot \left(\pi \cdot yi\right)\right)
\end{array}
Initial program 99.1%
Taylor expanded in ux around 0 99.0%
associate-*r*99.0%
Simplified99.0%
Taylor expanded in ux around 0 99.0%
unpow285.8%
unpow285.8%
Simplified99.0%
Taylor expanded in uy around 0 93.2%
associate-*r*93.2%
*-commutative93.2%
Simplified93.2%
Final simplification93.2%
(FPCore (xi yi zi ux uy maxCos)
:precision binary32
(+
(* zi (* ux (* (- 1.0 ux) maxCos)))
(+
(*
xi
(* (cos (* PI (* uy 2.0))) (sqrt (- 1.0 (* (* maxCos maxCos) (* ux ux))))))
(* (* uy PI) (* 2.0 yi)))))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
return (zi * (ux * ((1.0f - ux) * maxCos))) + ((xi * (cosf((((float) M_PI) * (uy * 2.0f))) * sqrtf((1.0f - ((maxCos * maxCos) * (ux * ux)))))) + ((uy * ((float) M_PI)) * (2.0f * yi)));
}
function code(xi, yi, zi, ux, uy, maxCos) return Float32(Float32(zi * Float32(ux * Float32(Float32(Float32(1.0) - ux) * maxCos))) + Float32(Float32(xi * Float32(cos(Float32(Float32(pi) * Float32(uy * Float32(2.0)))) * sqrt(Float32(Float32(1.0) - Float32(Float32(maxCos * maxCos) * Float32(ux * ux)))))) + Float32(Float32(uy * Float32(pi)) * Float32(Float32(2.0) * yi)))) end
function tmp = code(xi, yi, zi, ux, uy, maxCos) tmp = (zi * (ux * ((single(1.0) - ux) * maxCos))) + ((xi * (cos((single(pi) * (uy * single(2.0)))) * sqrt((single(1.0) - ((maxCos * maxCos) * (ux * ux)))))) + ((uy * single(pi)) * (single(2.0) * yi))); end
\begin{array}{l}
\\
zi \cdot \left(ux \cdot \left(\left(1 - ux\right) \cdot maxCos\right)\right) + \left(xi \cdot \left(\cos \left(\pi \cdot \left(uy \cdot 2\right)\right) \cdot \sqrt{1 - \left(maxCos \cdot maxCos\right) \cdot \left(ux \cdot ux\right)}\right) + \left(uy \cdot \pi\right) \cdot \left(2 \cdot yi\right)\right)
\end{array}
Initial program 99.1%
Taylor expanded in ux around 0 99.0%
associate-*r*99.0%
Simplified99.0%
Taylor expanded in ux around 0 99.0%
unpow285.8%
unpow285.8%
Simplified99.0%
*-commutative99.0%
associate-*r*99.0%
add-exp-log98.0%
expm1-log1p-u98.0%
add-exp-log98.9%
associate-*r*98.9%
*-commutative98.9%
associate-*l*98.9%
Applied egg-rr98.9%
Taylor expanded in uy around 0 93.2%
*-commutative93.2%
*-commutative93.2%
associate-*r*93.2%
associate-*l*93.2%
*-commutative93.2%
Simplified93.2%
Final simplification93.2%
(FPCore (xi yi zi ux uy maxCos)
:precision binary32
(-
(+
(*
xi
(* (cos (* PI (* uy 2.0))) (sqrt (- 1.0 (* (* maxCos maxCos) (* ux ux))))))
(* 2.0 (* PI (* uy yi))))
(* zi (* maxCos (* ux ux)))))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
return ((xi * (cosf((((float) M_PI) * (uy * 2.0f))) * sqrtf((1.0f - ((maxCos * maxCos) * (ux * ux)))))) + (2.0f * (((float) M_PI) * (uy * yi)))) - (zi * (maxCos * (ux * ux)));
}
function code(xi, yi, zi, ux, uy, maxCos) return Float32(Float32(Float32(xi * Float32(cos(Float32(Float32(pi) * Float32(uy * Float32(2.0)))) * sqrt(Float32(Float32(1.0) - Float32(Float32(maxCos * maxCos) * Float32(ux * ux)))))) + Float32(Float32(2.0) * Float32(Float32(pi) * Float32(uy * yi)))) - Float32(zi * Float32(maxCos * Float32(ux * ux)))) end
function tmp = code(xi, yi, zi, ux, uy, maxCos) tmp = ((xi * (cos((single(pi) * (uy * single(2.0)))) * sqrt((single(1.0) - ((maxCos * maxCos) * (ux * ux)))))) + (single(2.0) * (single(pi) * (uy * yi)))) - (zi * (maxCos * (ux * ux))); end
\begin{array}{l}
\\
\left(xi \cdot \left(\cos \left(\pi \cdot \left(uy \cdot 2\right)\right) \cdot \sqrt{1 - \left(maxCos \cdot maxCos\right) \cdot \left(ux \cdot ux\right)}\right) + 2 \cdot \left(\pi \cdot \left(uy \cdot yi\right)\right)\right) - zi \cdot \left(maxCos \cdot \left(ux \cdot ux\right)\right)
\end{array}
Initial program 99.1%
Taylor expanded in ux around 0 99.0%
associate-*r*99.0%
Simplified99.0%
Taylor expanded in uy around 0 93.2%
associate-*r*93.2%
*-commutative93.2%
Simplified93.2%
Taylor expanded in ux around inf 85.8%
associate-*r*85.8%
neg-mul-185.8%
unpow285.8%
Simplified85.8%
Taylor expanded in ux around 0 85.8%
unpow285.8%
unpow285.8%
Simplified85.8%
Final simplification85.8%
(FPCore (xi yi zi ux uy maxCos) :precision binary32 (fma (cos (* uy (* 2.0 PI))) (* xi (sqrt (+ 1.0 (* (* maxCos (* ux (* ux maxCos))) (+ ux -1.0))))) (* ux (* maxCos (* (- 1.0 ux) zi)))))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
return fmaf(cosf((uy * (2.0f * ((float) M_PI)))), (xi * sqrtf((1.0f + ((maxCos * (ux * (ux * maxCos))) * (ux + -1.0f))))), (ux * (maxCos * ((1.0f - ux) * zi))));
}
function code(xi, yi, zi, ux, uy, maxCos) return fma(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))), Float32(xi * sqrt(Float32(Float32(1.0) + Float32(Float32(maxCos * Float32(ux * Float32(ux * maxCos))) * Float32(ux + Float32(-1.0)))))), Float32(ux * Float32(maxCos * Float32(Float32(Float32(1.0) - ux) * zi)))) end
\begin{array}{l}
\\
\mathsf{fma}\left(\cos \left(uy \cdot \left(2 \cdot \pi\right)\right), xi \cdot \sqrt{1 + \left(maxCos \cdot \left(ux \cdot \left(ux \cdot maxCos\right)\right)\right) \cdot \left(ux + -1\right)}, ux \cdot \left(maxCos \cdot \left(\left(1 - ux\right) \cdot zi\right)\right)\right)
\end{array}
Initial program 99.1%
Simplified99.1%
Taylor expanded in uy around 0 67.5%
*-commutative67.5%
associate-*r*67.4%
associate-*l*67.5%
*-commutative67.5%
associate-*r*67.5%
*-commutative67.5%
*-commutative67.5%
sub-neg67.5%
mul-1-neg67.5%
distribute-lft-in67.5%
*-rgt-identity67.5%
mul-1-neg67.5%
distribute-rgt-neg-in67.5%
unsub-neg67.5%
*-commutative67.5%
Simplified67.5%
Taylor expanded in ux around 0 67.5%
Taylor expanded in maxCos around -inf 67.5%
Final simplification67.5%
(FPCore (xi yi zi ux uy maxCos) :precision binary32 (fma (cos (* uy (* 2.0 PI))) (* xi (sqrt (- 1.0 (* (* maxCos maxCos) (* ux ux))))) (* ux (* zi (- maxCos (* ux maxCos))))))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
return fmaf(cosf((uy * (2.0f * ((float) M_PI)))), (xi * sqrtf((1.0f - ((maxCos * maxCos) * (ux * ux))))), (ux * (zi * (maxCos - (ux * maxCos)))));
}
function code(xi, yi, zi, ux, uy, maxCos) return fma(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))), Float32(xi * sqrt(Float32(Float32(1.0) - Float32(Float32(maxCos * maxCos) * Float32(ux * ux))))), Float32(ux * Float32(zi * Float32(maxCos - Float32(ux * maxCos))))) end
\begin{array}{l}
\\
\mathsf{fma}\left(\cos \left(uy \cdot \left(2 \cdot \pi\right)\right), xi \cdot \sqrt{1 - \left(maxCos \cdot maxCos\right) \cdot \left(ux \cdot ux\right)}, ux \cdot \left(zi \cdot \left(maxCos - ux \cdot maxCos\right)\right)\right)
\end{array}
Initial program 99.1%
Simplified99.1%
Taylor expanded in uy around 0 67.5%
*-commutative67.5%
associate-*r*67.4%
associate-*l*67.5%
*-commutative67.5%
associate-*r*67.5%
*-commutative67.5%
*-commutative67.5%
sub-neg67.5%
mul-1-neg67.5%
distribute-lft-in67.5%
*-rgt-identity67.5%
mul-1-neg67.5%
distribute-rgt-neg-in67.5%
unsub-neg67.5%
*-commutative67.5%
Simplified67.5%
Taylor expanded in ux around 0 67.5%
Taylor expanded in ux around 0 67.5%
*-commutative67.5%
unpow267.5%
unpow267.5%
Simplified67.5%
Final simplification67.5%
(FPCore (xi yi zi ux uy maxCos) :precision binary32 (fma (cos (* uy (* 2.0 PI))) (* xi (sqrt (- 1.0 (* (* maxCos maxCos) (* ux ux))))) (* ux (* (- 1.0 ux) (* maxCos zi)))))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
return fmaf(cosf((uy * (2.0f * ((float) M_PI)))), (xi * sqrtf((1.0f - ((maxCos * maxCos) * (ux * ux))))), (ux * ((1.0f - ux) * (maxCos * zi))));
}
function code(xi, yi, zi, ux, uy, maxCos) return fma(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))), Float32(xi * sqrt(Float32(Float32(1.0) - Float32(Float32(maxCos * maxCos) * Float32(ux * ux))))), Float32(ux * Float32(Float32(Float32(1.0) - ux) * Float32(maxCos * zi)))) end
\begin{array}{l}
\\
\mathsf{fma}\left(\cos \left(uy \cdot \left(2 \cdot \pi\right)\right), xi \cdot \sqrt{1 - \left(maxCos \cdot maxCos\right) \cdot \left(ux \cdot ux\right)}, ux \cdot \left(\left(1 - ux\right) \cdot \left(maxCos \cdot zi\right)\right)\right)
\end{array}
Initial program 99.1%
Simplified99.1%
Taylor expanded in uy around 0 67.5%
*-commutative67.5%
associate-*r*67.4%
associate-*l*67.5%
*-commutative67.5%
associate-*r*67.5%
*-commutative67.5%
*-commutative67.5%
sub-neg67.5%
mul-1-neg67.5%
distribute-lft-in67.5%
*-rgt-identity67.5%
mul-1-neg67.5%
distribute-rgt-neg-in67.5%
unsub-neg67.5%
*-commutative67.5%
Simplified67.5%
Taylor expanded in ux around 0 67.5%
Taylor expanded in ux around 0 67.5%
*-commutative67.5%
unpow267.5%
unpow267.5%
Simplified67.5%
Taylor expanded in zi around 0 67.5%
*-commutative67.5%
cancel-sign-sub-inv67.5%
distribute-rgt1-in67.5%
+-commutative67.5%
sub-neg67.5%
associate-*r*67.5%
Simplified67.5%
Final simplification67.5%
(FPCore (xi yi zi ux uy maxCos) :precision binary32 (fma (cos (* uy (* 2.0 PI))) (* xi (sqrt (- 1.0 (* (* maxCos maxCos) (* ux ux))))) (* (* ux zi) (- maxCos (* ux maxCos)))))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
return fmaf(cosf((uy * (2.0f * ((float) M_PI)))), (xi * sqrtf((1.0f - ((maxCos * maxCos) * (ux * ux))))), ((ux * zi) * (maxCos - (ux * maxCos))));
}
function code(xi, yi, zi, ux, uy, maxCos) return fma(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))), Float32(xi * sqrt(Float32(Float32(1.0) - Float32(Float32(maxCos * maxCos) * Float32(ux * ux))))), Float32(Float32(ux * zi) * Float32(maxCos - Float32(ux * maxCos)))) end
\begin{array}{l}
\\
\mathsf{fma}\left(\cos \left(uy \cdot \left(2 \cdot \pi\right)\right), xi \cdot \sqrt{1 - \left(maxCos \cdot maxCos\right) \cdot \left(ux \cdot ux\right)}, \left(ux \cdot zi\right) \cdot \left(maxCos - ux \cdot maxCos\right)\right)
\end{array}
Initial program 99.1%
Simplified99.1%
Taylor expanded in uy around 0 67.5%
*-commutative67.5%
associate-*r*67.4%
associate-*l*67.5%
*-commutative67.5%
associate-*r*67.5%
*-commutative67.5%
*-commutative67.5%
sub-neg67.5%
mul-1-neg67.5%
distribute-lft-in67.5%
*-rgt-identity67.5%
mul-1-neg67.5%
distribute-rgt-neg-in67.5%
unsub-neg67.5%
*-commutative67.5%
Simplified67.5%
Taylor expanded in ux around 0 67.5%
Taylor expanded in ux around 0 67.5%
*-commutative67.5%
unpow267.5%
unpow267.5%
Simplified67.5%
Taylor expanded in zi around 0 67.5%
Final simplification67.5%
(FPCore (xi yi zi ux uy maxCos) :precision binary32 (fma (cos (* uy (* 2.0 PI))) (* xi (sqrt (- 1.0 (* (* maxCos maxCos) (* ux ux))))) (* ux (* maxCos (* (- 1.0 ux) zi)))))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
return fmaf(cosf((uy * (2.0f * ((float) M_PI)))), (xi * sqrtf((1.0f - ((maxCos * maxCos) * (ux * ux))))), (ux * (maxCos * ((1.0f - ux) * zi))));
}
function code(xi, yi, zi, ux, uy, maxCos) return fma(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))), Float32(xi * sqrt(Float32(Float32(1.0) - Float32(Float32(maxCos * maxCos) * Float32(ux * ux))))), Float32(ux * Float32(maxCos * Float32(Float32(Float32(1.0) - ux) * zi)))) end
\begin{array}{l}
\\
\mathsf{fma}\left(\cos \left(uy \cdot \left(2 \cdot \pi\right)\right), xi \cdot \sqrt{1 - \left(maxCos \cdot maxCos\right) \cdot \left(ux \cdot ux\right)}, ux \cdot \left(maxCos \cdot \left(\left(1 - ux\right) \cdot zi\right)\right)\right)
\end{array}
Initial program 99.1%
Simplified99.1%
Taylor expanded in uy around 0 67.5%
*-commutative67.5%
associate-*r*67.4%
associate-*l*67.5%
*-commutative67.5%
associate-*r*67.5%
*-commutative67.5%
*-commutative67.5%
sub-neg67.5%
mul-1-neg67.5%
distribute-lft-in67.5%
*-rgt-identity67.5%
mul-1-neg67.5%
distribute-rgt-neg-in67.5%
unsub-neg67.5%
*-commutative67.5%
Simplified67.5%
Taylor expanded in ux around 0 67.5%
Taylor expanded in ux around 0 67.5%
*-commutative67.5%
unpow267.5%
unpow267.5%
Simplified67.5%
Taylor expanded in maxCos around -inf 67.5%
Final simplification67.5%
(FPCore (xi yi zi ux uy maxCos) :precision binary32 (fma (cos (* uy (* 2.0 PI))) (* xi (sqrt (- 1.0 (* (* maxCos maxCos) (* ux ux))))) (* maxCos (* ux zi))))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
return fmaf(cosf((uy * (2.0f * ((float) M_PI)))), (xi * sqrtf((1.0f - ((maxCos * maxCos) * (ux * ux))))), (maxCos * (ux * zi)));
}
function code(xi, yi, zi, ux, uy, maxCos) return fma(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))), Float32(xi * sqrt(Float32(Float32(1.0) - Float32(Float32(maxCos * maxCos) * Float32(ux * ux))))), Float32(maxCos * Float32(ux * zi))) end
\begin{array}{l}
\\
\mathsf{fma}\left(\cos \left(uy \cdot \left(2 \cdot \pi\right)\right), xi \cdot \sqrt{1 - \left(maxCos \cdot maxCos\right) \cdot \left(ux \cdot ux\right)}, maxCos \cdot \left(ux \cdot zi\right)\right)
\end{array}
Initial program 99.1%
Simplified99.1%
Taylor expanded in uy around 0 67.5%
*-commutative67.5%
associate-*r*67.4%
associate-*l*67.5%
*-commutative67.5%
associate-*r*67.5%
*-commutative67.5%
*-commutative67.5%
sub-neg67.5%
mul-1-neg67.5%
distribute-lft-in67.5%
*-rgt-identity67.5%
mul-1-neg67.5%
distribute-rgt-neg-in67.5%
unsub-neg67.5%
*-commutative67.5%
Simplified67.5%
Taylor expanded in ux around 0 67.5%
Taylor expanded in ux around 0 67.5%
*-commutative67.5%
unpow267.5%
unpow267.5%
Simplified67.5%
Taylor expanded in ux around 0 65.2%
Final simplification65.2%
(FPCore (xi yi zi ux uy maxCos) :precision binary32 (fma (cos (* uy (* 2.0 PI))) (* xi (sqrt (- 1.0 (* (* maxCos maxCos) (* ux ux))))) (* ux (* maxCos zi))))
float code(float xi, float yi, float zi, float ux, float uy, float maxCos) {
return fmaf(cosf((uy * (2.0f * ((float) M_PI)))), (xi * sqrtf((1.0f - ((maxCos * maxCos) * (ux * ux))))), (ux * (maxCos * zi)));
}
function code(xi, yi, zi, ux, uy, maxCos) return fma(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))), Float32(xi * sqrt(Float32(Float32(1.0) - Float32(Float32(maxCos * maxCos) * Float32(ux * ux))))), Float32(ux * Float32(maxCos * zi))) end
\begin{array}{l}
\\
\mathsf{fma}\left(\cos \left(uy \cdot \left(2 \cdot \pi\right)\right), xi \cdot \sqrt{1 - \left(maxCos \cdot maxCos\right) \cdot \left(ux \cdot ux\right)}, ux \cdot \left(maxCos \cdot zi\right)\right)
\end{array}
Initial program 99.1%
Simplified99.1%
Taylor expanded in uy around 0 67.5%
*-commutative67.5%
associate-*r*67.4%
associate-*l*67.5%
*-commutative67.5%
associate-*r*67.5%
*-commutative67.5%
*-commutative67.5%
sub-neg67.5%
mul-1-neg67.5%
distribute-lft-in67.5%
*-rgt-identity67.5%
mul-1-neg67.5%
distribute-rgt-neg-in67.5%
unsub-neg67.5%
*-commutative67.5%
Simplified67.5%
Taylor expanded in ux around 0 67.5%
Taylor expanded in ux around 0 67.5%
*-commutative67.5%
unpow267.5%
unpow267.5%
Simplified67.5%
Taylor expanded in ux around 0 65.2%
*-commutative65.2%
associate-*l*65.2%
Simplified65.2%
Final simplification65.2%
herbie shell --seed 2023279
(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)))