
(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 15 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 (fma maxCos -2.0 2.0) ux (* (pow (- 1.0 maxCos) 2.0) (- (* ux ux)))))))
float code(float ux, float uy, float maxCos) {
return cosf((uy * (2.0f * ((float) M_PI)))) * sqrtf(fmaf(fmaf(maxCos, -2.0f, 2.0f), ux, (powf((1.0f - maxCos), 2.0f) * -(ux * ux))));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(fma(fma(maxCos, Float32(-2.0), Float32(2.0)), ux, Float32((Float32(Float32(1.0) - maxCos) ^ Float32(2.0)) * Float32(-Float32(ux * ux)))))) end
\begin{array}{l}
\\
\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(\mathsf{fma}\left(maxCos, -2, 2\right), ux, {\left(1 - maxCos\right)}^{2} \cdot \left(-ux \cdot ux\right)\right)}
\end{array}
Initial program 55.9%
associate-*l*55.9%
+-commutative55.9%
associate-+r-55.9%
fma-def55.9%
+-commutative55.9%
associate-+r-55.8%
fma-def55.8%
Simplified55.8%
Taylor expanded in ux around -inf 99.2%
metadata-eval99.2%
cancel-sign-sub-inv99.2%
*-commutative99.2%
fma-def99.2%
cancel-sign-sub-inv99.2%
metadata-eval99.2%
+-commutative99.2%
*-commutative99.2%
fma-def99.2%
mul-1-neg99.2%
distribute-rgt-neg-in99.2%
unpow299.2%
mul-1-neg99.2%
sub-neg99.2%
Simplified99.2%
Final simplification99.2%
(FPCore (ux uy maxCos)
:precision binary32
(*
(cos (* uy (* 2.0 PI)))
(sqrt
(fma
(+ maxCos -1.0)
(* (* ux ux) (- 1.0 maxCos))
(* ux (+ (- 1.0 maxCos) (- 1.0 maxCos)))))))
float code(float ux, float uy, float maxCos) {
return cosf((uy * (2.0f * ((float) M_PI)))) * sqrtf(fmaf((maxCos + -1.0f), ((ux * ux) * (1.0f - maxCos)), (ux * ((1.0f - maxCos) + (1.0f - maxCos)))));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(fma(Float32(maxCos + Float32(-1.0)), Float32(Float32(ux * ux) * Float32(Float32(1.0) - maxCos)), Float32(ux * Float32(Float32(Float32(1.0) - maxCos) + Float32(Float32(1.0) - maxCos)))))) end
\begin{array}{l}
\\
\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(maxCos + -1, \left(ux \cdot ux\right) \cdot \left(1 - maxCos\right), ux \cdot \left(\left(1 - maxCos\right) + \left(1 - maxCos\right)\right)\right)}
\end{array}
Initial program 55.9%
associate-*l*55.9%
sub-neg55.9%
+-commutative55.9%
distribute-rgt-neg-in55.9%
fma-def55.9%
+-commutative55.9%
associate-+r-55.9%
fma-def55.9%
neg-sub055.9%
+-commutative55.9%
associate-+r-55.9%
associate--r-55.9%
neg-sub055.9%
+-commutative55.9%
sub-neg55.9%
fma-def55.9%
Simplified55.9%
Taylor expanded in ux around 0 99.2%
fma-def99.2%
sub-neg99.2%
metadata-eval99.2%
*-commutative99.2%
unpow299.2%
+-commutative99.2%
mul-1-neg99.2%
sub-neg99.2%
metadata-eval99.2%
distribute-neg-in99.2%
metadata-eval99.2%
+-commutative99.2%
mul-1-neg99.2%
associate--l+99.2%
mul-1-neg99.2%
sub-neg99.2%
Simplified99.2%
Final simplification99.2%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* uy (* 2.0 PI))) (sqrt (* (- 1.0 maxCos) (+ (* 2.0 ux) (* ux (* ux (+ maxCos -1.0))))))))
float code(float ux, float uy, float maxCos) {
return cosf((uy * (2.0f * ((float) M_PI)))) * sqrtf(((1.0f - maxCos) * ((2.0f * ux) + (ux * (ux * (maxCos + -1.0f))))));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(Float32(Float32(1.0) - maxCos) * Float32(Float32(Float32(2.0) * ux) + Float32(ux * Float32(ux * Float32(maxCos + Float32(-1.0)))))))) end
function tmp = code(ux, uy, maxCos) tmp = cos((uy * (single(2.0) * single(pi)))) * sqrt(((single(1.0) - maxCos) * ((single(2.0) * ux) + (ux * (ux * (maxCos + single(-1.0))))))); end
\begin{array}{l}
\\
\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\left(1 - maxCos\right) \cdot \left(2 \cdot ux + ux \cdot \left(ux \cdot \left(maxCos + -1\right)\right)\right)}
\end{array}
Initial program 55.9%
associate-*l*55.9%
sub-neg55.9%
+-commutative55.9%
distribute-rgt-neg-in55.9%
fma-def55.9%
+-commutative55.9%
associate-+r-55.9%
fma-def55.9%
neg-sub055.9%
+-commutative55.9%
associate-+r-55.9%
associate--r-55.9%
neg-sub055.9%
+-commutative55.9%
sub-neg55.9%
fma-def55.9%
Simplified55.9%
Taylor expanded in ux around 0 99.2%
fma-def99.2%
sub-neg99.2%
metadata-eval99.2%
*-commutative99.2%
unpow299.2%
+-commutative99.2%
mul-1-neg99.2%
sub-neg99.2%
metadata-eval99.2%
distribute-neg-in99.2%
metadata-eval99.2%
+-commutative99.2%
mul-1-neg99.2%
associate--l+99.2%
mul-1-neg99.2%
sub-neg99.2%
Simplified99.2%
pow1/299.2%
count-299.2%
Applied egg-rr99.2%
Taylor expanded in uy around inf 99.2%
*-commutative99.2%
associate-*r*99.2%
*-commutative99.2%
+-commutative99.2%
associate-*r*99.2%
*-commutative99.2%
associate-*r*99.2%
+-commutative99.2%
*-commutative99.2%
associate-*r*99.2%
*-commutative99.2%
distribute-rgt-out99.2%
Simplified99.2%
Final simplification99.2%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* uy (* 2.0 PI))) (sqrt (* (+ maxCos -1.0) (* ux (- (* ux (- 1.0 maxCos)) 2.0))))))
float code(float ux, float uy, float maxCos) {
return cosf((uy * (2.0f * ((float) M_PI)))) * sqrtf(((maxCos + -1.0f) * (ux * ((ux * (1.0f - maxCos)) - 2.0f))));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(Float32(maxCos + Float32(-1.0)) * Float32(ux * Float32(Float32(ux * Float32(Float32(1.0) - maxCos)) - Float32(2.0)))))) end
function tmp = code(ux, uy, maxCos) tmp = cos((uy * (single(2.0) * single(pi)))) * sqrt(((maxCos + single(-1.0)) * (ux * ((ux * (single(1.0) - maxCos)) - single(2.0))))); end
\begin{array}{l}
\\
\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\left(maxCos + -1\right) \cdot \left(ux \cdot \left(ux \cdot \left(1 - maxCos\right) - 2\right)\right)}
\end{array}
Initial program 55.9%
associate-*l*55.9%
sub-neg55.9%
+-commutative55.9%
distribute-rgt-neg-in55.9%
fma-def55.9%
+-commutative55.9%
associate-+r-55.9%
fma-def55.9%
neg-sub055.9%
+-commutative55.9%
associate-+r-55.9%
associate--r-55.9%
neg-sub055.9%
+-commutative55.9%
sub-neg55.9%
fma-def55.9%
Simplified55.9%
Taylor expanded in ux around 0 99.2%
fma-def99.2%
sub-neg99.2%
metadata-eval99.2%
*-commutative99.2%
unpow299.2%
+-commutative99.2%
mul-1-neg99.2%
sub-neg99.2%
metadata-eval99.2%
distribute-neg-in99.2%
metadata-eval99.2%
+-commutative99.2%
mul-1-neg99.2%
associate--l+99.2%
mul-1-neg99.2%
sub-neg99.2%
Simplified99.2%
pow1/299.2%
count-299.2%
Applied egg-rr99.2%
Taylor expanded in uy around inf 99.2%
*-commutative99.2%
associate-*r*99.2%
*-commutative99.2%
+-commutative99.2%
associate-*r*99.2%
*-commutative99.2%
associate-*r*99.2%
+-commutative99.2%
*-commutative99.2%
associate-*r*99.2%
*-commutative99.2%
distribute-rgt-out99.2%
Simplified99.2%
pow199.2%
fma-def99.2%
Applied egg-rr99.2%
Simplified99.1%
Final simplification99.1%
(FPCore (ux uy maxCos) :precision binary32 (if (<= uy 0.0010000000474974513) (sqrt (* ux (- (fma maxCos -2.0 2.0) (* ux (pow (- 1.0 maxCos) 2.0))))) (* (cos (* uy (* 2.0 PI))) (sqrt (* 2.0 ux)))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (uy <= 0.0010000000474974513f) {
tmp = sqrtf((ux * (fmaf(maxCos, -2.0f, 2.0f) - (ux * powf((1.0f - maxCos), 2.0f)))));
} 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 (uy <= Float32(0.0010000000474974513)) tmp = sqrt(Float32(ux * Float32(fma(maxCos, Float32(-2.0), Float32(2.0)) - Float32(ux * (Float32(Float32(1.0) - maxCos) ^ Float32(2.0)))))); else tmp = Float32(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(Float32(2.0) * ux))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \leq 0.0010000000474974513:\\
\;\;\;\;\sqrt{ux \cdot \left(\mathsf{fma}\left(maxCos, -2, 2\right) - ux \cdot {\left(1 - maxCos\right)}^{2}\right)}\\
\mathbf{else}:\\
\;\;\;\;\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{2 \cdot ux}\\
\end{array}
\end{array}
if uy < 0.00100000005Initial program 56.8%
associate-*l*56.8%
+-commutative56.8%
associate-+r-56.8%
fma-def56.8%
+-commutative56.8%
associate-+r-56.7%
fma-def56.7%
Simplified56.7%
Taylor expanded in ux around -inf 99.6%
metadata-eval99.6%
cancel-sign-sub-inv99.6%
*-commutative99.6%
fma-def99.6%
cancel-sign-sub-inv99.6%
metadata-eval99.6%
+-commutative99.6%
*-commutative99.6%
fma-def99.6%
mul-1-neg99.6%
distribute-rgt-neg-in99.6%
unpow299.6%
mul-1-neg99.6%
sub-neg99.6%
Simplified99.6%
Taylor expanded in uy around 0 97.0%
fma-def97.1%
+-commutative97.1%
metadata-eval97.1%
cancel-sign-sub-inv97.1%
*-commutative97.1%
sub-neg97.1%
neg-mul-197.1%
fma-udef97.0%
*-commutative97.0%
fma-udef97.1%
cancel-sign-sub-inv97.1%
metadata-eval97.1%
+-commutative97.1%
fma-def97.1%
mul-1-neg97.1%
Simplified97.1%
Taylor expanded in ux around 0 97.0%
+-commutative97.0%
+-commutative97.0%
mul-1-neg97.0%
*-commutative97.0%
distribute-rgt-neg-in97.0%
unpow297.0%
associate-*r*97.0%
distribute-lft-out97.0%
distribute-rgt-neg-out97.0%
unsub-neg97.0%
*-commutative97.0%
fma-def97.0%
Simplified97.0%
if 0.00100000005 < uy Initial program 53.8%
associate-*l*53.8%
sub-neg53.8%
+-commutative53.8%
distribute-rgt-neg-in53.8%
fma-def54.0%
+-commutative54.0%
associate-+r-54.0%
fma-def54.0%
neg-sub054.0%
+-commutative54.0%
associate-+r-54.0%
associate--r-54.0%
neg-sub054.0%
+-commutative54.0%
sub-neg54.0%
fma-def54.0%
Simplified54.0%
Taylor expanded in ux around 0 77.8%
Taylor expanded in maxCos around 0 74.5%
Final simplification90.3%
(FPCore (ux uy maxCos) :precision binary32 (if (<= uy 0.0010000000474974513) (sqrt (* ux (- (fma maxCos -2.0 2.0) (* ux (pow (- 1.0 maxCos) 2.0))))) (* (cos (* uy (* 2.0 PI))) (sqrt (* ux (- 2.0 (* 2.0 maxCos)))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (uy <= 0.0010000000474974513f) {
tmp = sqrtf((ux * (fmaf(maxCos, -2.0f, 2.0f) - (ux * powf((1.0f - maxCos), 2.0f)))));
} else {
tmp = cosf((uy * (2.0f * ((float) M_PI)))) * sqrtf((ux * (2.0f - (2.0f * maxCos))));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (uy <= Float32(0.0010000000474974513)) tmp = sqrt(Float32(ux * Float32(fma(maxCos, Float32(-2.0), Float32(2.0)) - Float32(ux * (Float32(Float32(1.0) - maxCos) ^ Float32(2.0)))))); else tmp = Float32(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(ux * Float32(Float32(2.0) - Float32(Float32(2.0) * maxCos))))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \leq 0.0010000000474974513:\\
\;\;\;\;\sqrt{ux \cdot \left(\mathsf{fma}\left(maxCos, -2, 2\right) - ux \cdot {\left(1 - maxCos\right)}^{2}\right)}\\
\mathbf{else}:\\
\;\;\;\;\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{ux \cdot \left(2 - 2 \cdot maxCos\right)}\\
\end{array}
\end{array}
if uy < 0.00100000005Initial program 56.8%
associate-*l*56.8%
+-commutative56.8%
associate-+r-56.8%
fma-def56.8%
+-commutative56.8%
associate-+r-56.7%
fma-def56.7%
Simplified56.7%
Taylor expanded in ux around -inf 99.6%
metadata-eval99.6%
cancel-sign-sub-inv99.6%
*-commutative99.6%
fma-def99.6%
cancel-sign-sub-inv99.6%
metadata-eval99.6%
+-commutative99.6%
*-commutative99.6%
fma-def99.6%
mul-1-neg99.6%
distribute-rgt-neg-in99.6%
unpow299.6%
mul-1-neg99.6%
sub-neg99.6%
Simplified99.6%
Taylor expanded in uy around 0 97.0%
fma-def97.1%
+-commutative97.1%
metadata-eval97.1%
cancel-sign-sub-inv97.1%
*-commutative97.1%
sub-neg97.1%
neg-mul-197.1%
fma-udef97.0%
*-commutative97.0%
fma-udef97.1%
cancel-sign-sub-inv97.1%
metadata-eval97.1%
+-commutative97.1%
fma-def97.1%
mul-1-neg97.1%
Simplified97.1%
Taylor expanded in ux around 0 97.0%
+-commutative97.0%
+-commutative97.0%
mul-1-neg97.0%
*-commutative97.0%
distribute-rgt-neg-in97.0%
unpow297.0%
associate-*r*97.0%
distribute-lft-out97.0%
distribute-rgt-neg-out97.0%
unsub-neg97.0%
*-commutative97.0%
fma-def97.0%
Simplified97.0%
if 0.00100000005 < uy Initial program 53.8%
associate-*l*53.8%
+-commutative53.8%
associate-+r-53.8%
fma-def53.8%
+-commutative53.8%
associate-+r-53.8%
fma-def53.8%
Simplified53.8%
Taylor expanded in ux around 0 77.8%
Final simplification91.2%
(FPCore (ux uy maxCos) :precision binary32 (* (cos (* uy (* 2.0 PI))) (sqrt (- (* 2.0 ux) (* ux ux)))))
float code(float ux, float uy, float maxCos) {
return cosf((uy * (2.0f * ((float) M_PI)))) * sqrtf(((2.0f * ux) - (ux * ux)));
}
function code(ux, uy, maxCos) return Float32(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux)))) end
function tmp = code(ux, uy, maxCos) tmp = cos((uy * (single(2.0) * single(pi)))) * sqrt(((single(2.0) * ux) - (ux * ux))); end
\begin{array}{l}
\\
\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{2 \cdot ux - ux \cdot ux}
\end{array}
Initial program 55.9%
associate-*l*55.9%
+-commutative55.9%
associate-+r-55.9%
fma-def55.9%
+-commutative55.9%
associate-+r-55.8%
fma-def55.8%
Simplified55.8%
Taylor expanded in ux around -inf 99.2%
metadata-eval99.2%
cancel-sign-sub-inv99.2%
*-commutative99.2%
fma-def99.2%
cancel-sign-sub-inv99.2%
metadata-eval99.2%
+-commutative99.2%
*-commutative99.2%
fma-def99.2%
mul-1-neg99.2%
distribute-rgt-neg-in99.2%
unpow299.2%
mul-1-neg99.2%
sub-neg99.2%
Simplified99.2%
Taylor expanded in maxCos around 0 95.0%
+-commutative95.0%
neg-mul-195.0%
unsub-neg95.0%
unpow295.0%
Simplified95.0%
Final simplification95.0%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= uy 0.0010000000474974513)
(sqrt
(+
(* (- 1.0 maxCos) (* (+ maxCos -1.0) (pow ux 2.0)))
(* ux (- 2.0 (* 2.0 maxCos)))))
(* (cos (* uy (* 2.0 PI))) (sqrt (* 2.0 ux)))))
float code(float ux, float uy, float maxCos) {
float tmp;
if (uy <= 0.0010000000474974513f) {
tmp = sqrtf((((1.0f - maxCos) * ((maxCos + -1.0f) * powf(ux, 2.0f))) + (ux * (2.0f - (2.0f * maxCos)))));
} 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 (uy <= Float32(0.0010000000474974513)) tmp = sqrt(Float32(Float32(Float32(Float32(1.0) - maxCos) * Float32(Float32(maxCos + Float32(-1.0)) * (ux ^ Float32(2.0)))) + Float32(ux * Float32(Float32(2.0) - Float32(Float32(2.0) * maxCos))))); else tmp = Float32(cos(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(Float32(2.0) * ux))); end return tmp end
function tmp_2 = code(ux, uy, maxCos) tmp = single(0.0); if (uy <= single(0.0010000000474974513)) tmp = sqrt((((single(1.0) - maxCos) * ((maxCos + single(-1.0)) * (ux ^ single(2.0)))) + (ux * (single(2.0) - (single(2.0) * maxCos))))); else tmp = cos((uy * (single(2.0) * single(pi)))) * sqrt((single(2.0) * ux)); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \leq 0.0010000000474974513:\\
\;\;\;\;\sqrt{\left(1 - maxCos\right) \cdot \left(\left(maxCos + -1\right) \cdot {ux}^{2}\right) + ux \cdot \left(2 - 2 \cdot maxCos\right)}\\
\mathbf{else}:\\
\;\;\;\;\cos \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{2 \cdot ux}\\
\end{array}
\end{array}
if uy < 0.00100000005Initial program 56.8%
associate-*l*56.8%
sub-neg56.8%
+-commutative56.8%
distribute-rgt-neg-in56.8%
fma-def56.8%
+-commutative56.8%
associate-+r-56.7%
fma-def56.7%
neg-sub056.7%
+-commutative56.7%
associate-+r-56.7%
associate--r-56.7%
neg-sub056.7%
+-commutative56.7%
sub-neg56.7%
fma-def56.7%
Simplified56.7%
Taylor expanded in ux around 0 99.5%
fma-def99.5%
sub-neg99.5%
metadata-eval99.5%
*-commutative99.5%
unpow299.5%
+-commutative99.5%
mul-1-neg99.5%
sub-neg99.5%
metadata-eval99.5%
distribute-neg-in99.5%
metadata-eval99.5%
+-commutative99.5%
mul-1-neg99.5%
associate--l+99.6%
mul-1-neg99.6%
sub-neg99.6%
Simplified99.6%
Taylor expanded in uy around 0 97.0%
if 0.00100000005 < uy Initial program 53.8%
associate-*l*53.8%
sub-neg53.8%
+-commutative53.8%
distribute-rgt-neg-in53.8%
fma-def54.0%
+-commutative54.0%
associate-+r-54.0%
fma-def54.0%
neg-sub054.0%
+-commutative54.0%
associate-+r-54.0%
associate--r-54.0%
neg-sub054.0%
+-commutative54.0%
sub-neg54.0%
fma-def54.0%
Simplified54.0%
Taylor expanded in ux around 0 77.8%
Taylor expanded in maxCos around 0 74.5%
Final simplification90.3%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (+ (* (- 1.0 maxCos) (* (+ maxCos -1.0) (pow ux 2.0))) (* ux (- 2.0 (* 2.0 maxCos))))))
float code(float ux, float uy, float maxCos) {
return sqrtf((((1.0f - maxCos) * ((maxCos + -1.0f) * powf(ux, 2.0f))) + (ux * (2.0f - (2.0f * maxCos)))));
}
real(4) function code(ux, uy, maxcos)
real(4), intent (in) :: ux
real(4), intent (in) :: uy
real(4), intent (in) :: maxcos
code = sqrt((((1.0e0 - maxcos) * ((maxcos + (-1.0e0)) * (ux ** 2.0e0))) + (ux * (2.0e0 - (2.0e0 * maxcos)))))
end function
function code(ux, uy, maxCos) return sqrt(Float32(Float32(Float32(Float32(1.0) - maxCos) * Float32(Float32(maxCos + Float32(-1.0)) * (ux ^ Float32(2.0)))) + Float32(ux * Float32(Float32(2.0) - Float32(Float32(2.0) * maxCos))))) end
function tmp = code(ux, uy, maxCos) tmp = sqrt((((single(1.0) - maxCos) * ((maxCos + single(-1.0)) * (ux ^ single(2.0)))) + (ux * (single(2.0) - (single(2.0) * maxCos))))); end
\begin{array}{l}
\\
\sqrt{\left(1 - maxCos\right) \cdot \left(\left(maxCos + -1\right) \cdot {ux}^{2}\right) + ux \cdot \left(2 - 2 \cdot maxCos\right)}
\end{array}
Initial program 55.9%
associate-*l*55.9%
sub-neg55.9%
+-commutative55.9%
distribute-rgt-neg-in55.9%
fma-def55.9%
+-commutative55.9%
associate-+r-55.9%
fma-def55.9%
neg-sub055.9%
+-commutative55.9%
associate-+r-55.9%
associate--r-55.9%
neg-sub055.9%
+-commutative55.9%
sub-neg55.9%
fma-def55.9%
Simplified55.9%
Taylor expanded in ux around 0 99.2%
fma-def99.2%
sub-neg99.2%
metadata-eval99.2%
*-commutative99.2%
unpow299.2%
+-commutative99.2%
mul-1-neg99.2%
sub-neg99.2%
metadata-eval99.2%
distribute-neg-in99.2%
metadata-eval99.2%
+-commutative99.2%
mul-1-neg99.2%
associate--l+99.2%
mul-1-neg99.2%
sub-neg99.2%
Simplified99.2%
Taylor expanded in uy around 0 80.1%
Final simplification80.1%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (+ (* (* (* ux ux) (- 1.0 maxCos)) (+ maxCos -1.0)) (* ux (- (+ 1.0 (- 1.0 maxCos)) maxCos)))))
float code(float ux, float uy, float maxCos) {
return sqrtf(((((ux * ux) * (1.0f - maxCos)) * (maxCos + -1.0f)) + (ux * ((1.0f + (1.0f - maxCos)) - maxCos))));
}
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 * ux) * (1.0e0 - maxcos)) * (maxcos + (-1.0e0))) + (ux * ((1.0e0 + (1.0e0 - maxcos)) - maxcos))))
end function
function code(ux, uy, maxCos) return sqrt(Float32(Float32(Float32(Float32(ux * ux) * Float32(Float32(1.0) - maxCos)) * Float32(maxCos + Float32(-1.0))) + Float32(ux * Float32(Float32(Float32(1.0) + Float32(Float32(1.0) - maxCos)) - maxCos)))) end
function tmp = code(ux, uy, maxCos) tmp = sqrt(((((ux * ux) * (single(1.0) - maxCos)) * (maxCos + single(-1.0))) + (ux * ((single(1.0) + (single(1.0) - maxCos)) - maxCos)))); end
\begin{array}{l}
\\
\sqrt{\left(\left(ux \cdot ux\right) \cdot \left(1 - maxCos\right)\right) \cdot \left(maxCos + -1\right) + ux \cdot \left(\left(1 + \left(1 - maxCos\right)\right) - maxCos\right)}
\end{array}
Initial program 55.9%
associate-*l*55.9%
sub-neg55.9%
+-commutative55.9%
distribute-rgt-neg-in55.9%
fma-def55.9%
+-commutative55.9%
associate-+r-55.9%
fma-def55.9%
neg-sub055.9%
+-commutative55.9%
associate-+r-55.9%
associate--r-55.9%
neg-sub055.9%
+-commutative55.9%
sub-neg55.9%
fma-def55.9%
Simplified55.9%
Taylor expanded in uy around 0 48.3%
Taylor expanded in ux around inf 80.1%
Taylor expanded in maxCos around 0 80.1%
associate-*r*80.1%
neg-mul-180.1%
distribute-rgt1-in80.1%
metadata-eval80.1%
distribute-neg-in80.1%
+-commutative80.1%
distribute-neg-in80.1%
metadata-eval80.1%
sub-neg80.1%
unpow280.1%
Simplified80.1%
Final simplification80.1%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (* (- 1.0 maxCos) (+ (* 2.0 ux) (* ux (* ux (+ maxCos -1.0)))))))
float code(float ux, float uy, float maxCos) {
return sqrtf(((1.0f - maxCos) * ((2.0f * ux) + (ux * (ux * (maxCos + -1.0f))))));
}
real(4) function code(ux, uy, maxcos)
real(4), intent (in) :: ux
real(4), intent (in) :: uy
real(4), intent (in) :: maxcos
code = sqrt(((1.0e0 - maxcos) * ((2.0e0 * ux) + (ux * (ux * (maxcos + (-1.0e0)))))))
end function
function code(ux, uy, maxCos) return sqrt(Float32(Float32(Float32(1.0) - maxCos) * Float32(Float32(Float32(2.0) * ux) + Float32(ux * Float32(ux * Float32(maxCos + Float32(-1.0))))))) end
function tmp = code(ux, uy, maxCos) tmp = sqrt(((single(1.0) - maxCos) * ((single(2.0) * ux) + (ux * (ux * (maxCos + single(-1.0))))))); end
\begin{array}{l}
\\
\sqrt{\left(1 - maxCos\right) \cdot \left(2 \cdot ux + ux \cdot \left(ux \cdot \left(maxCos + -1\right)\right)\right)}
\end{array}
Initial program 55.9%
associate-*l*55.9%
sub-neg55.9%
+-commutative55.9%
distribute-rgt-neg-in55.9%
fma-def55.9%
+-commutative55.9%
associate-+r-55.9%
fma-def55.9%
neg-sub055.9%
+-commutative55.9%
associate-+r-55.9%
associate--r-55.9%
neg-sub055.9%
+-commutative55.9%
sub-neg55.9%
fma-def55.9%
Simplified55.9%
Taylor expanded in ux around 0 99.2%
fma-def99.2%
sub-neg99.2%
metadata-eval99.2%
*-commutative99.2%
unpow299.2%
+-commutative99.2%
mul-1-neg99.2%
sub-neg99.2%
metadata-eval99.2%
distribute-neg-in99.2%
metadata-eval99.2%
+-commutative99.2%
mul-1-neg99.2%
associate--l+99.2%
mul-1-neg99.2%
sub-neg99.2%
Simplified99.2%
pow1/299.2%
count-299.2%
Applied egg-rr99.2%
Taylor expanded in uy around 0 80.1%
+-commutative80.1%
associate-*r*80.1%
*-commutative80.1%
associate-*r*80.1%
+-commutative80.1%
*-commutative80.1%
associate-*r*80.1%
*-commutative80.1%
distribute-rgt-out80.1%
*-commutative80.1%
unpow280.1%
associate-*l*80.0%
sub-neg80.0%
metadata-eval80.0%
Simplified80.0%
Final simplification80.0%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (* (+ maxCos -1.0) (* ux (- (* ux (- 1.0 maxCos)) 2.0)))))
float code(float ux, float uy, float maxCos) {
return sqrtf(((maxCos + -1.0f) * (ux * ((ux * (1.0f - maxCos)) - 2.0f))));
}
real(4) function code(ux, uy, maxcos)
real(4), intent (in) :: ux
real(4), intent (in) :: uy
real(4), intent (in) :: maxcos
code = sqrt(((maxcos + (-1.0e0)) * (ux * ((ux * (1.0e0 - maxcos)) - 2.0e0))))
end function
function code(ux, uy, maxCos) return sqrt(Float32(Float32(maxCos + Float32(-1.0)) * Float32(ux * Float32(Float32(ux * Float32(Float32(1.0) - maxCos)) - Float32(2.0))))) end
function tmp = code(ux, uy, maxCos) tmp = sqrt(((maxCos + single(-1.0)) * (ux * ((ux * (single(1.0) - maxCos)) - single(2.0))))); end
\begin{array}{l}
\\
\sqrt{\left(maxCos + -1\right) \cdot \left(ux \cdot \left(ux \cdot \left(1 - maxCos\right) - 2\right)\right)}
\end{array}
Initial program 55.9%
associate-*l*55.9%
sub-neg55.9%
+-commutative55.9%
distribute-rgt-neg-in55.9%
fma-def55.9%
+-commutative55.9%
associate-+r-55.9%
fma-def55.9%
neg-sub055.9%
+-commutative55.9%
associate-+r-55.9%
associate--r-55.9%
neg-sub055.9%
+-commutative55.9%
sub-neg55.9%
fma-def55.9%
Simplified55.9%
Taylor expanded in ux around 0 99.2%
fma-def99.2%
sub-neg99.2%
metadata-eval99.2%
*-commutative99.2%
unpow299.2%
+-commutative99.2%
mul-1-neg99.2%
sub-neg99.2%
metadata-eval99.2%
distribute-neg-in99.2%
metadata-eval99.2%
+-commutative99.2%
mul-1-neg99.2%
associate--l+99.2%
mul-1-neg99.2%
sub-neg99.2%
Simplified99.2%
pow1/299.2%
count-299.2%
Applied egg-rr99.2%
Taylor expanded in uy around inf 99.2%
*-commutative99.2%
associate-*r*99.2%
*-commutative99.2%
+-commutative99.2%
associate-*r*99.2%
*-commutative99.2%
associate-*r*99.2%
+-commutative99.2%
*-commutative99.2%
associate-*r*99.2%
*-commutative99.2%
distribute-rgt-out99.2%
Simplified99.2%
Taylor expanded in uy around 0 80.1%
+-commutative80.1%
unpow280.1%
associate-*r*80.0%
distribute-rgt-out80.0%
sub-neg80.0%
metadata-eval80.0%
Simplified80.0%
Final simplification80.0%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (* ux (+ 2.0 (* maxCos -2.0)))))
float code(float ux, float uy, float maxCos) {
return sqrtf((ux * (2.0f + (maxCos * -2.0f))));
}
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 + (maxcos * (-2.0e0)))))
end function
function code(ux, uy, maxCos) return sqrt(Float32(ux * Float32(Float32(2.0) + Float32(maxCos * Float32(-2.0))))) end
function tmp = code(ux, uy, maxCos) tmp = sqrt((ux * (single(2.0) + (maxCos * single(-2.0))))); end
\begin{array}{l}
\\
\sqrt{ux \cdot \left(2 + maxCos \cdot -2\right)}
\end{array}
Initial program 55.9%
associate-*l*55.9%
+-commutative55.9%
associate-+r-55.9%
fma-def55.9%
+-commutative55.9%
associate-+r-55.8%
fma-def55.8%
Simplified55.8%
Taylor expanded in ux around -inf 99.2%
metadata-eval99.2%
cancel-sign-sub-inv99.2%
*-commutative99.2%
fma-def99.2%
cancel-sign-sub-inv99.2%
metadata-eval99.2%
+-commutative99.2%
*-commutative99.2%
fma-def99.2%
mul-1-neg99.2%
distribute-rgt-neg-in99.2%
unpow299.2%
mul-1-neg99.2%
sub-neg99.2%
Simplified99.2%
Taylor expanded in uy around 0 80.1%
fma-def80.1%
+-commutative80.1%
metadata-eval80.1%
cancel-sign-sub-inv80.1%
*-commutative80.1%
sub-neg80.1%
neg-mul-180.1%
fma-udef80.1%
*-commutative80.1%
fma-udef80.1%
cancel-sign-sub-inv80.1%
metadata-eval80.1%
+-commutative80.1%
fma-def80.1%
mul-1-neg80.1%
Simplified80.1%
Taylor expanded in ux around 0 65.8%
Final simplification65.8%
(FPCore (ux uy maxCos) :precision binary32 (sqrt (- (* 2.0 ux) (* ux ux))))
float code(float ux, float uy, float maxCos) {
return sqrtf(((2.0f * ux) - (ux * 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) - (ux * ux)))
end function
function code(ux, uy, maxCos) return sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux))) end
function tmp = code(ux, uy, maxCos) tmp = sqrt(((single(2.0) * ux) - (ux * ux))); end
\begin{array}{l}
\\
\sqrt{2 \cdot ux - ux \cdot ux}
\end{array}
Initial program 55.9%
associate-*l*55.9%
sub-neg55.9%
+-commutative55.9%
distribute-rgt-neg-in55.9%
fma-def55.9%
+-commutative55.9%
associate-+r-55.9%
fma-def55.9%
neg-sub055.9%
+-commutative55.9%
associate-+r-55.9%
associate--r-55.9%
neg-sub055.9%
+-commutative55.9%
sub-neg55.9%
fma-def55.9%
Simplified55.9%
Taylor expanded in uy around 0 48.3%
Taylor expanded in ux around inf 80.1%
Taylor expanded in maxCos around 0 77.3%
+-commutative77.3%
mul-1-neg77.3%
unsub-neg77.3%
unpow277.3%
Simplified77.3%
Final simplification77.3%
(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 55.9%
associate-*l*55.9%
+-commutative55.9%
associate-+r-55.9%
fma-def55.9%
+-commutative55.9%
associate-+r-55.8%
fma-def55.8%
Simplified55.8%
Taylor expanded in ux around -inf 99.2%
metadata-eval99.2%
cancel-sign-sub-inv99.2%
*-commutative99.2%
fma-def99.2%
cancel-sign-sub-inv99.2%
metadata-eval99.2%
+-commutative99.2%
*-commutative99.2%
fma-def99.2%
mul-1-neg99.2%
distribute-rgt-neg-in99.2%
unpow299.2%
mul-1-neg99.2%
sub-neg99.2%
Simplified99.2%
Taylor expanded in uy around 0 80.1%
fma-def80.1%
+-commutative80.1%
metadata-eval80.1%
cancel-sign-sub-inv80.1%
*-commutative80.1%
sub-neg80.1%
neg-mul-180.1%
fma-udef80.1%
*-commutative80.1%
fma-udef80.1%
cancel-sign-sub-inv80.1%
metadata-eval80.1%
+-commutative80.1%
fma-def80.1%
mul-1-neg80.1%
Simplified80.1%
Taylor expanded in ux around 0 65.8%
Taylor expanded in maxCos around 0 63.9%
*-commutative63.9%
Simplified63.9%
Final simplification63.9%
herbie shell --seed 2023238
(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)))))))