
(FPCore (ux uy maxCos) :precision binary32 (let* ((t_0 (+ (- 1.0 ux) (* ux maxCos)))) (* (sin (* (* 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 sinf(((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(sin(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 = sin(((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\\
\sin \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)))) (* (sin (* (* 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 sinf(((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(sin(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 = sin(((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\\
\sin \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
(cast
(!
:precision
binary64
(*
(sin (* uy (* 2.0 PI)))
(sqrt
(fma (- (fma ux maxCos 1.0) ux) (+ -1.0 (- ux (* ux maxCos))) 1.0))))))
float code(float ux, float uy, float maxCos) {
double tmp = sin((((double) uy) * (2.0 * ((double) M_PI)))) * sqrt(fma((fma(ux, maxCos, 1.0) - ((double) ux)), (-1.0 + (((double) ux) - (((double) ux) * ((double) maxCos)))), 1.0));
return (float) tmp;
}
function code(ux, uy, maxCos) tmp = Float64(sin(Float64(Float64(uy) * Float64(2.0 * pi))) * sqrt(fma(Float64(fma(ux, maxCos, 1.0) - Float64(ux)), Float64(-1.0 + Float64(Float64(ux) - Float64(Float64(ux) * Float64(maxCos)))), 1.0))) return Float32(tmp) end
\begin{array}{l}
\\
\langle \left( \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{\mathsf{fma}\left(\mathsf{fma}\left(ux, maxCos, 1\right) - ux, -1 + \left(ux - ux \cdot maxCos\right), 1\right)} \right)_{\text{binary64}} \rangle_{\text{binary32}}
\end{array}
Initial program 98.9%
Final simplification98.9%
(FPCore (ux uy maxCos)
:precision binary32
(cast
(!
:precision
binary64
(*
(sin (* 2.0 (* uy PI)))
(sqrt (- 1.0 (pow (- (fma ux maxCos 1.0) ux) 2.0)))))))
float code(float ux, float uy, float maxCos) {
double tmp = sin((2.0 * (((double) uy) * ((double) M_PI)))) * sqrt((1.0 - pow((fma(ux, maxCos, 1.0) - ((double) ux)), 2.0)));
return (float) tmp;
}
function code(ux, uy, maxCos) tmp = Float64(sin(Float64(2.0 * Float64(Float64(uy) * pi))) * sqrt(Float64(1.0 - (Float64(fma(ux, maxCos, 1.0) - Float64(ux)) ^ 2.0)))) return Float32(tmp) end
\begin{array}{l}
\\
\langle \left( \sin \left(2 \cdot \left(uy \cdot \pi\right)\right) \cdot \sqrt{1 - {\left(\mathsf{fma}\left(ux, maxCos, 1\right) - ux\right)}^{2}} \right)_{\text{binary64}} \rangle_{\text{binary32}}
\end{array}
Initial program 98.9%
sub-neg98.9%
pow298.9%
fma-udef98.9%
associate-+r-98.9%
fma-udef98.9%
Applied egg-rr98.9%
unsub-neg98.9%
Simplified98.9%
Final simplification98.9%
(FPCore (ux uy maxCos)
:precision binary32
(*
(cast (! :precision binary64 (sin (* uy (* 2.0 PI)))))
(sqrt
(fma
ux
(+ 1.0 (- (- 1.0 maxCos) maxCos))
(* (* ux ux) (* (- 1.0 maxCos) (+ maxCos -1.0)))))))
float code(float ux, float uy, float maxCos) {
double tmp = sin((((double) uy) * (2.0 * ((double) M_PI))));
return ((float) tmp) * sqrtf(fmaf(ux, (1.0f + ((1.0f - maxCos) - maxCos)), ((ux * ux) * ((1.0f - maxCos) * (maxCos + -1.0f)))));
}
function code(ux, uy, maxCos) tmp = sin(Float64(Float64(uy) * Float64(2.0 * pi))) return Float32(Float32(tmp) * sqrt(fma(ux, Float32(Float32(1.0) + Float32(Float32(Float32(1.0) - maxCos) - maxCos)), Float32(Float32(ux * ux) * Float32(Float32(Float32(1.0) - maxCos) * Float32(maxCos + Float32(-1.0))))))) end
\begin{array}{l}
\\
\langle \left( \sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \right)_{\text{binary64}} \rangle_{\text{binary32}} \cdot \sqrt{\mathsf{fma}\left(ux, 1 + \left(\left(1 - maxCos\right) - maxCos\right), \left(ux \cdot ux\right) \cdot \left(\left(1 - maxCos\right) \cdot \left(maxCos + -1\right)\right)\right)}
\end{array}
Initial program 58.6%
associate-*l*58.6%
sub-neg58.6%
+-commutative58.6%
distribute-rgt-neg-in58.6%
fma-def58.5%
+-commutative58.5%
associate-+r-58.5%
fma-def58.5%
distribute-neg-in58.5%
unsub-neg58.5%
neg-sub058.5%
associate--r-58.5%
metadata-eval58.5%
associate-+r-58.6%
Simplified58.6%
Taylor expanded in ux around 0 98.3%
fma-def98.3%
associate--l+98.3%
mul-1-neg98.3%
sub-neg98.3%
metadata-eval98.3%
distribute-neg-in98.3%
mul-1-neg98.3%
metadata-eval98.3%
+-commutative98.3%
mul-1-neg98.3%
sub-neg98.3%
unpow298.3%
*-commutative98.3%
sub-neg98.3%
metadata-eval98.3%
Simplified98.3%
rewrite-binary32/binary6498.4%
Applied rewrite-once98.4%
Final simplification98.4%
(FPCore (ux uy maxCos)
:precision binary32
(*
(sin (* uy (* 2.0 PI)))
(sqrt
(+
(* ux (- (+ 1.0 (- 1.0 maxCos)) maxCos))
(* (pow ux 2.0) (* (- 1.0 maxCos) (+ maxCos -1.0)))))))
float code(float ux, float uy, float maxCos) {
return sinf((uy * (2.0f * ((float) M_PI)))) * sqrtf(((ux * ((1.0f + (1.0f - maxCos)) - maxCos)) + (powf(ux, 2.0f) * ((1.0f - maxCos) * (maxCos + -1.0f)))));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(Float32(ux * Float32(Float32(Float32(1.0) + Float32(Float32(1.0) - maxCos)) - maxCos)) + Float32((ux ^ Float32(2.0)) * Float32(Float32(Float32(1.0) - maxCos) * Float32(maxCos + Float32(-1.0))))))) end
function tmp = code(ux, uy, maxCos) tmp = sin((uy * (single(2.0) * single(pi)))) * sqrt(((ux * ((single(1.0) + (single(1.0) - maxCos)) - maxCos)) + ((ux ^ single(2.0)) * ((single(1.0) - maxCos) * (maxCos + single(-1.0)))))); end
\begin{array}{l}
\\
\sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{ux \cdot \left(\left(1 + \left(1 - maxCos\right)\right) - maxCos\right) + {ux}^{2} \cdot \left(\left(1 - maxCos\right) \cdot \left(maxCos + -1\right)\right)}
\end{array}
Initial program 58.6%
associate-*l*58.6%
sub-neg58.6%
+-commutative58.6%
distribute-rgt-neg-in58.6%
fma-def58.5%
+-commutative58.5%
associate-+r-58.5%
fma-def58.5%
distribute-neg-in58.5%
unsub-neg58.5%
neg-sub058.5%
associate--r-58.5%
metadata-eval58.5%
associate-+r-58.6%
Simplified58.6%
Taylor expanded in ux around 0 98.3%
Final simplification98.3%
(FPCore (ux uy maxCos)
:precision binary32
(*
(sin (* 2.0 (* uy PI)))
(sqrt
(+
(* (pow ux 2.0) (* (- 1.0 maxCos) (+ maxCos -1.0)))
(* ux (- 2.0 (* 2.0 maxCos)))))))
float code(float ux, float uy, float maxCos) {
return sinf((2.0f * (uy * ((float) M_PI)))) * sqrtf(((powf(ux, 2.0f) * ((1.0f - maxCos) * (maxCos + -1.0f))) + (ux * (2.0f - (2.0f * maxCos)))));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(Float32(2.0) * Float32(uy * Float32(pi)))) * sqrt(Float32(Float32((ux ^ Float32(2.0)) * Float32(Float32(Float32(1.0) - maxCos) * Float32(maxCos + Float32(-1.0)))) + Float32(ux * Float32(Float32(2.0) - Float32(Float32(2.0) * maxCos)))))) end
function tmp = code(ux, uy, maxCos) tmp = sin((single(2.0) * (uy * single(pi)))) * sqrt((((ux ^ single(2.0)) * ((single(1.0) - maxCos) * (maxCos + single(-1.0)))) + (ux * (single(2.0) - (single(2.0) * maxCos))))); end
\begin{array}{l}
\\
\sin \left(2 \cdot \left(uy \cdot \pi\right)\right) \cdot \sqrt{{ux}^{2} \cdot \left(\left(1 - maxCos\right) \cdot \left(maxCos + -1\right)\right) + ux \cdot \left(2 - 2 \cdot maxCos\right)}
\end{array}
Initial program 58.6%
associate-*l*58.6%
sub-neg58.6%
+-commutative58.6%
distribute-rgt-neg-in58.6%
fma-def58.5%
+-commutative58.5%
associate-+r-58.5%
fma-def58.5%
distribute-neg-in58.5%
unsub-neg58.5%
neg-sub058.5%
associate--r-58.5%
metadata-eval58.5%
associate-+r-58.6%
Simplified58.6%
Taylor expanded in ux around 0 98.3%
fma-def98.3%
associate--l+98.3%
mul-1-neg98.3%
sub-neg98.3%
metadata-eval98.3%
distribute-neg-in98.3%
mul-1-neg98.3%
metadata-eval98.3%
+-commutative98.3%
mul-1-neg98.3%
sub-neg98.3%
unpow298.3%
*-commutative98.3%
sub-neg98.3%
metadata-eval98.3%
Simplified98.3%
Taylor expanded in uy around inf 98.3%
Final simplification98.3%
(FPCore (ux uy maxCos)
:precision binary32
(*
(sin (* PI (* uy 2.0)))
(sqrt
(fma
ux
(+ 2.0 (* maxCos -2.0))
(* (* ux ux) (* (- 1.0 maxCos) (+ maxCos -1.0)))))))
float code(float ux, float uy, float maxCos) {
return sinf((((float) M_PI) * (uy * 2.0f))) * sqrtf(fmaf(ux, (2.0f + (maxCos * -2.0f)), ((ux * ux) * ((1.0f - maxCos) * (maxCos + -1.0f)))));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(Float32(pi) * Float32(uy * Float32(2.0)))) * sqrt(fma(ux, Float32(Float32(2.0) + Float32(maxCos * Float32(-2.0))), Float32(Float32(ux * ux) * Float32(Float32(Float32(1.0) - maxCos) * Float32(maxCos + Float32(-1.0))))))) end
\begin{array}{l}
\\
\sin \left(\pi \cdot \left(uy \cdot 2\right)\right) \cdot \sqrt{\mathsf{fma}\left(ux, 2 + maxCos \cdot -2, \left(ux \cdot ux\right) \cdot \left(\left(1 - maxCos\right) \cdot \left(maxCos + -1\right)\right)\right)}
\end{array}
Initial program 58.6%
associate-*l*58.6%
sub-neg58.6%
+-commutative58.6%
distribute-rgt-neg-in58.6%
fma-def58.5%
+-commutative58.5%
associate-+r-58.5%
fma-def58.5%
distribute-neg-in58.5%
unsub-neg58.5%
neg-sub058.5%
associate--r-58.5%
metadata-eval58.5%
associate-+r-58.6%
Simplified58.6%
Taylor expanded in ux around 0 98.3%
fma-def98.3%
associate--l+98.3%
mul-1-neg98.3%
sub-neg98.3%
metadata-eval98.3%
distribute-neg-in98.3%
mul-1-neg98.3%
metadata-eval98.3%
+-commutative98.3%
mul-1-neg98.3%
sub-neg98.3%
unpow298.3%
*-commutative98.3%
sub-neg98.3%
metadata-eval98.3%
Simplified98.3%
Taylor expanded in uy around inf 98.3%
Simplified98.3%
Final simplification98.3%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (* uy 2.0) 0.0005000000237487257)
(*
2.0
(*
uy
(*
PI
(sqrt
(fma
ux
(+ 2.0 (* maxCos -2.0))
(* (* ux ux) (* (- 1.0 maxCos) (+ maxCos -1.0))))))))
(* (sin (* uy (* 2.0 PI))) (sqrt (- (* 2.0 ux) (* ux ux))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if ((uy * 2.0f) <= 0.0005000000237487257f) {
tmp = 2.0f * (uy * (((float) M_PI) * sqrtf(fmaf(ux, (2.0f + (maxCos * -2.0f)), ((ux * ux) * ((1.0f - maxCos) * (maxCos + -1.0f)))))));
} else {
tmp = sinf((uy * (2.0f * ((float) M_PI)))) * sqrtf(((2.0f * ux) - (ux * ux)));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (Float32(uy * Float32(2.0)) <= Float32(0.0005000000237487257)) tmp = Float32(Float32(2.0) * Float32(uy * Float32(Float32(pi) * sqrt(fma(ux, Float32(Float32(2.0) + Float32(maxCos * Float32(-2.0))), Float32(Float32(ux * ux) * Float32(Float32(Float32(1.0) - maxCos) * Float32(maxCos + Float32(-1.0))))))))); else tmp = Float32(sin(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux)))); end return tmp end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \cdot 2 \leq 0.0005000000237487257:\\
\;\;\;\;2 \cdot \left(uy \cdot \left(\pi \cdot \sqrt{\mathsf{fma}\left(ux, 2 + maxCos \cdot -2, \left(ux \cdot ux\right) \cdot \left(\left(1 - maxCos\right) \cdot \left(maxCos + -1\right)\right)\right)}\right)\right)\\
\mathbf{else}:\\
\;\;\;\;\sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{2 \cdot ux - ux \cdot ux}\\
\end{array}
\end{array}
if (*.f32 uy 2) < 5.00000024e-4Initial program 58.9%
associate-*l*58.9%
sub-neg58.9%
+-commutative58.9%
distribute-rgt-neg-in58.9%
fma-def58.8%
+-commutative58.8%
associate-+r-58.9%
fma-def58.9%
distribute-neg-in58.9%
unsub-neg58.9%
neg-sub058.9%
associate--r-58.9%
metadata-eval58.9%
associate-+r-59.0%
Simplified59.0%
Taylor expanded in ux around 0 98.5%
fma-def98.5%
associate--l+98.4%
mul-1-neg98.4%
sub-neg98.4%
metadata-eval98.4%
distribute-neg-in98.4%
mul-1-neg98.4%
metadata-eval98.4%
+-commutative98.4%
mul-1-neg98.4%
sub-neg98.4%
unpow298.4%
*-commutative98.4%
sub-neg98.4%
metadata-eval98.4%
Simplified98.4%
Taylor expanded in uy around 0 98.2%
Simplified98.4%
if 5.00000024e-4 < (*.f32 uy 2) Initial program 58.1%
associate-*l*58.1%
sub-neg58.1%
+-commutative58.1%
distribute-rgt-neg-in58.1%
fma-def57.9%
+-commutative57.9%
associate-+r-57.9%
fma-def57.9%
distribute-neg-in57.9%
unsub-neg57.9%
neg-sub057.9%
associate--r-57.9%
metadata-eval57.9%
associate-+r-57.9%
Simplified57.9%
Taylor expanded in uy around inf 57.8%
Taylor expanded in maxCos around 0 57.0%
*-commutative57.0%
sub-neg57.0%
metadata-eval57.0%
associate-*r*57.0%
*-commutative57.0%
associate-*r*57.0%
*-commutative57.0%
*-commutative57.0%
Simplified57.0%
Taylor expanded in ux around 0 93.9%
+-commutative55.0%
mul-1-neg55.0%
unsub-neg55.0%
unpow255.0%
Simplified93.9%
Final simplification96.8%
(FPCore (ux uy maxCos)
:precision binary32
(*
(sin (* PI (* uy 2.0)))
(sqrt
(*
ux
(-
(- (- 2.0 maxCos) maxCos)
(* ux (* (+ maxCos -1.0) (+ maxCos -1.0))))))))
float code(float ux, float uy, float maxCos) {
return sinf((((float) M_PI) * (uy * 2.0f))) * sqrtf((ux * (((2.0f - maxCos) - maxCos) - (ux * ((maxCos + -1.0f) * (maxCos + -1.0f))))));
}
function code(ux, uy, maxCos) return Float32(sin(Float32(Float32(pi) * Float32(uy * Float32(2.0)))) * sqrt(Float32(ux * Float32(Float32(Float32(Float32(2.0) - maxCos) - maxCos) - Float32(ux * Float32(Float32(maxCos + Float32(-1.0)) * Float32(maxCos + Float32(-1.0)))))))) end
function tmp = code(ux, uy, maxCos) tmp = sin((single(pi) * (uy * single(2.0)))) * sqrt((ux * (((single(2.0) - maxCos) - maxCos) - (ux * ((maxCos + single(-1.0)) * (maxCos + single(-1.0))))))); end
\begin{array}{l}
\\
\sin \left(\pi \cdot \left(uy \cdot 2\right)\right) \cdot \sqrt{ux \cdot \left(\left(\left(2 - maxCos\right) - maxCos\right) - ux \cdot \left(\left(maxCos + -1\right) \cdot \left(maxCos + -1\right)\right)\right)}
\end{array}
Initial program 58.6%
associate-*l*58.6%
sub-neg58.6%
+-commutative58.6%
distribute-rgt-neg-in58.6%
fma-def58.5%
+-commutative58.5%
associate-+r-58.5%
fma-def58.5%
distribute-neg-in58.5%
unsub-neg58.5%
neg-sub058.5%
associate--r-58.5%
metadata-eval58.5%
associate-+r-58.6%
Simplified58.6%
Taylor expanded in ux around 0 98.3%
fma-def98.3%
associate--l+98.3%
mul-1-neg98.3%
sub-neg98.3%
metadata-eval98.3%
distribute-neg-in98.3%
mul-1-neg98.3%
metadata-eval98.3%
+-commutative98.3%
mul-1-neg98.3%
sub-neg98.3%
unpow298.3%
*-commutative98.3%
sub-neg98.3%
metadata-eval98.3%
Simplified98.3%
Taylor expanded in uy around inf 98.3%
Simplified98.2%
Final simplification98.2%
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (* PI (* uy 2.0))))
(if (<= (* uy 2.0) 0.003599999938160181)
(*
t_0
(sqrt
(*
ux
(-
(- (- 2.0 maxCos) maxCos)
(* ux (* (+ maxCos -1.0) (+ maxCos -1.0)))))))
(* (sin t_0) (sqrt (* ux (- 2.0 (* 2.0 maxCos))))))))
float code(float ux, float uy, float maxCos) {
float t_0 = ((float) M_PI) * (uy * 2.0f);
float tmp;
if ((uy * 2.0f) <= 0.003599999938160181f) {
tmp = t_0 * sqrtf((ux * (((2.0f - maxCos) - maxCos) - (ux * ((maxCos + -1.0f) * (maxCos + -1.0f))))));
} else {
tmp = sinf(t_0) * sqrtf((ux * (2.0f - (2.0f * maxCos))));
}
return tmp;
}
function code(ux, uy, maxCos) t_0 = Float32(Float32(pi) * Float32(uy * Float32(2.0))) tmp = Float32(0.0) if (Float32(uy * Float32(2.0)) <= Float32(0.003599999938160181)) tmp = Float32(t_0 * sqrt(Float32(ux * Float32(Float32(Float32(Float32(2.0) - maxCos) - maxCos) - Float32(ux * Float32(Float32(maxCos + Float32(-1.0)) * Float32(maxCos + Float32(-1.0)))))))); else tmp = Float32(sin(t_0) * sqrt(Float32(ux * Float32(Float32(2.0) - Float32(Float32(2.0) * maxCos))))); end return tmp end
function tmp_2 = code(ux, uy, maxCos) t_0 = single(pi) * (uy * single(2.0)); tmp = single(0.0); if ((uy * single(2.0)) <= single(0.003599999938160181)) tmp = t_0 * sqrt((ux * (((single(2.0) - maxCos) - maxCos) - (ux * ((maxCos + single(-1.0)) * (maxCos + single(-1.0))))))); else tmp = sin(t_0) * sqrt((ux * (single(2.0) - (single(2.0) * maxCos)))); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \pi \cdot \left(uy \cdot 2\right)\\
\mathbf{if}\;uy \cdot 2 \leq 0.003599999938160181:\\
\;\;\;\;t_0 \cdot \sqrt{ux \cdot \left(\left(\left(2 - maxCos\right) - maxCos\right) - ux \cdot \left(\left(maxCos + -1\right) \cdot \left(maxCos + -1\right)\right)\right)}\\
\mathbf{else}:\\
\;\;\;\;\sin t_0 \cdot \sqrt{ux \cdot \left(2 - 2 \cdot maxCos\right)}\\
\end{array}
\end{array}
if (*.f32 uy 2) < 0.00359999994Initial program 59.1%
associate-*l*59.1%
sub-neg59.1%
+-commutative59.1%
distribute-rgt-neg-in59.1%
fma-def58.9%
+-commutative58.9%
associate-+r-59.0%
fma-def59.0%
distribute-neg-in59.0%
unsub-neg59.0%
neg-sub059.0%
associate--r-59.0%
metadata-eval59.0%
associate-+r-59.1%
Simplified59.1%
Taylor expanded in ux around 0 98.5%
fma-def98.5%
associate--l+98.4%
mul-1-neg98.4%
sub-neg98.4%
metadata-eval98.4%
distribute-neg-in98.4%
mul-1-neg98.4%
metadata-eval98.4%
+-commutative98.4%
mul-1-neg98.4%
sub-neg98.4%
unpow298.4%
*-commutative98.4%
sub-neg98.4%
metadata-eval98.4%
Simplified98.4%
Taylor expanded in uy around 0 96.5%
associate-*r*96.5%
associate-*r*96.5%
*-commutative96.5%
+-commutative96.5%
*-commutative96.5%
sub-neg96.5%
metadata-eval96.5%
unpow296.5%
associate-*l*96.5%
distribute-lft-out96.4%
metadata-eval96.4%
sub-neg96.4%
*-commutative96.4%
metadata-eval96.4%
associate-+r-96.5%
Simplified96.4%
if 0.00359999994 < (*.f32 uy 2) Initial program 57.2%
Taylor expanded in ux around 0 78.0%
Final simplification91.7%
(FPCore (ux uy maxCos)
:precision binary32
(let* ((t_0 (- (- 2.0 maxCos) maxCos)) (t_1 (* PI (* uy 2.0))))
(if (<= (* uy 2.0) 0.003599999938160181)
(* t_1 (sqrt (* ux (- t_0 (* ux (* (+ maxCos -1.0) (+ maxCos -1.0)))))))
(* (sin t_1) (sqrt (* ux t_0))))))
float code(float ux, float uy, float maxCos) {
float t_0 = (2.0f - maxCos) - maxCos;
float t_1 = ((float) M_PI) * (uy * 2.0f);
float tmp;
if ((uy * 2.0f) <= 0.003599999938160181f) {
tmp = t_1 * sqrtf((ux * (t_0 - (ux * ((maxCos + -1.0f) * (maxCos + -1.0f))))));
} else {
tmp = sinf(t_1) * sqrtf((ux * t_0));
}
return tmp;
}
function code(ux, uy, maxCos) t_0 = Float32(Float32(Float32(2.0) - maxCos) - maxCos) t_1 = Float32(Float32(pi) * Float32(uy * Float32(2.0))) tmp = Float32(0.0) if (Float32(uy * Float32(2.0)) <= Float32(0.003599999938160181)) tmp = Float32(t_1 * sqrt(Float32(ux * Float32(t_0 - Float32(ux * Float32(Float32(maxCos + Float32(-1.0)) * Float32(maxCos + Float32(-1.0)))))))); else tmp = Float32(sin(t_1) * sqrt(Float32(ux * t_0))); end return tmp end
function tmp_2 = code(ux, uy, maxCos) t_0 = (single(2.0) - maxCos) - maxCos; t_1 = single(pi) * (uy * single(2.0)); tmp = single(0.0); if ((uy * single(2.0)) <= single(0.003599999938160181)) tmp = t_1 * sqrt((ux * (t_0 - (ux * ((maxCos + single(-1.0)) * (maxCos + single(-1.0))))))); else tmp = sin(t_1) * sqrt((ux * t_0)); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \left(2 - maxCos\right) - maxCos\\
t_1 := \pi \cdot \left(uy \cdot 2\right)\\
\mathbf{if}\;uy \cdot 2 \leq 0.003599999938160181:\\
\;\;\;\;t_1 \cdot \sqrt{ux \cdot \left(t_0 - ux \cdot \left(\left(maxCos + -1\right) \cdot \left(maxCos + -1\right)\right)\right)}\\
\mathbf{else}:\\
\;\;\;\;\sin t_1 \cdot \sqrt{ux \cdot t_0}\\
\end{array}
\end{array}
if (*.f32 uy 2) < 0.00359999994Initial program 59.1%
associate-*l*59.1%
sub-neg59.1%
+-commutative59.1%
distribute-rgt-neg-in59.1%
fma-def58.9%
+-commutative58.9%
associate-+r-59.0%
fma-def59.0%
distribute-neg-in59.0%
unsub-neg59.0%
neg-sub059.0%
associate--r-59.0%
metadata-eval59.0%
associate-+r-59.1%
Simplified59.1%
Taylor expanded in ux around 0 98.5%
fma-def98.5%
associate--l+98.4%
mul-1-neg98.4%
sub-neg98.4%
metadata-eval98.4%
distribute-neg-in98.4%
mul-1-neg98.4%
metadata-eval98.4%
+-commutative98.4%
mul-1-neg98.4%
sub-neg98.4%
unpow298.4%
*-commutative98.4%
sub-neg98.4%
metadata-eval98.4%
Simplified98.4%
Taylor expanded in uy around 0 96.5%
associate-*r*96.5%
associate-*r*96.5%
*-commutative96.5%
+-commutative96.5%
*-commutative96.5%
sub-neg96.5%
metadata-eval96.5%
unpow296.5%
associate-*l*96.5%
distribute-lft-out96.4%
metadata-eval96.4%
sub-neg96.4%
*-commutative96.4%
metadata-eval96.4%
associate-+r-96.5%
Simplified96.4%
if 0.00359999994 < (*.f32 uy 2) Initial program 57.2%
Taylor expanded in ux around 0 46.4%
Taylor expanded in ux around 0 78.0%
metadata-eval78.0%
associate-+r-78.0%
count-278.0%
associate--l-78.0%
associate-+r-78.0%
associate-+r-78.1%
metadata-eval78.1%
Simplified78.1%
Final simplification91.7%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (* uy 2.0) 0.0005000000237487257)
(*
(* PI (* uy 2.0))
(sqrt
(*
ux
(-
(- (- 2.0 maxCos) maxCos)
(* ux (* (+ maxCos -1.0) (+ maxCos -1.0)))))))
(* (sin (* uy (* 2.0 PI))) (sqrt (- (* 2.0 ux) (* ux ux))))))
float code(float ux, float uy, float maxCos) {
float tmp;
if ((uy * 2.0f) <= 0.0005000000237487257f) {
tmp = (((float) M_PI) * (uy * 2.0f)) * sqrtf((ux * (((2.0f - maxCos) - maxCos) - (ux * ((maxCos + -1.0f) * (maxCos + -1.0f))))));
} else {
tmp = sinf((uy * (2.0f * ((float) M_PI)))) * sqrtf(((2.0f * ux) - (ux * ux)));
}
return tmp;
}
function code(ux, uy, maxCos) tmp = Float32(0.0) if (Float32(uy * Float32(2.0)) <= Float32(0.0005000000237487257)) tmp = Float32(Float32(Float32(pi) * Float32(uy * Float32(2.0))) * sqrt(Float32(ux * Float32(Float32(Float32(Float32(2.0) - maxCos) - maxCos) - Float32(ux * Float32(Float32(maxCos + Float32(-1.0)) * Float32(maxCos + Float32(-1.0)))))))); else tmp = Float32(sin(Float32(uy * Float32(Float32(2.0) * Float32(pi)))) * sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux)))); end return tmp end
function tmp_2 = code(ux, uy, maxCos) tmp = single(0.0); if ((uy * single(2.0)) <= single(0.0005000000237487257)) tmp = (single(pi) * (uy * single(2.0))) * sqrt((ux * (((single(2.0) - maxCos) - maxCos) - (ux * ((maxCos + single(-1.0)) * (maxCos + single(-1.0))))))); else tmp = sin((uy * (single(2.0) * single(pi)))) * sqrt(((single(2.0) * ux) - (ux * ux))); end tmp_2 = tmp; end
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;uy \cdot 2 \leq 0.0005000000237487257:\\
\;\;\;\;\left(\pi \cdot \left(uy \cdot 2\right)\right) \cdot \sqrt{ux \cdot \left(\left(\left(2 - maxCos\right) - maxCos\right) - ux \cdot \left(\left(maxCos + -1\right) \cdot \left(maxCos + -1\right)\right)\right)}\\
\mathbf{else}:\\
\;\;\;\;\sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{2 \cdot ux - ux \cdot ux}\\
\end{array}
\end{array}
if (*.f32 uy 2) < 5.00000024e-4Initial program 58.9%
associate-*l*58.9%
sub-neg58.9%
+-commutative58.9%
distribute-rgt-neg-in58.9%
fma-def58.8%
+-commutative58.8%
associate-+r-58.9%
fma-def58.9%
distribute-neg-in58.9%
unsub-neg58.9%
neg-sub058.9%
associate--r-58.9%
metadata-eval58.9%
associate-+r-59.0%
Simplified59.0%
Taylor expanded in ux around 0 98.5%
fma-def98.5%
associate--l+98.4%
mul-1-neg98.4%
sub-neg98.4%
metadata-eval98.4%
distribute-neg-in98.4%
mul-1-neg98.4%
metadata-eval98.4%
+-commutative98.4%
mul-1-neg98.4%
sub-neg98.4%
unpow298.4%
*-commutative98.4%
sub-neg98.4%
metadata-eval98.4%
Simplified98.4%
Taylor expanded in uy around 0 98.2%
associate-*r*98.2%
associate-*r*98.2%
*-commutative98.2%
+-commutative98.2%
*-commutative98.2%
sub-neg98.2%
metadata-eval98.2%
unpow298.2%
associate-*l*98.2%
distribute-lft-out98.2%
metadata-eval98.2%
sub-neg98.2%
*-commutative98.2%
metadata-eval98.2%
associate-+r-98.2%
Simplified98.2%
if 5.00000024e-4 < (*.f32 uy 2) Initial program 58.1%
associate-*l*58.1%
sub-neg58.1%
+-commutative58.1%
distribute-rgt-neg-in58.1%
fma-def57.9%
+-commutative57.9%
associate-+r-57.9%
fma-def57.9%
distribute-neg-in57.9%
unsub-neg57.9%
neg-sub057.9%
associate--r-57.9%
metadata-eval57.9%
associate-+r-57.9%
Simplified57.9%
Taylor expanded in uy around inf 57.8%
Taylor expanded in maxCos around 0 57.0%
*-commutative57.0%
sub-neg57.0%
metadata-eval57.0%
associate-*r*57.0%
*-commutative57.0%
associate-*r*57.0%
*-commutative57.0%
*-commutative57.0%
Simplified57.0%
Taylor expanded in ux around 0 93.9%
+-commutative55.0%
mul-1-neg55.0%
unsub-neg55.0%
unpow255.0%
Simplified93.9%
Final simplification96.7%
(FPCore (ux uy maxCos)
:precision binary32
(if (<= (* uy 2.0) 0.003599999938160181)
(*
(* PI (* uy 2.0))
(sqrt
(*
ux
(-
(- (- 2.0 maxCos) maxCos)
(* ux (* (+ maxCos -1.0) (+ maxCos -1.0)))))))
(* (sin (* uy (* 2.0 PI))) (sqrt (* 2.0 ux)))))
float code(float ux, float uy, float maxCos) {
float tmp;
if ((uy * 2.0f) <= 0.003599999938160181f) {
tmp = (((float) M_PI) * (uy * 2.0f)) * sqrtf((ux * (((2.0f - maxCos) - maxCos) - (ux * ((maxCos + -1.0f) * (maxCos + -1.0f))))));
} else {
tmp = sinf((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(0.003599999938160181)) tmp = Float32(Float32(Float32(pi) * Float32(uy * Float32(2.0))) * sqrt(Float32(ux * Float32(Float32(Float32(Float32(2.0) - maxCos) - maxCos) - Float32(ux * Float32(Float32(maxCos + Float32(-1.0)) * Float32(maxCos + Float32(-1.0)))))))); else tmp = Float32(sin(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(2.0)) <= single(0.003599999938160181)) tmp = (single(pi) * (uy * single(2.0))) * sqrt((ux * (((single(2.0) - maxCos) - maxCos) - (ux * ((maxCos + single(-1.0)) * (maxCos + single(-1.0))))))); else tmp = sin((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 \cdot 2 \leq 0.003599999938160181:\\
\;\;\;\;\left(\pi \cdot \left(uy \cdot 2\right)\right) \cdot \sqrt{ux \cdot \left(\left(\left(2 - maxCos\right) - maxCos\right) - ux \cdot \left(\left(maxCos + -1\right) \cdot \left(maxCos + -1\right)\right)\right)}\\
\mathbf{else}:\\
\;\;\;\;\sin \left(uy \cdot \left(2 \cdot \pi\right)\right) \cdot \sqrt{2 \cdot ux}\\
\end{array}
\end{array}
if (*.f32 uy 2) < 0.00359999994Initial program 59.1%
associate-*l*59.1%
sub-neg59.1%
+-commutative59.1%
distribute-rgt-neg-in59.1%
fma-def58.9%
+-commutative58.9%
associate-+r-59.0%
fma-def59.0%
distribute-neg-in59.0%
unsub-neg59.0%
neg-sub059.0%
associate--r-59.0%
metadata-eval59.0%
associate-+r-59.1%
Simplified59.1%
Taylor expanded in ux around 0 98.5%
fma-def98.5%
associate--l+98.4%
mul-1-neg98.4%
sub-neg98.4%
metadata-eval98.4%
distribute-neg-in98.4%
mul-1-neg98.4%
metadata-eval98.4%
+-commutative98.4%
mul-1-neg98.4%
sub-neg98.4%
unpow298.4%
*-commutative98.4%
sub-neg98.4%
metadata-eval98.4%
Simplified98.4%
Taylor expanded in uy around 0 96.5%
associate-*r*96.5%
associate-*r*96.5%
*-commutative96.5%
+-commutative96.5%
*-commutative96.5%
sub-neg96.5%
metadata-eval96.5%
unpow296.5%
associate-*l*96.5%
distribute-lft-out96.4%
metadata-eval96.4%
sub-neg96.4%
*-commutative96.4%
metadata-eval96.4%
associate-+r-96.5%
Simplified96.4%
if 0.00359999994 < (*.f32 uy 2) Initial program 57.2%
associate-*l*57.2%
sub-neg57.2%
+-commutative57.2%
distribute-rgt-neg-in57.2%
fma-def57.1%
+-commutative57.1%
associate-+r-57.1%
fma-def57.1%
distribute-neg-in57.1%
unsub-neg57.1%
neg-sub057.1%
associate--r-57.1%
metadata-eval57.1%
associate-+r-57.1%
Simplified57.1%
Taylor expanded in uy around inf 56.9%
Taylor expanded in maxCos around 0 55.7%
*-commutative55.7%
sub-neg55.7%
metadata-eval55.7%
associate-*r*55.7%
*-commutative55.7%
associate-*r*55.7%
*-commutative55.7%
*-commutative55.7%
Simplified55.7%
Taylor expanded in ux around 0 74.5%
Final simplification90.8%
(FPCore (ux uy maxCos)
:precision binary32
(*
(* PI (* uy 2.0))
(sqrt
(*
ux
(-
(- (- 2.0 maxCos) maxCos)
(* ux (* (+ maxCos -1.0) (+ maxCos -1.0))))))))
float code(float ux, float uy, float maxCos) {
return (((float) M_PI) * (uy * 2.0f)) * sqrtf((ux * (((2.0f - maxCos) - maxCos) - (ux * ((maxCos + -1.0f) * (maxCos + -1.0f))))));
}
function code(ux, uy, maxCos) return Float32(Float32(Float32(pi) * Float32(uy * Float32(2.0))) * sqrt(Float32(ux * Float32(Float32(Float32(Float32(2.0) - maxCos) - maxCos) - Float32(ux * Float32(Float32(maxCos + Float32(-1.0)) * Float32(maxCos + Float32(-1.0)))))))) end
function tmp = code(ux, uy, maxCos) tmp = (single(pi) * (uy * single(2.0))) * sqrt((ux * (((single(2.0) - maxCos) - maxCos) - (ux * ((maxCos + single(-1.0)) * (maxCos + single(-1.0))))))); end
\begin{array}{l}
\\
\left(\pi \cdot \left(uy \cdot 2\right)\right) \cdot \sqrt{ux \cdot \left(\left(\left(2 - maxCos\right) - maxCos\right) - ux \cdot \left(\left(maxCos + -1\right) \cdot \left(maxCos + -1\right)\right)\right)}
\end{array}
Initial program 58.6%
associate-*l*58.6%
sub-neg58.6%
+-commutative58.6%
distribute-rgt-neg-in58.6%
fma-def58.5%
+-commutative58.5%
associate-+r-58.5%
fma-def58.5%
distribute-neg-in58.5%
unsub-neg58.5%
neg-sub058.5%
associate--r-58.5%
metadata-eval58.5%
associate-+r-58.6%
Simplified58.6%
Taylor expanded in ux around 0 98.3%
fma-def98.3%
associate--l+98.3%
mul-1-neg98.3%
sub-neg98.3%
metadata-eval98.3%
distribute-neg-in98.3%
mul-1-neg98.3%
metadata-eval98.3%
+-commutative98.3%
mul-1-neg98.3%
sub-neg98.3%
unpow298.3%
*-commutative98.3%
sub-neg98.3%
metadata-eval98.3%
Simplified98.3%
Taylor expanded in uy around 0 83.3%
associate-*r*83.3%
associate-*r*83.3%
*-commutative83.3%
+-commutative83.3%
*-commutative83.3%
sub-neg83.3%
metadata-eval83.3%
unpow283.3%
associate-*l*83.3%
distribute-lft-out83.3%
metadata-eval83.3%
sub-neg83.3%
*-commutative83.3%
metadata-eval83.3%
associate-+r-83.3%
Simplified83.3%
Final simplification83.3%
(FPCore (ux uy maxCos) :precision binary32 (* 2.0 (* uy (* PI (sqrt (- (* 2.0 ux) (* ux ux)))))))
float code(float ux, float uy, float maxCos) {
return 2.0f * (uy * (((float) M_PI) * sqrtf(((2.0f * ux) - (ux * ux)))));
}
function code(ux, uy, maxCos) return Float32(Float32(2.0) * Float32(uy * Float32(Float32(pi) * sqrt(Float32(Float32(Float32(2.0) * ux) - Float32(ux * ux)))))) end
function tmp = code(ux, uy, maxCos) tmp = single(2.0) * (uy * (single(pi) * sqrt(((single(2.0) * ux) - (ux * ux))))); end
\begin{array}{l}
\\
2 \cdot \left(uy \cdot \left(\pi \cdot \sqrt{2 \cdot ux - ux \cdot ux}\right)\right)
\end{array}
Initial program 58.6%
associate-*l*58.6%
sub-neg58.6%
+-commutative58.6%
distribute-rgt-neg-in58.6%
fma-def58.5%
+-commutative58.5%
associate-+r-58.5%
fma-def58.5%
distribute-neg-in58.5%
unsub-neg58.5%
neg-sub058.5%
associate--r-58.5%
metadata-eval58.5%
associate-+r-58.6%
Simplified58.6%
Taylor expanded in uy around 0 52.9%
Taylor expanded in maxCos around 0 51.2%
associate-*l*51.2%
sub-neg51.2%
metadata-eval51.2%
Simplified51.2%
Taylor expanded in ux around 0 78.7%
+-commutative78.7%
mul-1-neg78.7%
unsub-neg78.7%
unpow278.7%
Simplified78.7%
Final simplification78.7%
(FPCore (ux uy maxCos) :precision binary32 (* 2.0 (* uy (* PI (sqrt (* 2.0 ux))))))
float code(float ux, float uy, float maxCos) {
return 2.0f * (uy * (((float) M_PI) * sqrtf((2.0f * ux))));
}
function code(ux, uy, maxCos) return Float32(Float32(2.0) * Float32(uy * Float32(Float32(pi) * sqrt(Float32(Float32(2.0) * ux))))) end
function tmp = code(ux, uy, maxCos) tmp = single(2.0) * (uy * (single(pi) * sqrt((single(2.0) * ux)))); end
\begin{array}{l}
\\
2 \cdot \left(uy \cdot \left(\pi \cdot \sqrt{2 \cdot ux}\right)\right)
\end{array}
Initial program 58.6%
associate-*l*58.6%
sub-neg58.6%
+-commutative58.6%
distribute-rgt-neg-in58.6%
fma-def58.5%
+-commutative58.5%
associate-+r-58.5%
fma-def58.5%
distribute-neg-in58.5%
unsub-neg58.5%
neg-sub058.5%
associate--r-58.5%
metadata-eval58.5%
associate-+r-58.6%
Simplified58.6%
Taylor expanded in uy around 0 52.9%
Taylor expanded in maxCos around 0 51.2%
associate-*l*51.2%
sub-neg51.2%
metadata-eval51.2%
Simplified51.2%
Taylor expanded in ux around 0 64.9%
Final simplification64.9%
herbie shell --seed 2023297
(FPCore (ux uy maxCos)
:name "UniformSampleCone, y"
: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)))
(* (sin (* (* uy 2.0) PI)) (sqrt (- 1.0 (* (+ (- 1.0 ux) (* ux maxCos)) (+ (- 1.0 ux) (* ux maxCos)))))))