
(FPCore (g h a) :precision binary64 (let* ((t_0 (/ 1.0 (* 2.0 a))) (t_1 (sqrt (- (* g g) (* h h))))) (+ (cbrt (* t_0 (+ (- g) t_1))) (cbrt (* t_0 (- (- g) t_1))))))
double code(double g, double h, double a) {
double t_0 = 1.0 / (2.0 * a);
double t_1 = sqrt(((g * g) - (h * h)));
return cbrt((t_0 * (-g + t_1))) + cbrt((t_0 * (-g - t_1)));
}
public static double code(double g, double h, double a) {
double t_0 = 1.0 / (2.0 * a);
double t_1 = Math.sqrt(((g * g) - (h * h)));
return Math.cbrt((t_0 * (-g + t_1))) + Math.cbrt((t_0 * (-g - t_1)));
}
function code(g, h, a) t_0 = Float64(1.0 / Float64(2.0 * a)) t_1 = sqrt(Float64(Float64(g * g) - Float64(h * h))) return Float64(cbrt(Float64(t_0 * Float64(Float64(-g) + t_1))) + cbrt(Float64(t_0 * Float64(Float64(-g) - t_1)))) end
code[g_, h_, a_] := Block[{t$95$0 = N[(1.0 / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[Sqrt[N[(N[(g * g), $MachinePrecision] - N[(h * h), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, N[(N[Power[N[(t$95$0 * N[((-g) + t$95$1), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision] + N[Power[N[(t$95$0 * N[((-g) - t$95$1), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{2 \cdot a}\\
t_1 := \sqrt{g \cdot g - h \cdot h}\\
\sqrt[3]{t\_0 \cdot \left(\left(-g\right) + t\_1\right)} + \sqrt[3]{t\_0 \cdot \left(\left(-g\right) - t\_1\right)}
\end{array}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 5 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (g h a) :precision binary64 (let* ((t_0 (/ 1.0 (* 2.0 a))) (t_1 (sqrt (- (* g g) (* h h))))) (+ (cbrt (* t_0 (+ (- g) t_1))) (cbrt (* t_0 (- (- g) t_1))))))
double code(double g, double h, double a) {
double t_0 = 1.0 / (2.0 * a);
double t_1 = sqrt(((g * g) - (h * h)));
return cbrt((t_0 * (-g + t_1))) + cbrt((t_0 * (-g - t_1)));
}
public static double code(double g, double h, double a) {
double t_0 = 1.0 / (2.0 * a);
double t_1 = Math.sqrt(((g * g) - (h * h)));
return Math.cbrt((t_0 * (-g + t_1))) + Math.cbrt((t_0 * (-g - t_1)));
}
function code(g, h, a) t_0 = Float64(1.0 / Float64(2.0 * a)) t_1 = sqrt(Float64(Float64(g * g) - Float64(h * h))) return Float64(cbrt(Float64(t_0 * Float64(Float64(-g) + t_1))) + cbrt(Float64(t_0 * Float64(Float64(-g) - t_1)))) end
code[g_, h_, a_] := Block[{t$95$0 = N[(1.0 / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[Sqrt[N[(N[(g * g), $MachinePrecision] - N[(h * h), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, N[(N[Power[N[(t$95$0 * N[((-g) + t$95$1), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision] + N[Power[N[(t$95$0 * N[((-g) - t$95$1), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \frac{1}{2 \cdot a}\\
t_1 := \sqrt{g \cdot g - h \cdot h}\\
\sqrt[3]{t\_0 \cdot \left(\left(-g\right) + t\_1\right)} + \sqrt[3]{t\_0 \cdot \left(\left(-g\right) - t\_1\right)}
\end{array}
\end{array}
(FPCore (g h a) :precision binary64 (+ (cbrt (* (/ 0.5 a) (- g g))) (* (cbrt (- g)) (cbrt (/ 1.0 a)))))
double code(double g, double h, double a) {
return cbrt(((0.5 / a) * (g - g))) + (cbrt(-g) * cbrt((1.0 / a)));
}
public static double code(double g, double h, double a) {
return Math.cbrt(((0.5 / a) * (g - g))) + (Math.cbrt(-g) * Math.cbrt((1.0 / a)));
}
function code(g, h, a) return Float64(cbrt(Float64(Float64(0.5 / a) * Float64(g - g))) + Float64(cbrt(Float64(-g)) * cbrt(Float64(1.0 / a)))) end
code[g_, h_, a_] := N[(N[Power[N[(N[(0.5 / a), $MachinePrecision] * N[(g - g), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision] + N[(N[Power[(-g), 1/3], $MachinePrecision] * N[Power[N[(1.0 / a), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\sqrt[3]{\frac{0.5}{a} \cdot \left(g - g\right)} + \sqrt[3]{-g} \cdot \sqrt[3]{\frac{1}{a}}
\end{array}
Initial program 44.4%
Simplified44.4%
Taylor expanded in g around inf 22.0%
Taylor expanded in g around inf 73.0%
associate-*r/73.0%
neg-mul-173.0%
Simplified73.0%
pow1/340.0%
div-inv40.0%
unpow-prod-down26.8%
pow1/345.8%
Applied egg-rr45.8%
unpow1/394.7%
Simplified94.7%
Final simplification94.7%
(FPCore (g h a) :precision binary64 (+ (cbrt (* (/ 0.5 a) (- g g))) (/ (cbrt (- g)) (cbrt a))))
double code(double g, double h, double a) {
return cbrt(((0.5 / a) * (g - g))) + (cbrt(-g) / cbrt(a));
}
public static double code(double g, double h, double a) {
return Math.cbrt(((0.5 / a) * (g - g))) + (Math.cbrt(-g) / Math.cbrt(a));
}
function code(g, h, a) return Float64(cbrt(Float64(Float64(0.5 / a) * Float64(g - g))) + Float64(cbrt(Float64(-g)) / cbrt(a))) end
code[g_, h_, a_] := N[(N[Power[N[(N[(0.5 / a), $MachinePrecision] * N[(g - g), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision] + N[(N[Power[(-g), 1/3], $MachinePrecision] / N[Power[a, 1/3], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\sqrt[3]{\frac{0.5}{a} \cdot \left(g - g\right)} + \frac{\sqrt[3]{-g}}{\sqrt[3]{a}}
\end{array}
Initial program 44.4%
Simplified44.4%
Taylor expanded in g around inf 22.0%
Taylor expanded in g around inf 73.0%
associate-*r/73.0%
cbrt-div94.6%
count-294.6%
Applied egg-rr94.6%
*-commutative94.6%
associate-*r*94.6%
metadata-eval94.6%
neg-mul-194.6%
Simplified94.6%
Final simplification94.6%
(FPCore (g h a) :precision binary64 (+ (cbrt (* (/ 0.5 a) (- g g))) (/ 1.0 (cbrt (/ a (- g))))))
double code(double g, double h, double a) {
return cbrt(((0.5 / a) * (g - g))) + (1.0 / cbrt((a / -g)));
}
public static double code(double g, double h, double a) {
return Math.cbrt(((0.5 / a) * (g - g))) + (1.0 / Math.cbrt((a / -g)));
}
function code(g, h, a) return Float64(cbrt(Float64(Float64(0.5 / a) * Float64(g - g))) + Float64(1.0 / cbrt(Float64(a / Float64(-g))))) end
code[g_, h_, a_] := N[(N[Power[N[(N[(0.5 / a), $MachinePrecision] * N[(g - g), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision] + N[(1.0 / N[Power[N[(a / (-g)), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\sqrt[3]{\frac{0.5}{a} \cdot \left(g - g\right)} + \frac{1}{\sqrt[3]{\frac{a}{-g}}}
\end{array}
Initial program 44.4%
Simplified44.4%
Taylor expanded in g around inf 22.0%
Taylor expanded in g around inf 73.0%
associate-*r/73.0%
neg-mul-173.0%
Simplified73.0%
clear-num72.6%
cbrt-div73.1%
metadata-eval73.1%
Applied egg-rr73.1%
Final simplification73.1%
(FPCore (g h a) :precision binary64 (+ (cbrt (* (/ 0.5 a) (- g g))) (cbrt (/ g (- a)))))
double code(double g, double h, double a) {
return cbrt(((0.5 / a) * (g - g))) + cbrt((g / -a));
}
public static double code(double g, double h, double a) {
return Math.cbrt(((0.5 / a) * (g - g))) + Math.cbrt((g / -a));
}
function code(g, h, a) return Float64(cbrt(Float64(Float64(0.5 / a) * Float64(g - g))) + cbrt(Float64(g / Float64(-a)))) end
code[g_, h_, a_] := N[(N[Power[N[(N[(0.5 / a), $MachinePrecision] * N[(g - g), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision] + N[Power[N[(g / (-a)), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\sqrt[3]{\frac{0.5}{a} \cdot \left(g - g\right)} + \sqrt[3]{\frac{g}{-a}}
\end{array}
Initial program 44.4%
Simplified44.4%
Taylor expanded in g around inf 22.0%
Taylor expanded in g around inf 73.0%
associate-*r/73.0%
neg-mul-173.0%
Simplified73.0%
Final simplification73.0%
(FPCore (g h a) :precision binary64 (+ (cbrt (* (/ 0.5 a) (- g g))) (cbrt (/ g a))))
double code(double g, double h, double a) {
return cbrt(((0.5 / a) * (g - g))) + cbrt((g / a));
}
public static double code(double g, double h, double a) {
return Math.cbrt(((0.5 / a) * (g - g))) + Math.cbrt((g / a));
}
function code(g, h, a) return Float64(cbrt(Float64(Float64(0.5 / a) * Float64(g - g))) + cbrt(Float64(g / a))) end
code[g_, h_, a_] := N[(N[Power[N[(N[(0.5 / a), $MachinePrecision] * N[(g - g), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision] + N[Power[N[(g / a), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\sqrt[3]{\frac{0.5}{a} \cdot \left(g - g\right)} + \sqrt[3]{\frac{g}{a}}
\end{array}
Initial program 44.4%
Simplified44.4%
Taylor expanded in g around inf 22.0%
Taylor expanded in g around inf 73.0%
associate-*r/73.0%
neg-mul-173.0%
Simplified73.0%
pow1/340.0%
div-inv40.0%
unpow-prod-down26.8%
pow1/345.8%
Applied egg-rr45.8%
unpow1/394.7%
Simplified94.7%
cbrt-unprod73.0%
div-inv73.0%
unpow1/340.0%
add-sqr-sqrt23.6%
sqrt-unprod13.8%
sqr-neg13.8%
sqrt-unprod0.6%
add-sqr-sqrt1.1%
Applied egg-rr1.1%
unpow1/31.3%
Simplified1.3%
Final simplification1.3%
herbie shell --seed 2024073
(FPCore (g h a)
:name "2-ancestry mixing, positive discriminant"
:precision binary64
(+ (cbrt (* (/ 1.0 (* 2.0 a)) (+ (- g) (sqrt (- (* g g) (* h h)))))) (cbrt (* (/ 1.0 (* 2.0 a)) (- (- g) (sqrt (- (* g g) (* h h))))))))