
(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 6 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 (/ -1.0 a)) (cbrt g)))
double code(double g, double h, double a) {
return cbrt((-1.0 / a)) * cbrt(g);
}
public static double code(double g, double h, double a) {
return Math.cbrt((-1.0 / a)) * Math.cbrt(g);
}
function code(g, h, a) return Float64(cbrt(Float64(-1.0 / a)) * cbrt(g)) end
code[g_, h_, a_] := N[(N[Power[N[(-1.0 / a), $MachinePrecision], 1/3], $MachinePrecision] * N[Power[g, 1/3], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\sqrt[3]{\frac{-1}{a}} \cdot \sqrt[3]{g}
\end{array}
Initial program 39.1%
Taylor expanded in g around inf
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
lower-cbrt.f64N/A
lower-/.f64N/A
lower-cbrt.f64N/A
lower-cbrt.f6471.5
Applied rewrites71.5%
Applied rewrites94.6%
Applied rewrites94.7%
(FPCore (g h a) :precision binary64 (if (<= (pow (* 2.0 a) -1.0) -2e-271) (* (pow (- a) -0.3333333333333333) (cbrt g)) (/ -1.0 (cbrt (/ a g)))))
double code(double g, double h, double a) {
double tmp;
if (pow((2.0 * a), -1.0) <= -2e-271) {
tmp = pow(-a, -0.3333333333333333) * cbrt(g);
} else {
tmp = -1.0 / cbrt((a / g));
}
return tmp;
}
public static double code(double g, double h, double a) {
double tmp;
if (Math.pow((2.0 * a), -1.0) <= -2e-271) {
tmp = Math.pow(-a, -0.3333333333333333) * Math.cbrt(g);
} else {
tmp = -1.0 / Math.cbrt((a / g));
}
return tmp;
}
function code(g, h, a) tmp = 0.0 if ((Float64(2.0 * a) ^ -1.0) <= -2e-271) tmp = Float64((Float64(-a) ^ -0.3333333333333333) * cbrt(g)); else tmp = Float64(-1.0 / cbrt(Float64(a / g))); end return tmp end
code[g_, h_, a_] := If[LessEqual[N[Power[N[(2.0 * a), $MachinePrecision], -1.0], $MachinePrecision], -2e-271], N[(N[Power[(-a), -0.3333333333333333], $MachinePrecision] * N[Power[g, 1/3], $MachinePrecision]), $MachinePrecision], N[(-1.0 / N[Power[N[(a / g), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;{\left(2 \cdot a\right)}^{-1} \leq -2 \cdot 10^{-271}:\\
\;\;\;\;{\left(-a\right)}^{-0.3333333333333333} \cdot \sqrt[3]{g}\\
\mathbf{else}:\\
\;\;\;\;\frac{-1}{\sqrt[3]{\frac{a}{g}}}\\
\end{array}
\end{array}
if (/.f64 #s(literal 1 binary64) (*.f64 #s(literal 2 binary64) a)) < -1.99999999999999993e-271Initial program 40.4%
Taylor expanded in g around inf
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
lower-cbrt.f64N/A
lower-/.f64N/A
lower-cbrt.f64N/A
lower-cbrt.f6471.5
Applied rewrites71.5%
Applied rewrites93.7%
Applied rewrites93.6%
Applied rewrites87.8%
if -1.99999999999999993e-271 < (/.f64 #s(literal 1 binary64) (*.f64 #s(literal 2 binary64) a)) Initial program 38.0%
Taylor expanded in g around inf
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
lower-cbrt.f64N/A
lower-/.f64N/A
lower-cbrt.f64N/A
lower-cbrt.f6471.5
Applied rewrites71.5%
Applied rewrites95.4%
Applied rewrites95.5%
Applied rewrites72.5%
Final simplification79.4%
(FPCore (g h a) :precision binary64 (/ (cbrt (- g)) (cbrt a)))
double code(double g, double h, double a) {
return cbrt(-g) / cbrt(a);
}
public static double code(double g, double h, double a) {
return Math.cbrt(-g) / Math.cbrt(a);
}
function code(g, h, a) return Float64(cbrt(Float64(-g)) / cbrt(a)) end
code[g_, h_, a_] := N[(N[Power[(-g), 1/3], $MachinePrecision] / N[Power[a, 1/3], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\sqrt[3]{-g}}{\sqrt[3]{a}}
\end{array}
Initial program 39.1%
Taylor expanded in g around inf
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
lower-cbrt.f64N/A
lower-/.f64N/A
lower-cbrt.f64N/A
lower-cbrt.f6471.5
Applied rewrites71.5%
Applied rewrites94.6%
Applied rewrites94.6%
(FPCore (g h a) :precision binary64 (/ -1.0 (cbrt (/ a g))))
double code(double g, double h, double a) {
return -1.0 / cbrt((a / g));
}
public static double code(double g, double h, double a) {
return -1.0 / Math.cbrt((a / g));
}
function code(g, h, a) return Float64(-1.0 / cbrt(Float64(a / g))) end
code[g_, h_, a_] := N[(-1.0 / N[Power[N[(a / g), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{-1}{\sqrt[3]{\frac{a}{g}}}
\end{array}
Initial program 39.1%
Taylor expanded in g around inf
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
lower-cbrt.f64N/A
lower-/.f64N/A
lower-cbrt.f64N/A
lower-cbrt.f6471.5
Applied rewrites71.5%
Applied rewrites94.6%
Applied rewrites94.7%
Applied rewrites72.9%
(FPCore (g h a) :precision binary64 (cbrt (* (/ -1.0 a) g)))
double code(double g, double h, double a) {
return cbrt(((-1.0 / a) * g));
}
public static double code(double g, double h, double a) {
return Math.cbrt(((-1.0 / a) * g));
}
function code(g, h, a) return cbrt(Float64(Float64(-1.0 / a) * g)) end
code[g_, h_, a_] := N[Power[N[(N[(-1.0 / a), $MachinePrecision] * g), $MachinePrecision], 1/3], $MachinePrecision]
\begin{array}{l}
\\
\sqrt[3]{\frac{-1}{a} \cdot g}
\end{array}
Initial program 39.1%
Taylor expanded in g around inf
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
lower-cbrt.f64N/A
lower-/.f64N/A
lower-cbrt.f64N/A
lower-cbrt.f6471.5
Applied rewrites71.5%
Applied rewrites94.6%
Applied rewrites72.4%
Applied rewrites72.4%
(FPCore (g h a) :precision binary64 (cbrt (/ (- g) a)))
double code(double g, double h, double a) {
return cbrt((-g / a));
}
public static double code(double g, double h, double a) {
return Math.cbrt((-g / a));
}
function code(g, h, a) return cbrt(Float64(Float64(-g) / a)) end
code[g_, h_, a_] := N[Power[N[((-g) / a), $MachinePrecision], 1/3], $MachinePrecision]
\begin{array}{l}
\\
\sqrt[3]{\frac{-g}{a}}
\end{array}
Initial program 39.1%
Taylor expanded in g around inf
*-commutativeN/A
associate-*r*N/A
lower-*.f64N/A
lower-*.f64N/A
lower-cbrt.f64N/A
lower-/.f64N/A
lower-cbrt.f64N/A
lower-cbrt.f6471.5
Applied rewrites71.5%
Applied rewrites94.6%
Applied rewrites72.4%
herbie shell --seed 2024324
(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))))))))