
(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 (/ (fma (cbrt g) (cbrt -1.0) (cbrt (* (* (/ h g) h) -0.25))) (cbrt a)))
double code(double g, double h, double a) {
return fma(cbrt(g), cbrt(-1.0), cbrt((((h / g) * h) * -0.25))) / cbrt(a);
}
function code(g, h, a) return Float64(fma(cbrt(g), cbrt(-1.0), cbrt(Float64(Float64(Float64(h / g) * h) * -0.25))) / cbrt(a)) end
code[g_, h_, a_] := N[(N[(N[Power[g, 1/3], $MachinePrecision] * N[Power[-1.0, 1/3], $MachinePrecision] + N[Power[N[(N[(N[(h / g), $MachinePrecision] * h), $MachinePrecision] * -0.25), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision] / N[Power[a, 1/3], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\mathsf{fma}\left(\sqrt[3]{g}, \sqrt[3]{-1}, \sqrt[3]{\left(\frac{h}{g} \cdot h\right) \cdot -0.25}\right)}{\sqrt[3]{a}}
\end{array}
Initial program 46.5%
Taylor expanded in h around 0
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-cbrt.f64N/A
lower-/.f64N/A
lower-cbrt.f64N/A
lower-cbrt.f64N/A
lower-*.f64N/A
lower-cbrt.f64N/A
unpow2N/A
*-commutativeN/A
times-fracN/A
lower-*.f64N/A
lower-/.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites77.6%
Applied rewrites94.4%
Applied rewrites97.5%
Applied rewrites98.3%
(FPCore (g h a) :precision binary64 (* (cbrt g) (* (cbrt (/ 2.0 a)) (cbrt -0.5))))
double code(double g, double h, double a) {
return cbrt(g) * (cbrt((2.0 / a)) * cbrt(-0.5));
}
public static double code(double g, double h, double a) {
return Math.cbrt(g) * (Math.cbrt((2.0 / a)) * Math.cbrt(-0.5));
}
function code(g, h, a) return Float64(cbrt(g) * Float64(cbrt(Float64(2.0 / a)) * cbrt(-0.5))) end
code[g_, h_, a_] := N[(N[Power[g, 1/3], $MachinePrecision] * N[(N[Power[N[(2.0 / a), $MachinePrecision], 1/3], $MachinePrecision] * N[Power[-0.5, 1/3], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\sqrt[3]{g} \cdot \left(\sqrt[3]{\frac{2}{a}} \cdot \sqrt[3]{-0.5}\right)
\end{array}
Initial program 46.5%
Taylor expanded in h around 0
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-cbrt.f64N/A
lower-/.f64N/A
lower-cbrt.f64N/A
lower-cbrt.f64N/A
lower-*.f64N/A
lower-cbrt.f64N/A
unpow2N/A
*-commutativeN/A
times-fracN/A
lower-*.f64N/A
lower-/.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites77.6%
Applied rewrites94.4%
Taylor expanded in g around inf
Applied rewrites76.0%
Applied rewrites96.4%
(FPCore (g h a) :precision binary64 (/ (* (cbrt g) (cbrt -1.0)) (cbrt a)))
double code(double g, double h, double a) {
return (cbrt(g) * cbrt(-1.0)) / cbrt(a);
}
public static double code(double g, double h, double a) {
return (Math.cbrt(g) * Math.cbrt(-1.0)) / Math.cbrt(a);
}
function code(g, h, a) return Float64(Float64(cbrt(g) * cbrt(-1.0)) / cbrt(a)) end
code[g_, h_, a_] := N[(N[(N[Power[g, 1/3], $MachinePrecision] * N[Power[-1.0, 1/3], $MachinePrecision]), $MachinePrecision] / N[Power[a, 1/3], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\sqrt[3]{g} \cdot \sqrt[3]{-1}}{\sqrt[3]{a}}
\end{array}
Initial program 46.5%
Taylor expanded in h around 0
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-cbrt.f64N/A
lower-/.f64N/A
lower-cbrt.f64N/A
lower-cbrt.f64N/A
lower-*.f64N/A
lower-cbrt.f64N/A
unpow2N/A
*-commutativeN/A
times-fracN/A
lower-*.f64N/A
lower-/.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites77.6%
Applied rewrites94.4%
Taylor expanded in g around inf
Applied rewrites76.0%
Applied rewrites96.4%
(FPCore (g h a) :precision binary64 (* (cbrt (/ g a)) (cbrt -1.0)))
double code(double g, double h, double a) {
return cbrt((g / a)) * cbrt(-1.0);
}
public static double code(double g, double h, double a) {
return Math.cbrt((g / a)) * Math.cbrt(-1.0);
}
function code(g, h, a) return Float64(cbrt(Float64(g / a)) * cbrt(-1.0)) end
code[g_, h_, a_] := N[(N[Power[N[(g / a), $MachinePrecision], 1/3], $MachinePrecision] * N[Power[-1.0, 1/3], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\sqrt[3]{\frac{g}{a}} \cdot \sqrt[3]{-1}
\end{array}
Initial program 46.5%
lift-cbrt.f64N/A
lift-*.f64N/A
lift-/.f64N/A
associate-*l/N/A
cbrt-divN/A
*-lft-identityN/A
lower-/.f64N/A
Applied rewrites48.7%
Taylor expanded in g around inf
lower-*.f64N/A
lower-cbrt.f64N/A
lower-/.f64N/A
lower-cbrt.f6476.8
Applied rewrites76.8%
(FPCore (g h a) :precision binary64 (cbrt (* (* (/ g a) -0.5) 2.0)))
double code(double g, double h, double a) {
return cbrt((((g / a) * -0.5) * 2.0));
}
public static double code(double g, double h, double a) {
return Math.cbrt((((g / a) * -0.5) * 2.0));
}
function code(g, h, a) return cbrt(Float64(Float64(Float64(g / a) * -0.5) * 2.0)) end
code[g_, h_, a_] := N[Power[N[(N[(N[(g / a), $MachinePrecision] * -0.5), $MachinePrecision] * 2.0), $MachinePrecision], 1/3], $MachinePrecision]
\begin{array}{l}
\\
\sqrt[3]{\left(\frac{g}{a} \cdot -0.5\right) \cdot 2}
\end{array}
Initial program 46.5%
Taylor expanded in h around 0
*-commutativeN/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-cbrt.f64N/A
lower-/.f64N/A
lower-cbrt.f64N/A
lower-cbrt.f64N/A
lower-*.f64N/A
lower-cbrt.f64N/A
unpow2N/A
*-commutativeN/A
times-fracN/A
lower-*.f64N/A
lower-/.f64N/A
lower-/.f64N/A
*-commutativeN/A
lower-*.f64N/A
Applied rewrites77.6%
Applied rewrites94.4%
Taylor expanded in g around inf
Applied rewrites76.0%
Applied rewrites76.8%
(FPCore (g h a) :precision binary64 0.0)
double code(double g, double h, double a) {
return 0.0;
}
real(8) function code(g, h, a)
real(8), intent (in) :: g
real(8), intent (in) :: h
real(8), intent (in) :: a
code = 0.0d0
end function
public static double code(double g, double h, double a) {
return 0.0;
}
def code(g, h, a): return 0.0
function code(g, h, a) return 0.0 end
function tmp = code(g, h, a) tmp = 0.0; end
code[g_, h_, a_] := 0.0
\begin{array}{l}
\\
0
\end{array}
Initial program 46.5%
lift-sqrt.f64N/A
pow1/2N/A
lift--.f64N/A
lift-*.f64N/A
lift-*.f64N/A
difference-of-squaresN/A
*-commutativeN/A
unpow-prod-downN/A
lower-*.f64N/A
pow1/2N/A
lower-sqrt.f64N/A
lower--.f64N/A
pow1/2N/A
lower-sqrt.f64N/A
+-commutativeN/A
lower-+.f6419.3
Applied rewrites19.3%
Taylor expanded in g around -inf
mul-1-negN/A
lower-neg.f64N/A
lower-*.f64N/A
lower-cbrt.f64N/A
lower-/.f64N/A
unpow2N/A
rem-square-sqrtN/A
metadata-evalN/A
lower-*.f64N/A
lower-cbrt.f643.0
Applied rewrites3.0%
Applied rewrites3.0%
herbie shell --seed 2024340
(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))))))))