
(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}
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}
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}
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}
(FPCore (g h a) :precision binary64 (fma (cbrt (/ -0.5 a)) (cbrt (+ g g)) (cbrt (/ (- g g) (+ a a)))))
double code(double g, double h, double a) {
return fma(cbrt((-0.5 / a)), cbrt((g + g)), cbrt(((g - g) / (a + a))));
}
function code(g, h, a) return fma(cbrt(Float64(-0.5 / a)), cbrt(Float64(g + g)), cbrt(Float64(Float64(g - g) / Float64(a + a)))) end
code[g_, h_, a_] := N[(N[Power[N[(-0.5 / a), $MachinePrecision], 1/3], $MachinePrecision] * N[Power[N[(g + g), $MachinePrecision], 1/3], $MachinePrecision] + N[Power[N[(N[(g - g), $MachinePrecision] / N[(a + a), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision]
\mathsf{fma}\left(\sqrt[3]{\frac{-0.5}{a}}, \sqrt[3]{g + g}, \sqrt[3]{\frac{g - g}{a + a}}\right)
Initial program 44.3%
Applied rewrites47.0%
Taylor expanded in g around inf
lower-*.f64N/A
lower-+.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-+.f64N/A
lower-*.f6432.4%
Applied rewrites32.4%
Taylor expanded in g around inf
lower-*.f64N/A
lower-+.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-+.f64N/A
lower-*.f6495.9%
Applied rewrites95.9%
Applied rewrites95.9%
Taylor expanded in g around 0
Applied rewrites95.9%
Taylor expanded in g around 0
Applied rewrites95.9%
(FPCore (g h a) :precision binary64 (/ 1.0 (/ (cbrt a) (- (cbrt g)))))
double code(double g, double h, double a) {
return 1.0 / (cbrt(a) / -cbrt(g));
}
public static double code(double g, double h, double a) {
return 1.0 / (Math.cbrt(a) / -Math.cbrt(g));
}
function code(g, h, a) return Float64(1.0 / Float64(cbrt(a) / Float64(-cbrt(g)))) end
code[g_, h_, a_] := N[(1.0 / N[(N[Power[a, 1/3], $MachinePrecision] / (-N[Power[g, 1/3], $MachinePrecision])), $MachinePrecision]), $MachinePrecision]
\frac{1}{\frac{\sqrt[3]{a}}{-\sqrt[3]{g}}}
Initial program 44.3%
Taylor expanded in g around inf
lower-/.f64N/A
lower-*.f64N/A
lower-cbrt.f64N/A
lower-*.f64N/A
lower-cbrt.f64N/A
lower-cbrt.f64N/A
lower-cbrt.f6495.4%
Applied rewrites95.4%
lift-/.f64N/A
div-flipN/A
lower-unsound-/.f64N/A
lower-unsound-/.f6495.3%
lift-*.f64N/A
lift-cbrt.f64N/A
lift-cbrt.f64N/A
cbrt-unprodN/A
metadata-evalN/A
metadata-evalN/A
cbrt-negN/A
metadata-evalN/A
metadata-eval96.0%
lower-*.f64N/A
lift-cbrt.f64N/A
metadata-evalN/A
metadata-evalN/A
cbrt-negN/A
metadata-evalN/A
cbrt-unprodN/A
*-commutativeN/A
mul-1-negN/A
cbrt-neg-revN/A
lift-cbrt.f64N/A
lower-neg.f6496.0%
Applied rewrites96.0%
(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(Float64(-cbrt(g)) / cbrt(a)) end
code[g_, h_, a_] := N[((-N[Power[g, 1/3], $MachinePrecision]) / N[Power[a, 1/3], $MachinePrecision]), $MachinePrecision]
\frac{-\sqrt[3]{g}}{\sqrt[3]{a}}
Initial program 44.3%
Taylor expanded in g around inf
lower-/.f64N/A
lower-*.f64N/A
lower-cbrt.f64N/A
lower-*.f64N/A
lower-cbrt.f64N/A
lower-cbrt.f64N/A
lower-cbrt.f6495.4%
Applied rewrites95.4%
lift-*.f64N/A
lift-cbrt.f64N/A
lift-cbrt.f64N/A
cbrt-unprodN/A
metadata-evalN/A
metadata-evalN/A
cbrt-negN/A
metadata-evalN/A
metadata-eval96.0%
lower-*.f64N/A
lift-cbrt.f64N/A
metadata-evalN/A
metadata-evalN/A
cbrt-negN/A
metadata-evalN/A
cbrt-unprodN/A
*-commutativeN/A
mul-1-negN/A
cbrt-neg-revN/A
lift-cbrt.f64N/A
lower-neg.f6496.0%
Applied rewrites96.0%
(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]
\sqrt[3]{\frac{-1}{a} \cdot g}
Initial program 44.3%
Taylor expanded in g around inf
lower-/.f64N/A
lower-*.f64N/A
lower-cbrt.f64N/A
lower-*.f64N/A
lower-cbrt.f64N/A
lower-cbrt.f64N/A
lower-cbrt.f6495.4%
Applied rewrites95.4%
lift-/.f64N/A
lift-*.f64N/A
associate-/l*N/A
*-commutativeN/A
lift-*.f64N/A
lift-cbrt.f64N/A
lift-cbrt.f64N/A
cbrt-unprodN/A
metadata-evalN/A
lift-cbrt.f64N/A
cbrt-undivN/A
lift-cbrt.f64N/A
cbrt-unprodN/A
lower-cbrt.f64N/A
frac-2neg-revN/A
metadata-evalN/A
lower-*.f64N/A
metadata-evalN/A
frac-2neg-revN/A
lower-/.f6473.6%
Applied rewrites73.6%
(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 Float64(-cbrt(Float64(g / a))) end
code[g_, h_, a_] := (-N[Power[N[(g / a), $MachinePrecision], 1/3], $MachinePrecision])
-\sqrt[3]{\frac{g}{a}}
Initial program 44.3%
Taylor expanded in g around inf
lower-/.f64N/A
lower-*.f64N/A
lower-cbrt.f64N/A
lower-*.f64N/A
lower-cbrt.f64N/A
lower-cbrt.f64N/A
lower-cbrt.f6495.4%
Applied rewrites95.4%
lift-/.f64N/A
frac-2negN/A
distribute-frac-negN/A
lift-*.f64N/A
lift-cbrt.f64N/A
lift-cbrt.f64N/A
cbrt-unprodN/A
metadata-evalN/A
metadata-evalN/A
cbrt-negN/A
metadata-evalN/A
metadata-evalN/A
lower-*.f64N/A
lift-cbrt.f64N/A
metadata-evalN/A
metadata-evalN/A
cbrt-negN/A
metadata-evalN/A
cbrt-unprodN/A
*-commutativeN/A
mul-1-negN/A
cbrt-neg-revN/A
lift-cbrt.f64N/A
Applied rewrites73.6%
herbie shell --seed 2025201
(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))))))))