
(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
-1.0
(/ (* (cbrt g) (* (cbrt 0.5) (cbrt 2.0))) (cbrt a))
(*
-1.0
(/
(* (pow (fabs h) 0.6666666666666666) (pow (cbrt 0.5) 2.0))
(* (cbrt a) (cbrt g))))))double code(double g, double h, double a) {
return fma(-1.0, ((cbrt(g) * (cbrt(0.5) * cbrt(2.0))) / cbrt(a)), (-1.0 * ((pow(fabs(h), 0.6666666666666666) * pow(cbrt(0.5), 2.0)) / (cbrt(a) * cbrt(g)))));
}
function code(g, h, a) return fma(-1.0, Float64(Float64(cbrt(g) * Float64(cbrt(0.5) * cbrt(2.0))) / cbrt(a)), Float64(-1.0 * Float64(Float64((abs(h) ^ 0.6666666666666666) * (cbrt(0.5) ^ 2.0)) / Float64(cbrt(a) * cbrt(g))))) end
code[g_, h_, a_] := N[(-1.0 * N[(N[(N[Power[g, 1/3], $MachinePrecision] * N[(N[Power[0.5, 1/3], $MachinePrecision] * N[Power[2.0, 1/3], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[Power[a, 1/3], $MachinePrecision]), $MachinePrecision] + N[(-1.0 * N[(N[(N[Power[N[Abs[h], $MachinePrecision], 0.6666666666666666], $MachinePrecision] * N[Power[N[Power[0.5, 1/3], $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] / N[(N[Power[a, 1/3], $MachinePrecision] * N[Power[g, 1/3], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\mathsf{fma}\left(-1, \frac{\sqrt[3]{g} \cdot \left(\sqrt[3]{0.5} \cdot \sqrt[3]{2}\right)}{\sqrt[3]{a}}, -1 \cdot \frac{{\left(\left|h\right|\right)}^{0.6666666666666666} \cdot {\left(\sqrt[3]{0.5}\right)}^{2}}{\sqrt[3]{a} \cdot \sqrt[3]{g}}\right)
Initial program 44.7%
Taylor expanded in g around inf
lower-*.f64N/A
lower-/.f6428.1
Applied rewrites28.1%
Applied rewrites28.3%
lift--.f64N/A
sub-flipN/A
lift-sqrt.f64N/A
pow1/2N/A
lift-*.f64N/A
lift-+.f64N/A
+-commutativeN/A
lift--.f64N/A
difference-of-squaresN/A
pow1/2N/A
+-commutativeN/A
sum-to-multN/A
lower-unsound-*.f64N/A
Applied rewrites28.3%
Taylor expanded in g around -inf
lower-fma.f64N/A
lower-/.f64N/A
lower-*.f64N/A
lower-cbrt.f64N/A
lower-*.f64N/A
lower-cbrt.f64N/A
lower-cbrt.f64N/A
lower-cbrt.f64N/A
lower-*.f64N/A
Applied rewrites47.8%
(FPCore (g h a) :precision binary64 (let* ((t_0 (pow (fabs a) (/ -1.0 2.0)))) (* (copysign 1.0 a) (* (cbrt g) (cbrt (- (* t_0 t_0)))))))
double code(double g, double h, double a) {
double t_0 = pow(fabs(a), (-1.0 / 2.0));
return copysign(1.0, a) * (cbrt(g) * cbrt(-(t_0 * t_0)));
}
public static double code(double g, double h, double a) {
double t_0 = Math.pow(Math.abs(a), (-1.0 / 2.0));
return Math.copySign(1.0, a) * (Math.cbrt(g) * Math.cbrt(-(t_0 * t_0)));
}
function code(g, h, a) t_0 = abs(a) ^ Float64(-1.0 / 2.0) return Float64(copysign(1.0, a) * Float64(cbrt(g) * cbrt(Float64(-Float64(t_0 * t_0))))) end
code[g_, h_, a_] := Block[{t$95$0 = N[Power[N[Abs[a], $MachinePrecision], N[(-1.0 / 2.0), $MachinePrecision]], $MachinePrecision]}, N[(N[With[{TMP1 = Abs[1.0], TMP2 = Sign[a]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision] * N[(N[Power[g, 1/3], $MachinePrecision] * N[Power[(-N[(t$95$0 * t$95$0), $MachinePrecision]), 1/3], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
t_0 := {\left(\left|a\right|\right)}^{\left(\frac{-1}{2}\right)}\\
\mathsf{copysign}\left(1, a\right) \cdot \left(\sqrt[3]{g} \cdot \sqrt[3]{-t\_0 \cdot t\_0}\right)
\end{array}
Initial program 44.7%
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.f6495.2
Applied rewrites95.2%
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-eval95.9
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.f6495.9
Applied rewrites95.9%
lift-/.f64N/A
lift-neg.f64N/A
lift-cbrt.f64N/A
cbrt-neg-revN/A
lift-cbrt.f64N/A
cbrt-undivN/A
distribute-frac-negN/A
lift-/.f64N/A
lift-/.f64N/A
mult-flipN/A
distribute-rgt-neg-inN/A
cbrt-prodN/A
lift-cbrt.f64N/A
lower-*.f64N/A
lower-cbrt.f64N/A
lower-neg.f64N/A
lower-/.f6495.9
Applied rewrites95.9%
lift-/.f64N/A
inv-powN/A
sqr-powN/A
lower-unsound-*.f64N/A
lower-unsound-pow.f64N/A
lower-unsound-/.f64N/A
lower-unsound-pow.f64N/A
lower-unsound-/.f6448.2
Applied rewrites48.2%
(FPCore (g h a) :precision binary64 (* (cbrt g) (cbrt (/ -1.0 a))))
double code(double g, double h, double a) {
return cbrt(g) * cbrt((-1.0 / a));
}
public static double code(double g, double h, double a) {
return Math.cbrt(g) * Math.cbrt((-1.0 / a));
}
function code(g, h, a) return Float64(cbrt(g) * cbrt(Float64(-1.0 / a))) end
code[g_, h_, a_] := N[(N[Power[g, 1/3], $MachinePrecision] * N[Power[N[(-1.0 / a), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision]
\sqrt[3]{g} \cdot \sqrt[3]{\frac{-1}{a}}
Initial program 44.7%
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.f6495.2
Applied rewrites95.2%
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-eval95.9
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.f6495.9
Applied rewrites95.9%
lift-/.f64N/A
lift-neg.f64N/A
lift-cbrt.f64N/A
cbrt-neg-revN/A
lift-cbrt.f64N/A
cbrt-undivN/A
distribute-frac-negN/A
lift-/.f64N/A
lift-/.f64N/A
mult-flipN/A
distribute-rgt-neg-inN/A
cbrt-prodN/A
lift-cbrt.f64N/A
lower-*.f64N/A
lower-cbrt.f64N/A
lower-neg.f64N/A
lower-/.f6495.9
Applied rewrites95.9%
lift-neg.f64N/A
lift-/.f64N/A
distribute-neg-fracN/A
metadata-evalN/A
lower-/.f6495.9
Applied rewrites95.9%
(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(g) / Float64(-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 44.7%
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.f6495.2
Applied rewrites95.2%
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-eval95.9
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.f6495.9
Applied rewrites95.9%
lift-/.f64N/A
lift-neg.f64N/A
distribute-frac-negN/A
distribute-neg-frac2N/A
lower-/.f64N/A
lower-neg.f6495.9
Applied rewrites95.9%
(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 44.7%
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.f6495.2
Applied rewrites95.2%
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 rewrites73.7%
herbie shell --seed 2025181
(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))))))))