
(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 3 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 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]
\begin{array}{l}
\\
\frac{-\sqrt[3]{g}}{\sqrt[3]{a}}
\end{array}
Initial program 40.6%
Taylor expanded in g around -inf
mul-1-negN/A
lower-neg.f64N/A
cbrt-unprodN/A
metadata-evalN/A
metadata-evalN/A
lower-*.f64N/A
lower-cbrt.f64N/A
lower-/.f6472.4
Applied rewrites72.4%
lift-/.f64N/A
lift-cbrt.f64N/A
cbrt-divN/A
lower-/.f64N/A
lower-cbrt.f64N/A
lower-cbrt.f6495.9
Applied rewrites95.9%
Final simplification95.9%
(FPCore (g h a)
:precision binary64
(let* ((t_0 (sqrt (- (* g g) (* h h)))) (t_1 (/ 1.0 (* 2.0 a))))
(if (<=
(+ (cbrt (* t_1 (+ (- g) t_0))) (cbrt (* (- t_1) (+ g t_0))))
-5e+98)
(* g (+ 0.0 (cbrt (* (/ -2.0 (* a (* g g))) 0.5))))
(- (cbrt (/ g a))))))
double code(double g, double h, double a) {
double t_0 = sqrt(((g * g) - (h * h)));
double t_1 = 1.0 / (2.0 * a);
double tmp;
if ((cbrt((t_1 * (-g + t_0))) + cbrt((-t_1 * (g + t_0)))) <= -5e+98) {
tmp = g * (0.0 + cbrt(((-2.0 / (a * (g * g))) * 0.5)));
} else {
tmp = -cbrt((g / a));
}
return tmp;
}
public static double code(double g, double h, double a) {
double t_0 = Math.sqrt(((g * g) - (h * h)));
double t_1 = 1.0 / (2.0 * a);
double tmp;
if ((Math.cbrt((t_1 * (-g + t_0))) + Math.cbrt((-t_1 * (g + t_0)))) <= -5e+98) {
tmp = g * (0.0 + Math.cbrt(((-2.0 / (a * (g * g))) * 0.5)));
} else {
tmp = -Math.cbrt((g / a));
}
return tmp;
}
function code(g, h, a) t_0 = sqrt(Float64(Float64(g * g) - Float64(h * h))) t_1 = Float64(1.0 / Float64(2.0 * a)) tmp = 0.0 if (Float64(cbrt(Float64(t_1 * Float64(Float64(-g) + t_0))) + cbrt(Float64(Float64(-t_1) * Float64(g + t_0)))) <= -5e+98) tmp = Float64(g * Float64(0.0 + cbrt(Float64(Float64(-2.0 / Float64(a * Float64(g * g))) * 0.5)))); else tmp = Float64(-cbrt(Float64(g / a))); end return tmp end
code[g_, h_, a_] := Block[{t$95$0 = N[Sqrt[N[(N[(g * g), $MachinePrecision] - N[(h * h), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, Block[{t$95$1 = N[(1.0 / N[(2.0 * a), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(N[Power[N[(t$95$1 * N[((-g) + t$95$0), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision] + N[Power[N[((-t$95$1) * N[(g + t$95$0), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision], -5e+98], N[(g * N[(0.0 + N[Power[N[(N[(-2.0 / N[(a * N[(g * g), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] * 0.5), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], (-N[Power[N[(g / a), $MachinePrecision], 1/3], $MachinePrecision])]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{g \cdot g - h \cdot h}\\
t_1 := \frac{1}{2 \cdot a}\\
\mathbf{if}\;\sqrt[3]{t\_1 \cdot \left(\left(-g\right) + t\_0\right)} + \sqrt[3]{\left(-t\_1\right) \cdot \left(g + t\_0\right)} \leq -5 \cdot 10^{+98}:\\
\;\;\;\;g \cdot \left(0 + \sqrt[3]{\frac{-2}{a \cdot \left(g \cdot g\right)} \cdot 0.5}\right)\\
\mathbf{else}:\\
\;\;\;\;-\sqrt[3]{\frac{g}{a}}\\
\end{array}
\end{array}
if (+.f64 (cbrt.f64 (*.f64 (/.f64 #s(literal 1 binary64) (*.f64 #s(literal 2 binary64) a)) (+.f64 (neg.f64 g) (sqrt.f64 (-.f64 (*.f64 g g) (*.f64 h h)))))) (cbrt.f64 (*.f64 (/.f64 #s(literal 1 binary64) (*.f64 #s(literal 2 binary64) a)) (-.f64 (neg.f64 g) (sqrt.f64 (-.f64 (*.f64 g g) (*.f64 h h))))))) < -4.9999999999999998e98Initial program 21.4%
Taylor expanded in a around 0
lower-/.f64N/A
Applied rewrites7.1%
Taylor expanded in a around -inf
lower-*.f64N/A
lower-+.f64N/A
Applied rewrites21.3%
Taylor expanded in g around -inf
lower-*.f64N/A
lower-+.f64N/A
Applied rewrites99.1%
Taylor expanded in g around 0
Applied rewrites99.1%
if -4.9999999999999998e98 < (+.f64 (cbrt.f64 (*.f64 (/.f64 #s(literal 1 binary64) (*.f64 #s(literal 2 binary64) a)) (+.f64 (neg.f64 g) (sqrt.f64 (-.f64 (*.f64 g g) (*.f64 h h)))))) (cbrt.f64 (*.f64 (/.f64 #s(literal 1 binary64) (*.f64 #s(literal 2 binary64) a)) (-.f64 (neg.f64 g) (sqrt.f64 (-.f64 (*.f64 g g) (*.f64 h h))))))) Initial program 41.4%
Taylor expanded in g around -inf
mul-1-negN/A
lower-neg.f64N/A
cbrt-unprodN/A
metadata-evalN/A
metadata-evalN/A
lower-*.f64N/A
lower-cbrt.f64N/A
lower-/.f6474.7
Applied rewrites74.7%
Taylor expanded in g around 0
lift-cbrt.f64N/A
lift-/.f6474.7
Applied rewrites74.7%
Final simplification75.7%
(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])
\begin{array}{l}
\\
-\sqrt[3]{\frac{g}{a}}
\end{array}
Initial program 40.6%
Taylor expanded in g around -inf
mul-1-negN/A
lower-neg.f64N/A
cbrt-unprodN/A
metadata-evalN/A
metadata-evalN/A
lower-*.f64N/A
lower-cbrt.f64N/A
lower-/.f6472.4
Applied rewrites72.4%
Taylor expanded in g around 0
lift-cbrt.f64N/A
lift-/.f6472.4
Applied rewrites72.4%
herbie shell --seed 2025058
(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))))))))