
(FPCore (g a) :precision binary64 (cbrt (/ g (* 2.0 a))))
double code(double g, double a) {
return cbrt((g / (2.0 * a)));
}
public static double code(double g, double a) {
return Math.cbrt((g / (2.0 * a)));
}
function code(g, a) return cbrt(Float64(g / Float64(2.0 * a))) end
code[g_, a_] := N[Power[N[(g / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision]
\begin{array}{l}
\\
\sqrt[3]{\frac{g}{2 \cdot a}}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 8 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (g a) :precision binary64 (cbrt (/ g (* 2.0 a))))
double code(double g, double a) {
return cbrt((g / (2.0 * a)));
}
public static double code(double g, double a) {
return Math.cbrt((g / (2.0 * a)));
}
function code(g, a) return cbrt(Float64(g / Float64(2.0 * a))) end
code[g_, a_] := N[Power[N[(g / N[(2.0 * a), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision]
\begin{array}{l}
\\
\sqrt[3]{\frac{g}{2 \cdot a}}
\end{array}
(FPCore (g a) :precision binary64 (/ (/ (cbrt g) (pow 2.0 0.3333333333333333)) (cbrt a)))
double code(double g, double a) {
return (cbrt(g) / pow(2.0, 0.3333333333333333)) / cbrt(a);
}
public static double code(double g, double a) {
return (Math.cbrt(g) / Math.pow(2.0, 0.3333333333333333)) / Math.cbrt(a);
}
function code(g, a) return Float64(Float64(cbrt(g) / (2.0 ^ 0.3333333333333333)) / cbrt(a)) end
code[g_, a_] := N[(N[(N[Power[g, 1/3], $MachinePrecision] / N[Power[2.0, 0.3333333333333333], $MachinePrecision]), $MachinePrecision] / N[Power[a, 1/3], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\frac{\sqrt[3]{g}}{{2}^{0.3333333333333333}}}{\sqrt[3]{a}}
\end{array}
Initial program 79.3%
lift-cbrt.f64N/A
lift-*.f64N/A
lift-/.f64N/A
associate-/r*N/A
cbrt-divN/A
lower-/.f64N/A
lower-cbrt.f64N/A
lower-/.f64N/A
lower-cbrt.f6498.7
Applied rewrites98.7%
lift-/.f64N/A
lift-cbrt.f64N/A
cbrt-divN/A
lower-/.f64N/A
lift-cbrt.f64N/A
lower-cbrt.f6498.1
Applied rewrites98.1%
lift-cbrt.f64N/A
pow1/3N/A
lower-pow.f6498.7
Applied rewrites98.7%
(FPCore (g a) :precision binary64 (if (<= a 3.5e-304) (* (cbrt (/ g a)) (cbrt 0.5)) (/ (cbrt g) (pow (+ a a) 0.3333333333333333))))
double code(double g, double a) {
double tmp;
if (a <= 3.5e-304) {
tmp = cbrt((g / a)) * cbrt(0.5);
} else {
tmp = cbrt(g) / pow((a + a), 0.3333333333333333);
}
return tmp;
}
public static double code(double g, double a) {
double tmp;
if (a <= 3.5e-304) {
tmp = Math.cbrt((g / a)) * Math.cbrt(0.5);
} else {
tmp = Math.cbrt(g) / Math.pow((a + a), 0.3333333333333333);
}
return tmp;
}
function code(g, a) tmp = 0.0 if (a <= 3.5e-304) tmp = Float64(cbrt(Float64(g / a)) * cbrt(0.5)); else tmp = Float64(cbrt(g) / (Float64(a + a) ^ 0.3333333333333333)); end return tmp end
code[g_, a_] := If[LessEqual[a, 3.5e-304], N[(N[Power[N[(g / a), $MachinePrecision], 1/3], $MachinePrecision] * N[Power[0.5, 1/3], $MachinePrecision]), $MachinePrecision], N[(N[Power[g, 1/3], $MachinePrecision] / N[Power[N[(a + a), $MachinePrecision], 0.3333333333333333], $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq 3.5 \cdot 10^{-304}:\\
\;\;\;\;\sqrt[3]{\frac{g}{a}} \cdot \sqrt[3]{0.5}\\
\mathbf{else}:\\
\;\;\;\;\frac{\sqrt[3]{g}}{{\left(a + a\right)}^{0.3333333333333333}}\\
\end{array}
\end{array}
if a < 3.5e-304Initial program 79.8%
lift-cbrt.f64N/A
lift-*.f64N/A
lift-/.f64N/A
associate-/r*N/A
cbrt-divN/A
lower-/.f64N/A
lower-cbrt.f64N/A
lower-/.f64N/A
lower-cbrt.f6498.8
Applied rewrites98.8%
lift-/.f64N/A
lift-cbrt.f64N/A
cbrt-divN/A
lower-/.f64N/A
lift-cbrt.f64N/A
lower-cbrt.f6498.1
Applied rewrites98.1%
lift-cbrt.f64N/A
pow1/3N/A
lower-pow.f6498.8
Applied rewrites98.8%
lift-/.f64N/A
lift-/.f64N/A
lift-cbrt.f64N/A
lift-pow.f64N/A
pow1/3N/A
lift-cbrt.f64N/A
associate-/l/N/A
*-commutativeN/A
*-rgt-identityN/A
frac-timesN/A
cbrt-divN/A
metadata-evalN/A
metadata-evalN/A
cbrt-unprodN/A
associate-/l*N/A
cbrt-undivN/A
metadata-evalN/A
metadata-evalN/A
cbrt-unprodN/A
associate-*l*N/A
cbrt-unprodN/A
metadata-evalN/A
metadata-evalN/A
Applied rewrites80.6%
if 3.5e-304 < a Initial program 79.0%
lift-cbrt.f64N/A
lift-*.f64N/A
lift-/.f64N/A
cbrt-divN/A
lower-/.f64N/A
lower-cbrt.f64N/A
lower-cbrt.f64N/A
*-commutativeN/A
lower-*.f6498.6
Applied rewrites98.6%
lift-*.f64N/A
lift-cbrt.f64N/A
pow1/3N/A
*-commutativeN/A
count-2-revN/A
lower-pow.f64N/A
count-2-revN/A
*-commutativeN/A
lift-*.f6492.1
Applied rewrites92.1%
lift-*.f64N/A
*-commutativeN/A
count-2-revN/A
lower-+.f6492.1
Applied rewrites92.1%
(FPCore (g a) :precision binary64 (if (<= a 3.5e-304) (cbrt (* 0.5 (/ g a))) (/ (cbrt g) (pow (+ a a) 0.3333333333333333))))
double code(double g, double a) {
double tmp;
if (a <= 3.5e-304) {
tmp = cbrt((0.5 * (g / a)));
} else {
tmp = cbrt(g) / pow((a + a), 0.3333333333333333);
}
return tmp;
}
public static double code(double g, double a) {
double tmp;
if (a <= 3.5e-304) {
tmp = Math.cbrt((0.5 * (g / a)));
} else {
tmp = Math.cbrt(g) / Math.pow((a + a), 0.3333333333333333);
}
return tmp;
}
function code(g, a) tmp = 0.0 if (a <= 3.5e-304) tmp = cbrt(Float64(0.5 * Float64(g / a))); else tmp = Float64(cbrt(g) / (Float64(a + a) ^ 0.3333333333333333)); end return tmp end
code[g_, a_] := If[LessEqual[a, 3.5e-304], N[Power[N[(0.5 * N[(g / a), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision], N[(N[Power[g, 1/3], $MachinePrecision] / N[Power[N[(a + a), $MachinePrecision], 0.3333333333333333], $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;a \leq 3.5 \cdot 10^{-304}:\\
\;\;\;\;\sqrt[3]{0.5 \cdot \frac{g}{a}}\\
\mathbf{else}:\\
\;\;\;\;\frac{\sqrt[3]{g}}{{\left(a + a\right)}^{0.3333333333333333}}\\
\end{array}
\end{array}
if a < 3.5e-304Initial program 79.8%
Taylor expanded in g around 0
lower-*.f64N/A
lower-/.f6480.6
Applied rewrites80.6%
if 3.5e-304 < a Initial program 79.0%
lift-cbrt.f64N/A
lift-*.f64N/A
lift-/.f64N/A
cbrt-divN/A
lower-/.f64N/A
lower-cbrt.f64N/A
lower-cbrt.f64N/A
*-commutativeN/A
lower-*.f6498.6
Applied rewrites98.6%
lift-*.f64N/A
lift-cbrt.f64N/A
pow1/3N/A
*-commutativeN/A
count-2-revN/A
lower-pow.f64N/A
count-2-revN/A
*-commutativeN/A
lift-*.f6492.1
Applied rewrites92.1%
lift-*.f64N/A
*-commutativeN/A
count-2-revN/A
lower-+.f6492.1
Applied rewrites92.1%
(FPCore (g a) :precision binary64 (/ (cbrt (* 0.5 g)) (cbrt a)))
double code(double g, double a) {
return cbrt((0.5 * g)) / cbrt(a);
}
public static double code(double g, double a) {
return Math.cbrt((0.5 * g)) / Math.cbrt(a);
}
function code(g, a) return Float64(cbrt(Float64(0.5 * g)) / cbrt(a)) end
code[g_, a_] := N[(N[Power[N[(0.5 * g), $MachinePrecision], 1/3], $MachinePrecision] / N[Power[a, 1/3], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\sqrt[3]{0.5 \cdot g}}{\sqrt[3]{a}}
\end{array}
Initial program 79.3%
lift-cbrt.f64N/A
lift-*.f64N/A
lift-/.f64N/A
associate-/r*N/A
cbrt-divN/A
lower-/.f64N/A
lower-cbrt.f64N/A
lower-/.f64N/A
lower-cbrt.f6498.7
Applied rewrites98.7%
Taylor expanded in g around 0
lower-*.f6498.7
Applied rewrites98.7%
(FPCore (g a) :precision binary64 (/ (cbrt g) (cbrt (* a 2.0))))
double code(double g, double a) {
return cbrt(g) / cbrt((a * 2.0));
}
public static double code(double g, double a) {
return Math.cbrt(g) / Math.cbrt((a * 2.0));
}
function code(g, a) return Float64(cbrt(g) / cbrt(Float64(a * 2.0))) end
code[g_, a_] := N[(N[Power[g, 1/3], $MachinePrecision] / N[Power[N[(a * 2.0), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\sqrt[3]{g}}{\sqrt[3]{a \cdot 2}}
\end{array}
Initial program 79.3%
lift-cbrt.f64N/A
lift-*.f64N/A
lift-/.f64N/A
cbrt-divN/A
lower-/.f64N/A
lower-cbrt.f64N/A
lower-cbrt.f64N/A
*-commutativeN/A
lower-*.f6498.4
Applied rewrites98.4%
(FPCore (g a) :precision binary64 (cbrt (* 0.5 (/ g a))))
double code(double g, double a) {
return cbrt((0.5 * (g / a)));
}
public static double code(double g, double a) {
return Math.cbrt((0.5 * (g / a)));
}
function code(g, a) return cbrt(Float64(0.5 * Float64(g / a))) end
code[g_, a_] := N[Power[N[(0.5 * N[(g / a), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision]
\begin{array}{l}
\\
\sqrt[3]{0.5 \cdot \frac{g}{a}}
\end{array}
Initial program 79.3%
Taylor expanded in g around 0
lower-*.f64N/A
lower-/.f6479.7
Applied rewrites79.7%
(FPCore (g a) :precision binary64 (cbrt (/ g (+ a a))))
double code(double g, double a) {
return cbrt((g / (a + a)));
}
public static double code(double g, double a) {
return Math.cbrt((g / (a + a)));
}
function code(g, a) return cbrt(Float64(g / Float64(a + a))) end
code[g_, a_] := N[Power[N[(g / N[(a + a), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision]
\begin{array}{l}
\\
\sqrt[3]{\frac{g}{a + a}}
\end{array}
Initial program 79.3%
lift-*.f64N/A
count-2-revN/A
lower-+.f6479.3
Applied rewrites79.3%
(FPCore (g a) :precision binary64 (- (cbrt (* -0.5 g))))
double code(double g, double a) {
return -cbrt((-0.5 * g));
}
public static double code(double g, double a) {
return -Math.cbrt((-0.5 * g));
}
function code(g, a) return Float64(-cbrt(Float64(-0.5 * g))) end
code[g_, a_] := (-N[Power[N[(-0.5 * g), $MachinePrecision], 1/3], $MachinePrecision])
\begin{array}{l}
\\
-\sqrt[3]{-0.5 \cdot g}
\end{array}
Initial program 79.3%
lift-cbrt.f64N/A
lift-*.f64N/A
lift-/.f64N/A
associate-/r*N/A
cbrt-divN/A
lower-/.f64N/A
lower-cbrt.f64N/A
lower-/.f64N/A
lower-cbrt.f6498.7
Applied rewrites98.7%
lift-/.f64N/A
lift-cbrt.f64N/A
cbrt-divN/A
lower-/.f64N/A
lift-cbrt.f64N/A
lower-cbrt.f6498.1
Applied rewrites98.1%
lift-cbrt.f64N/A
pow1/3N/A
lower-pow.f6498.7
Applied rewrites98.7%
Taylor expanded in g around -inf
pow1/3N/A
cbrt-divN/A
mul-1-negN/A
lower-neg.f64N/A
cbrt-undivN/A
metadata-evalN/A
cbrt-unprodN/A
metadata-evalN/A
frac-timesN/A
*-commutativeN/A
count-2-revN/A
flip-+N/A
+-inversesN/A
metadata-evalN/A
metadata-evalN/A
metadata-evalN/A
+-inversesN/A
metadata-evalN/A
flip-+N/A
metadata-evalN/A
cbrt-undivN/A
Applied rewrites5.2%
herbie shell --seed 2025054
(FPCore (g a)
:name "2-ancestry mixing, zero discriminant"
:precision binary64
(cbrt (/ g (* 2.0 a))))