
(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 6 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 -0.5) (cbrt g)) (cbrt (/ -1.0 a))))
double code(double g, double a) {
return (cbrt(-0.5) * cbrt(g)) * cbrt((-1.0 / a));
}
public static double code(double g, double a) {
return (Math.cbrt(-0.5) * Math.cbrt(g)) * Math.cbrt((-1.0 / a));
}
function code(g, a) return Float64(Float64(cbrt(-0.5) * cbrt(g)) * cbrt(Float64(-1.0 / a))) end
code[g_, a_] := N[(N[(N[Power[-0.5, 1/3], $MachinePrecision] * N[Power[g, 1/3], $MachinePrecision]), $MachinePrecision] * N[Power[N[(-1.0 / a), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\left(\sqrt[3]{-0.5} \cdot \sqrt[3]{g}\right) \cdot \sqrt[3]{\frac{-1}{a}}
\end{array}
Initial program 74.0%
lift-cbrt.f64N/A
lift-/.f64N/A
lift-*.f64N/A
associate-/r*N/A
frac-2negN/A
cbrt-divN/A
distribute-neg-fracN/A
cbrt-divN/A
pow1/3N/A
sqr-powN/A
pow-prod-downN/A
sqr-negN/A
remove-double-negN/A
remove-double-negN/A
pow-prod-downN/A
sqr-powN/A
pow1/3N/A
cbrt-divN/A
pow1/3N/A
lower-/.f64N/A
Applied rewrites98.7%
lift-/.f64N/A
div-invN/A
metadata-evalN/A
metadata-evalN/A
lift-cbrt.f64N/A
cbrt-divN/A
lift-neg.f64N/A
frac-2negN/A
cbrt-undivN/A
lift-cbrt.f64N/A
lift-cbrt.f64N/A
lift-/.f64N/A
*-commutativeN/A
lift-*.f6498.6
lift-/.f64N/A
lift-cbrt.f64N/A
lift-cbrt.f64N/A
cbrt-undivN/A
lower-cbrt.f64N/A
lower-/.f6498.7
lift-*.f64N/A
*-commutativeN/A
Applied rewrites98.7%
Taylor expanded in g around 0
lower-*.f64N/A
lower-cbrt.f64N/A
lower-cbrt.f6498.7
Applied rewrites98.7%
Final simplification98.7%
(FPCore (g a) :precision binary64 (if (<= (* 2.0 a) -5e-308) (* (cbrt (* -0.5 g)) (pow (- a) -0.3333333333333333)) (* (pow (* 2.0 a) -0.3333333333333333) (cbrt g))))
double code(double g, double a) {
double tmp;
if ((2.0 * a) <= -5e-308) {
tmp = cbrt((-0.5 * g)) * pow(-a, -0.3333333333333333);
} else {
tmp = pow((2.0 * a), -0.3333333333333333) * cbrt(g);
}
return tmp;
}
public static double code(double g, double a) {
double tmp;
if ((2.0 * a) <= -5e-308) {
tmp = Math.cbrt((-0.5 * g)) * Math.pow(-a, -0.3333333333333333);
} else {
tmp = Math.pow((2.0 * a), -0.3333333333333333) * Math.cbrt(g);
}
return tmp;
}
function code(g, a) tmp = 0.0 if (Float64(2.0 * a) <= -5e-308) tmp = Float64(cbrt(Float64(-0.5 * g)) * (Float64(-a) ^ -0.3333333333333333)); else tmp = Float64((Float64(2.0 * a) ^ -0.3333333333333333) * cbrt(g)); end return tmp end
code[g_, a_] := If[LessEqual[N[(2.0 * a), $MachinePrecision], -5e-308], N[(N[Power[N[(-0.5 * g), $MachinePrecision], 1/3], $MachinePrecision] * N[Power[(-a), -0.3333333333333333], $MachinePrecision]), $MachinePrecision], N[(N[Power[N[(2.0 * a), $MachinePrecision], -0.3333333333333333], $MachinePrecision] * N[Power[g, 1/3], $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;2 \cdot a \leq -5 \cdot 10^{-308}:\\
\;\;\;\;\sqrt[3]{-0.5 \cdot g} \cdot {\left(-a\right)}^{-0.3333333333333333}\\
\mathbf{else}:\\
\;\;\;\;{\left(2 \cdot a\right)}^{-0.3333333333333333} \cdot \sqrt[3]{g}\\
\end{array}
\end{array}
if (*.f64 #s(literal 2 binary64) a) < -4.99999999999999955e-308Initial program 73.3%
lift-cbrt.f64N/A
lift-/.f64N/A
lift-*.f64N/A
associate-/r*N/A
cbrt-divN/A
frac-2negN/A
cbrt-divN/A
pow1/3N/A
associate-/l/N/A
neg-mul-1N/A
cbrt-prodN/A
pow1/3N/A
times-fracN/A
pow1/3N/A
Applied rewrites98.5%
lift-/.f64N/A
lift-cbrt.f64N/A
lift-cbrt.f64N/A
cbrt-undivN/A
frac-2negN/A
lift-neg.f64N/A
cbrt-divN/A
metadata-evalN/A
metadata-evalN/A
pow1/3N/A
pow-flipN/A
lower-pow.f64N/A
metadata-eval92.0
Applied rewrites92.0%
if -4.99999999999999955e-308 < (*.f64 #s(literal 2 binary64) a) Initial program 74.6%
lift-cbrt.f64N/A
lift-/.f64N/A
lift-*.f64N/A
associate-/r*N/A
frac-2negN/A
cbrt-divN/A
distribute-neg-fracN/A
cbrt-divN/A
pow1/3N/A
sqr-powN/A
pow-prod-downN/A
sqr-negN/A
remove-double-negN/A
remove-double-negN/A
pow-prod-downN/A
sqr-powN/A
pow1/3N/A
cbrt-divN/A
pow1/3N/A
lower-/.f64N/A
Applied rewrites98.8%
lift-/.f64N/A
lift-cbrt.f64N/A
lift-cbrt.f64N/A
cbrt-undivN/A
pow1/3N/A
lift-neg.f64N/A
lift-*.f64N/A
neg-mul-1N/A
*-commutativeN/A
frac-timesN/A
lift-/.f64N/A
clear-numN/A
lift-/.f64N/A
div-invN/A
lift-/.f64N/A
associate-/r/N/A
unpow-prod-downN/A
lower-*.f64N/A
Applied rewrites98.7%
lift-cbrt.f64N/A
pow1/3N/A
lift-/.f64N/A
clear-numN/A
inv-powN/A
pow-powN/A
lower-pow.f64N/A
clear-numN/A
associate-/r/N/A
metadata-evalN/A
lower-*.f64N/A
metadata-eval91.9
Applied rewrites91.9%
Final simplification91.9%
(FPCore (g a) :precision binary64 (if (<= (* 2.0 a) -5e-308) (/ 1.0 (cbrt (* (/ a g) 2.0))) (* (pow (* 2.0 a) -0.3333333333333333) (cbrt g))))
double code(double g, double a) {
double tmp;
if ((2.0 * a) <= -5e-308) {
tmp = 1.0 / cbrt(((a / g) * 2.0));
} else {
tmp = pow((2.0 * a), -0.3333333333333333) * cbrt(g);
}
return tmp;
}
public static double code(double g, double a) {
double tmp;
if ((2.0 * a) <= -5e-308) {
tmp = 1.0 / Math.cbrt(((a / g) * 2.0));
} else {
tmp = Math.pow((2.0 * a), -0.3333333333333333) * Math.cbrt(g);
}
return tmp;
}
function code(g, a) tmp = 0.0 if (Float64(2.0 * a) <= -5e-308) tmp = Float64(1.0 / cbrt(Float64(Float64(a / g) * 2.0))); else tmp = Float64((Float64(2.0 * a) ^ -0.3333333333333333) * cbrt(g)); end return tmp end
code[g_, a_] := If[LessEqual[N[(2.0 * a), $MachinePrecision], -5e-308], N[(1.0 / N[Power[N[(N[(a / g), $MachinePrecision] * 2.0), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision], N[(N[Power[N[(2.0 * a), $MachinePrecision], -0.3333333333333333], $MachinePrecision] * N[Power[g, 1/3], $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;2 \cdot a \leq -5 \cdot 10^{-308}:\\
\;\;\;\;\frac{1}{\sqrt[3]{\frac{a}{g} \cdot 2}}\\
\mathbf{else}:\\
\;\;\;\;{\left(2 \cdot a\right)}^{-0.3333333333333333} \cdot \sqrt[3]{g}\\
\end{array}
\end{array}
if (*.f64 #s(literal 2 binary64) a) < -4.99999999999999955e-308Initial program 73.3%
lift-cbrt.f64N/A
lift-/.f64N/A
lift-*.f64N/A
associate-/r*N/A
frac-2negN/A
cbrt-divN/A
distribute-neg-fracN/A
cbrt-divN/A
pow1/3N/A
sqr-powN/A
pow-prod-downN/A
sqr-negN/A
remove-double-negN/A
remove-double-negN/A
pow-prod-downN/A
sqr-powN/A
pow1/3N/A
cbrt-divN/A
pow1/3N/A
lower-/.f64N/A
Applied rewrites98.6%
lift-/.f64N/A
clear-numN/A
metadata-evalN/A
lower-/.f64N/A
metadata-evalN/A
lift-cbrt.f64N/A
lift-cbrt.f64N/A
cbrt-undivN/A
lift-neg.f64N/A
neg-mul-1N/A
*-commutativeN/A
lift-*.f64N/A
frac-timesN/A
lift-/.f64N/A
*-commutativeN/A
clear-numN/A
lift-/.f64N/A
div-invN/A
lower-cbrt.f64N/A
div-invN/A
lift-/.f64N/A
clear-numN/A
lift-/.f64N/A
frac-timesN/A
*-commutativeN/A
Applied rewrites74.7%
if -4.99999999999999955e-308 < (*.f64 #s(literal 2 binary64) a) Initial program 74.6%
lift-cbrt.f64N/A
lift-/.f64N/A
lift-*.f64N/A
associate-/r*N/A
frac-2negN/A
cbrt-divN/A
distribute-neg-fracN/A
cbrt-divN/A
pow1/3N/A
sqr-powN/A
pow-prod-downN/A
sqr-negN/A
remove-double-negN/A
remove-double-negN/A
pow-prod-downN/A
sqr-powN/A
pow1/3N/A
cbrt-divN/A
pow1/3N/A
lower-/.f64N/A
Applied rewrites98.8%
lift-/.f64N/A
lift-cbrt.f64N/A
lift-cbrt.f64N/A
cbrt-undivN/A
pow1/3N/A
lift-neg.f64N/A
lift-*.f64N/A
neg-mul-1N/A
*-commutativeN/A
frac-timesN/A
lift-/.f64N/A
clear-numN/A
lift-/.f64N/A
div-invN/A
lift-/.f64N/A
associate-/r/N/A
unpow-prod-downN/A
lower-*.f64N/A
Applied rewrites98.7%
lift-cbrt.f64N/A
pow1/3N/A
lift-/.f64N/A
clear-numN/A
inv-powN/A
pow-powN/A
lower-pow.f64N/A
clear-numN/A
associate-/r/N/A
metadata-evalN/A
lower-*.f64N/A
metadata-eval91.9
Applied rewrites91.9%
Final simplification83.8%
(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 74.0%
lift-cbrt.f64N/A
lift-/.f64N/A
lift-*.f64N/A
associate-/r*N/A
frac-2negN/A
cbrt-divN/A
distribute-neg-fracN/A
cbrt-divN/A
pow1/3N/A
sqr-powN/A
pow-prod-downN/A
sqr-negN/A
remove-double-negN/A
remove-double-negN/A
pow-prod-downN/A
sqr-powN/A
pow1/3N/A
cbrt-divN/A
pow1/3N/A
lower-/.f64N/A
Applied rewrites98.7%
Applied rewrites98.7%
Final simplification98.7%
(FPCore (g a) :precision binary64 (* (cbrt (/ 0.5 a)) (cbrt g)))
double code(double g, double a) {
return cbrt((0.5 / a)) * cbrt(g);
}
public static double code(double g, double a) {
return Math.cbrt((0.5 / a)) * Math.cbrt(g);
}
function code(g, a) return Float64(cbrt(Float64(0.5 / a)) * cbrt(g)) end
code[g_, a_] := N[(N[Power[N[(0.5 / a), $MachinePrecision], 1/3], $MachinePrecision] * N[Power[g, 1/3], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\sqrt[3]{\frac{0.5}{a}} \cdot \sqrt[3]{g}
\end{array}
Initial program 74.0%
lift-cbrt.f64N/A
lift-/.f64N/A
lift-*.f64N/A
associate-/r*N/A
frac-2negN/A
cbrt-divN/A
distribute-neg-fracN/A
cbrt-divN/A
pow1/3N/A
sqr-powN/A
pow-prod-downN/A
sqr-negN/A
remove-double-negN/A
remove-double-negN/A
pow-prod-downN/A
sqr-powN/A
pow1/3N/A
cbrt-divN/A
pow1/3N/A
lower-/.f64N/A
Applied rewrites98.7%
lift-/.f64N/A
lift-cbrt.f64N/A
lift-cbrt.f64N/A
cbrt-undivN/A
pow1/3N/A
lift-neg.f64N/A
lift-*.f64N/A
neg-mul-1N/A
*-commutativeN/A
frac-timesN/A
lift-/.f64N/A
clear-numN/A
lift-/.f64N/A
div-invN/A
lift-/.f64N/A
associate-/r/N/A
unpow-prod-downN/A
lower-*.f64N/A
Applied rewrites98.7%
(FPCore (g a) :precision binary64 (cbrt (* (/ 0.5 a) g)))
double code(double g, double a) {
return cbrt(((0.5 / a) * g));
}
public static double code(double g, double a) {
return Math.cbrt(((0.5 / a) * g));
}
function code(g, a) return cbrt(Float64(Float64(0.5 / a) * g)) end
code[g_, a_] := N[Power[N[(N[(0.5 / a), $MachinePrecision] * g), $MachinePrecision], 1/3], $MachinePrecision]
\begin{array}{l}
\\
\sqrt[3]{\frac{0.5}{a} \cdot g}
\end{array}
Initial program 74.0%
lift-/.f64N/A
lift-*.f64N/A
associate-/l/N/A
div-invN/A
lower-*.f64N/A
lower-/.f64N/A
metadata-eval74.0
Applied rewrites74.0%
lift-*.f64N/A
*-commutativeN/A
lift-/.f64N/A
clear-numN/A
un-div-invN/A
div-invN/A
metadata-evalN/A
clear-numN/A
un-div-invN/A
associate-/r/N/A
metadata-evalN/A
distribute-neg-fracN/A
lift-/.f64N/A
lower-*.f64N/A
lift-/.f64N/A
distribute-neg-fracN/A
metadata-evalN/A
lower-/.f64N/A
clear-numN/A
metadata-evalN/A
distribute-neg-fracN/A
lift-/.f64N/A
distribute-frac-neg2N/A
metadata-evalN/A
lift-/.f64N/A
frac-2negN/A
metadata-evalN/A
remove-double-divN/A
Applied rewrites74.1%
herbie shell --seed 2024304
(FPCore (g a)
:name "2-ancestry mixing, zero discriminant"
:precision binary64
(cbrt (/ g (* 2.0 a))))