
(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 5 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) (cbrt (* 2.0 a))))
double code(double g, double a) {
return cbrt(g) / cbrt((2.0 * a));
}
public static double code(double g, double a) {
return Math.cbrt(g) / Math.cbrt((2.0 * a));
}
function code(g, a) return Float64(cbrt(g) / cbrt(Float64(2.0 * a))) end
code[g_, a_] := N[(N[Power[g, 1/3], $MachinePrecision] / N[Power[N[(2.0 * a), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\sqrt[3]{g}}{\sqrt[3]{2 \cdot a}}
\end{array}
Initial program 77.8%
lift-*.f64N/A
cbrt-divN/A
lower-/.f64N/A
lower-cbrt.f64N/A
lower-cbrt.f6498.8
Applied rewrites98.8%
(FPCore (g a) :precision binary64 (if (<= (* 2.0 a) -5e-307) (* (pow (* a -2.0) -0.3333333333333333) (cbrt (- g))) (* (pow a -0.3333333333333333) (cbrt (* g 0.5)))))
double code(double g, double a) {
double tmp;
if ((2.0 * a) <= -5e-307) {
tmp = pow((a * -2.0), -0.3333333333333333) * cbrt(-g);
} else {
tmp = pow(a, -0.3333333333333333) * cbrt((g * 0.5));
}
return tmp;
}
public static double code(double g, double a) {
double tmp;
if ((2.0 * a) <= -5e-307) {
tmp = Math.pow((a * -2.0), -0.3333333333333333) * Math.cbrt(-g);
} else {
tmp = Math.pow(a, -0.3333333333333333) * Math.cbrt((g * 0.5));
}
return tmp;
}
function code(g, a) tmp = 0.0 if (Float64(2.0 * a) <= -5e-307) tmp = Float64((Float64(a * -2.0) ^ -0.3333333333333333) * cbrt(Float64(-g))); else tmp = Float64((a ^ -0.3333333333333333) * cbrt(Float64(g * 0.5))); end return tmp end
code[g_, a_] := If[LessEqual[N[(2.0 * a), $MachinePrecision], -5e-307], N[(N[Power[N[(a * -2.0), $MachinePrecision], -0.3333333333333333], $MachinePrecision] * N[Power[(-g), 1/3], $MachinePrecision]), $MachinePrecision], N[(N[Power[a, -0.3333333333333333], $MachinePrecision] * N[Power[N[(g * 0.5), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;2 \cdot a \leq -5 \cdot 10^{-307}:\\
\;\;\;\;{\left(a \cdot -2\right)}^{-0.3333333333333333} \cdot \sqrt[3]{-g}\\
\mathbf{else}:\\
\;\;\;\;{a}^{-0.3333333333333333} \cdot \sqrt[3]{g \cdot 0.5}\\
\end{array}
\end{array}
if (*.f64 #s(literal 2 binary64) a) < -5.00000000000000014e-307Initial program 77.3%
associate-/r*N/A
cbrt-divN/A
lower-/.f64N/A
lower-cbrt.f64N/A
div-invN/A
lower-*.f64N/A
metadata-evalN/A
lower-cbrt.f6498.7
Applied rewrites98.7%
lift-*.f64N/A
cbrt-undivN/A
pow1/3N/A
lift-*.f64N/A
*-commutativeN/A
associate-*l/N/A
metadata-evalN/A
associate-*l/N/A
lift-/.f64N/A
associate-*l*N/A
neg-mul-1N/A
lift-neg.f64N/A
unpow-prod-downN/A
lower-*.f64N/A
lift-/.f64N/A
clear-numN/A
inv-powN/A
div-invN/A
metadata-evalN/A
lift-*.f64N/A
pow-powN/A
metadata-evalN/A
metadata-evalN/A
lower-pow.f64N/A
metadata-evalN/A
pow1/3N/A
lower-cbrt.f6492.2
Applied rewrites92.2%
if -5.00000000000000014e-307 < (*.f64 #s(literal 2 binary64) a) Initial program 78.3%
associate-/r*N/A
div-invN/A
cbrt-prodN/A
pow1/3N/A
*-commutativeN/A
lower-*.f64N/A
inv-powN/A
pow-powN/A
lower-pow.f64N/A
metadata-evalN/A
lower-cbrt.f64N/A
div-invN/A
lower-*.f64N/A
metadata-eval92.2
Applied rewrites92.2%
(FPCore (g a) :precision binary64 (if (<= (* 2.0 a) 5e-301) (cbrt (- (* (/ g a) (* g (/ -0.5 g))))) (* (pow a -0.3333333333333333) (cbrt (* g 0.5)))))
double code(double g, double a) {
double tmp;
if ((2.0 * a) <= 5e-301) {
tmp = cbrt(-((g / a) * (g * (-0.5 / g))));
} else {
tmp = pow(a, -0.3333333333333333) * cbrt((g * 0.5));
}
return tmp;
}
public static double code(double g, double a) {
double tmp;
if ((2.0 * a) <= 5e-301) {
tmp = Math.cbrt(-((g / a) * (g * (-0.5 / g))));
} else {
tmp = Math.pow(a, -0.3333333333333333) * Math.cbrt((g * 0.5));
}
return tmp;
}
function code(g, a) tmp = 0.0 if (Float64(2.0 * a) <= 5e-301) tmp = cbrt(Float64(-Float64(Float64(g / a) * Float64(g * Float64(-0.5 / g))))); else tmp = Float64((a ^ -0.3333333333333333) * cbrt(Float64(g * 0.5))); end return tmp end
code[g_, a_] := If[LessEqual[N[(2.0 * a), $MachinePrecision], 5e-301], N[Power[(-N[(N[(g / a), $MachinePrecision] * N[(g * N[(-0.5 / g), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), 1/3], $MachinePrecision], N[(N[Power[a, -0.3333333333333333], $MachinePrecision] * N[Power[N[(g * 0.5), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;2 \cdot a \leq 5 \cdot 10^{-301}:\\
\;\;\;\;\sqrt[3]{-\frac{g}{a} \cdot \left(g \cdot \frac{-0.5}{g}\right)}\\
\mathbf{else}:\\
\;\;\;\;{a}^{-0.3333333333333333} \cdot \sqrt[3]{g \cdot 0.5}\\
\end{array}
\end{array}
if (*.f64 #s(literal 2 binary64) a) < 5.00000000000000013e-301Initial program 77.6%
lift-*.f64N/A
clear-numN/A
associate-/r/N/A
lower-*.f64N/A
lift-*.f64N/A
associate-/r*N/A
lower-/.f64N/A
metadata-eval77.6
Applied rewrites77.6%
*-rgt-identityN/A
*-inversesN/A
associate-/l*N/A
lift-*.f64N/A
times-fracN/A
metadata-evalN/A
associate-*r*N/A
neg-mul-1N/A
lift-neg.f64N/A
*-commutativeN/A
lift-*.f64N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f6444.4
lift-*.f64N/A
*-commutativeN/A
lift-neg.f64N/A
neg-mul-1N/A
associate-*r*N/A
metadata-evalN/A
lower-*.f6444.4
Applied rewrites44.4%
lift-*.f64N/A
lift-*.f64N/A
associate-/l/N/A
associate-/r*N/A
lift-*.f64N/A
*-commutativeN/A
metadata-evalN/A
distribute-rgt-neg-inN/A
distribute-lft-neg-inN/A
lift-*.f64N/A
distribute-rgt-neg-outN/A
lift-neg.f64N/A
lift-*.f64N/A
associate-*r/N/A
lift-/.f64N/A
associate-*l/N/A
lift-*.f64N/A
associate-*l/N/A
associate-*l*N/A
lower-*.f64N/A
lower-/.f64N/A
lower-*.f6477.6
Applied rewrites77.6%
if 5.00000000000000013e-301 < (*.f64 #s(literal 2 binary64) a) Initial program 78.0%
associate-/r*N/A
div-invN/A
cbrt-prodN/A
pow1/3N/A
*-commutativeN/A
lower-*.f64N/A
inv-powN/A
pow-powN/A
lower-pow.f64N/A
metadata-evalN/A
lower-cbrt.f64N/A
div-invN/A
lower-*.f64N/A
metadata-eval92.2
Applied rewrites92.2%
Final simplification84.9%
(FPCore (g a) :precision binary64 (* (cbrt g) (cbrt (/ 0.5 a))))
double code(double g, double a) {
return cbrt(g) * cbrt((0.5 / a));
}
public static double code(double g, double a) {
return Math.cbrt(g) * Math.cbrt((0.5 / a));
}
function code(g, a) return Float64(cbrt(g) * cbrt(Float64(0.5 / a))) end
code[g_, a_] := N[(N[Power[g, 1/3], $MachinePrecision] * N[Power[N[(0.5 / a), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\sqrt[3]{g} \cdot \sqrt[3]{\frac{0.5}{a}}
\end{array}
Initial program 77.8%
lift-*.f64N/A
cbrt-divN/A
lower-/.f64N/A
lower-cbrt.f64N/A
lower-cbrt.f6498.8
Applied rewrites98.8%
lift-*.f64N/A
cbrt-undivN/A
lift-*.f64N/A
associate-/r*N/A
div-invN/A
metadata-evalN/A
*-commutativeN/A
metadata-evalN/A
associate-*r*N/A
neg-mul-1N/A
associate-*l/N/A
cbrt-prodN/A
neg-mul-1N/A
cbrt-prodN/A
*-rgt-identityN/A
*-inversesN/A
associate-/l*N/A
lift-*.f64N/A
cbrt-prodN/A
associate-/l*N/A
neg-mul-1N/A
lift-neg.f64N/A
Applied rewrites98.7%
associate-*l/N/A
metadata-evalN/A
lower-/.f6498.7
Applied rewrites98.7%
Final simplification98.7%
(FPCore (g a) :precision binary64 (cbrt (* g (/ 0.5 a))))
double code(double g, double a) {
return cbrt((g * (0.5 / a)));
}
public static double code(double g, double a) {
return Math.cbrt((g * (0.5 / a)));
}
function code(g, a) return cbrt(Float64(g * Float64(0.5 / a))) end
code[g_, a_] := N[Power[N[(g * N[(0.5 / a), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision]
\begin{array}{l}
\\
\sqrt[3]{g \cdot \frac{0.5}{a}}
\end{array}
Initial program 77.8%
lift-*.f64N/A
clear-numN/A
associate-/r/N/A
lower-*.f64N/A
lift-*.f64N/A
associate-/r*N/A
lower-/.f64N/A
metadata-eval77.8
Applied rewrites77.8%
Final simplification77.8%
herbie shell --seed 2024214
(FPCore (g a)
:name "2-ancestry mixing, zero discriminant"
:precision binary64
(cbrt (/ g (* 2.0 a))))