
(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 7 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 (* (pow (cbrt (/ -2.0 g)) -1.0) (cbrt (/ -1.0 a))))
double code(double g, double a) {
return pow(cbrt((-2.0 / g)), -1.0) * cbrt((-1.0 / a));
}
public static double code(double g, double a) {
return Math.pow(Math.cbrt((-2.0 / g)), -1.0) * Math.cbrt((-1.0 / a));
}
function code(g, a) return Float64((cbrt(Float64(-2.0 / g)) ^ -1.0) * cbrt(Float64(-1.0 / a))) end
code[g_, a_] := N[(N[Power[N[Power[N[(-2.0 / g), $MachinePrecision], 1/3], $MachinePrecision], -1.0], $MachinePrecision] * N[Power[N[(-1.0 / a), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
{\left(\sqrt[3]{\frac{-2}{g}}\right)}^{-1} \cdot \sqrt[3]{\frac{-1}{a}}
\end{array}
Initial program 74.5%
cbrt-lowering-cbrt.f64N/A
associate-/l/N/A
/-lowering-/.f64N/A
/-lowering-/.f6474.5%
Simplified74.5%
cbrt-divN/A
clear-numN/A
inv-powN/A
frac-2negN/A
cbrt-divN/A
associate-/r/N/A
unpow-prod-downN/A
inv-powN/A
metadata-evalN/A
cbrt-divN/A
pow1/3N/A
*-lowering-*.f64N/A
Applied egg-rr98.8%
(FPCore (g a) :precision binary64 (* (cbrt (/ -1.0 a)) (/ 1.0 (cbrt (/ -2.0 g)))))
double code(double g, double a) {
return cbrt((-1.0 / a)) * (1.0 / cbrt((-2.0 / g)));
}
public static double code(double g, double a) {
return Math.cbrt((-1.0 / a)) * (1.0 / Math.cbrt((-2.0 / g)));
}
function code(g, a) return Float64(cbrt(Float64(-1.0 / a)) * Float64(1.0 / cbrt(Float64(-2.0 / g)))) end
code[g_, a_] := N[(N[Power[N[(-1.0 / a), $MachinePrecision], 1/3], $MachinePrecision] * N[(1.0 / N[Power[N[(-2.0 / g), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\sqrt[3]{\frac{-1}{a}} \cdot \frac{1}{\sqrt[3]{\frac{-2}{g}}}
\end{array}
Initial program 74.5%
cbrt-lowering-cbrt.f64N/A
associate-/l/N/A
/-lowering-/.f64N/A
/-lowering-/.f6474.5%
Simplified74.5%
cbrt-divN/A
clear-numN/A
inv-powN/A
frac-2negN/A
cbrt-divN/A
associate-/r/N/A
unpow-prod-downN/A
inv-powN/A
metadata-evalN/A
cbrt-divN/A
pow1/3N/A
*-lowering-*.f64N/A
Applied egg-rr98.8%
inv-powN/A
/-lowering-/.f64N/A
cbrt-lowering-cbrt.f64N/A
/-lowering-/.f6498.8%
Applied egg-rr98.8%
Final simplification98.8%
(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 74.5%
cbrt-lowering-cbrt.f64N/A
associate-/l/N/A
/-lowering-/.f64N/A
/-lowering-/.f6474.5%
Simplified74.5%
cbrt-divN/A
clear-numN/A
inv-powN/A
frac-2negN/A
cbrt-divN/A
associate-/r/N/A
unpow-prod-downN/A
inv-powN/A
metadata-evalN/A
cbrt-divN/A
pow1/3N/A
*-lowering-*.f64N/A
Applied egg-rr98.8%
inv-powN/A
/-lowering-/.f64N/A
cbrt-lowering-cbrt.f64N/A
/-lowering-/.f6498.8%
Applied egg-rr98.8%
frac-2negN/A
metadata-evalN/A
cbrt-divN/A
metadata-evalN/A
associate-*r/N/A
*-rgt-identityN/A
frac-2negN/A
metadata-evalN/A
cbrt-divN/A
associate-/r/N/A
associate-*r/N/A
cbrt-divN/A
frac-2negN/A
cbrt-divN/A
frac-timesN/A
*-lft-identityN/A
/-lowering-/.f64N/A
cbrt-lowering-cbrt.f64N/A
cbrt-unprodN/A
cbrt-lowering-cbrt.f64N/A
*-lowering-*.f6498.8%
Applied egg-rr98.8%
Final simplification98.8%
(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 74.5%
cbrt-lowering-cbrt.f64N/A
associate-/l/N/A
/-lowering-/.f64N/A
/-lowering-/.f6474.5%
Simplified74.5%
cbrt-divN/A
clear-numN/A
inv-powN/A
frac-2negN/A
cbrt-divN/A
associate-/r/N/A
unpow-prod-downN/A
inv-powN/A
metadata-evalN/A
cbrt-divN/A
pow1/3N/A
*-lowering-*.f64N/A
Applied egg-rr98.8%
inv-powN/A
/-lowering-/.f64N/A
cbrt-lowering-cbrt.f64N/A
/-lowering-/.f6498.8%
Applied egg-rr98.8%
frac-2negN/A
metadata-evalN/A
cbrt-divN/A
metadata-evalN/A
associate-*r/N/A
*-rgt-identityN/A
frac-2negN/A
metadata-evalN/A
cbrt-divN/A
associate-/r/N/A
associate-*r/N/A
cbrt-divN/A
frac-2negN/A
cbrt-divN/A
frac-timesN/A
*-lft-identityN/A
/-lowering-/.f64N/A
cbrt-lowering-cbrt.f64N/A
cbrt-unprodN/A
cbrt-lowering-cbrt.f64N/A
*-lowering-*.f6498.8%
Applied egg-rr98.8%
cbrt-undivN/A
div-invN/A
cbrt-prodN/A
*-lowering-*.f64N/A
cbrt-lowering-cbrt.f64N/A
cbrt-lowering-cbrt.f64N/A
associate-/r*N/A
/-lowering-/.f64N/A
metadata-eval98.7%
Applied egg-rr98.7%
(FPCore (g a)
:precision binary64
(let* ((t_0 (cbrt (* g (/ 0.5 a))))
(t_1 (/ g (* a 2.0)))
(t_2 (/ (cbrt (/ (* a (* g a)) 2.0)) a)))
(if (<= t_1 (- INFINITY))
t_2
(if (<= t_1 -2e-309)
t_0
(if (<= t_1 2e-320) t_2 (if (<= t_1 5e+293) t_0 t_2))))))
double code(double g, double a) {
double t_0 = cbrt((g * (0.5 / a)));
double t_1 = g / (a * 2.0);
double t_2 = cbrt(((a * (g * a)) / 2.0)) / a;
double tmp;
if (t_1 <= -((double) INFINITY)) {
tmp = t_2;
} else if (t_1 <= -2e-309) {
tmp = t_0;
} else if (t_1 <= 2e-320) {
tmp = t_2;
} else if (t_1 <= 5e+293) {
tmp = t_0;
} else {
tmp = t_2;
}
return tmp;
}
public static double code(double g, double a) {
double t_0 = Math.cbrt((g * (0.5 / a)));
double t_1 = g / (a * 2.0);
double t_2 = Math.cbrt(((a * (g * a)) / 2.0)) / a;
double tmp;
if (t_1 <= -Double.POSITIVE_INFINITY) {
tmp = t_2;
} else if (t_1 <= -2e-309) {
tmp = t_0;
} else if (t_1 <= 2e-320) {
tmp = t_2;
} else if (t_1 <= 5e+293) {
tmp = t_0;
} else {
tmp = t_2;
}
return tmp;
}
function code(g, a) t_0 = cbrt(Float64(g * Float64(0.5 / a))) t_1 = Float64(g / Float64(a * 2.0)) t_2 = Float64(cbrt(Float64(Float64(a * Float64(g * a)) / 2.0)) / a) tmp = 0.0 if (t_1 <= Float64(-Inf)) tmp = t_2; elseif (t_1 <= -2e-309) tmp = t_0; elseif (t_1 <= 2e-320) tmp = t_2; elseif (t_1 <= 5e+293) tmp = t_0; else tmp = t_2; end return tmp end
code[g_, a_] := Block[{t$95$0 = N[Power[N[(g * N[(0.5 / a), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision]}, Block[{t$95$1 = N[(g / N[(a * 2.0), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(N[Power[N[(N[(a * N[(g * a), $MachinePrecision]), $MachinePrecision] / 2.0), $MachinePrecision], 1/3], $MachinePrecision] / a), $MachinePrecision]}, If[LessEqual[t$95$1, (-Infinity)], t$95$2, If[LessEqual[t$95$1, -2e-309], t$95$0, If[LessEqual[t$95$1, 2e-320], t$95$2, If[LessEqual[t$95$1, 5e+293], t$95$0, t$95$2]]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt[3]{g \cdot \frac{0.5}{a}}\\
t_1 := \frac{g}{a \cdot 2}\\
t_2 := \frac{\sqrt[3]{\frac{a \cdot \left(g \cdot a\right)}{2}}}{a}\\
\mathbf{if}\;t\_1 \leq -\infty:\\
\;\;\;\;t\_2\\
\mathbf{elif}\;t\_1 \leq -2 \cdot 10^{-309}:\\
\;\;\;\;t\_0\\
\mathbf{elif}\;t\_1 \leq 2 \cdot 10^{-320}:\\
\;\;\;\;t\_2\\
\mathbf{elif}\;t\_1 \leq 5 \cdot 10^{+293}:\\
\;\;\;\;t\_0\\
\mathbf{else}:\\
\;\;\;\;t\_2\\
\end{array}
\end{array}
if (/.f64 g (*.f64 #s(literal 2 binary64) a)) < -inf.0 or -1.9999999999999988e-309 < (/.f64 g (*.f64 #s(literal 2 binary64) a)) < 1.99998e-320 or 5.00000000000000033e293 < (/.f64 g (*.f64 #s(literal 2 binary64) a)) Initial program 5.0%
cbrt-lowering-cbrt.f64N/A
associate-/l/N/A
/-lowering-/.f64N/A
/-lowering-/.f645.0%
Simplified5.0%
cbrt-divN/A
clear-numN/A
inv-powN/A
frac-2negN/A
cbrt-divN/A
associate-/r/N/A
unpow-prod-downN/A
inv-powN/A
metadata-evalN/A
cbrt-divN/A
pow1/3N/A
*-lowering-*.f64N/A
Applied egg-rr98.8%
inv-powN/A
metadata-evalN/A
cbrt-divN/A
clear-numN/A
frac-2negN/A
metadata-evalN/A
sub0-negN/A
flip--N/A
+-lft-identityN/A
metadata-evalN/A
sub-divN/A
frac-subN/A
mul0-lftN/A
clear-numN/A
cbrt-prodN/A
associate-/l*N/A
Applied egg-rr24.3%
associate-*r*N/A
*-commutativeN/A
*-lowering-*.f64N/A
*-commutativeN/A
*-lowering-*.f6467.4%
Applied egg-rr67.4%
if -inf.0 < (/.f64 g (*.f64 #s(literal 2 binary64) a)) < -1.9999999999999988e-309 or 1.99998e-320 < (/.f64 g (*.f64 #s(literal 2 binary64) a)) < 5.00000000000000033e293Initial program 99.1%
cbrt-lowering-cbrt.f64N/A
associate-/l/N/A
/-lowering-/.f64N/A
/-lowering-/.f6499.1%
Simplified99.1%
div-invN/A
associate-/l*N/A
*-commutativeN/A
*-lowering-*.f64N/A
associate-/l/N/A
associate-/r*N/A
/-lowering-/.f64N/A
metadata-eval99.2%
Applied egg-rr99.2%
Final simplification90.9%
(FPCore (g a) :precision binary64 (if (<= (/ g (* a 2.0)) (- INFINITY)) (/ (cbrt (/ g (/ 2.0 (* a a)))) a) (cbrt (* g (/ 0.5 a)))))
double code(double g, double a) {
double tmp;
if ((g / (a * 2.0)) <= -((double) INFINITY)) {
tmp = cbrt((g / (2.0 / (a * a)))) / a;
} else {
tmp = cbrt((g * (0.5 / a)));
}
return tmp;
}
public static double code(double g, double a) {
double tmp;
if ((g / (a * 2.0)) <= -Double.POSITIVE_INFINITY) {
tmp = Math.cbrt((g / (2.0 / (a * a)))) / a;
} else {
tmp = Math.cbrt((g * (0.5 / a)));
}
return tmp;
}
function code(g, a) tmp = 0.0 if (Float64(g / Float64(a * 2.0)) <= Float64(-Inf)) tmp = Float64(cbrt(Float64(g / Float64(2.0 / Float64(a * a)))) / a); else tmp = cbrt(Float64(g * Float64(0.5 / a))); end return tmp end
code[g_, a_] := If[LessEqual[N[(g / N[(a * 2.0), $MachinePrecision]), $MachinePrecision], (-Infinity)], N[(N[Power[N[(g / N[(2.0 / N[(a * a), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision] / a), $MachinePrecision], N[Power[N[(g * N[(0.5 / a), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;\frac{g}{a \cdot 2} \leq -\infty:\\
\;\;\;\;\frac{\sqrt[3]{\frac{g}{\frac{2}{a \cdot a}}}}{a}\\
\mathbf{else}:\\
\;\;\;\;\sqrt[3]{g \cdot \frac{0.5}{a}}\\
\end{array}
\end{array}
if (/.f64 g (*.f64 #s(literal 2 binary64) a)) < -inf.0Initial program 4.4%
cbrt-lowering-cbrt.f64N/A
associate-/l/N/A
/-lowering-/.f64N/A
/-lowering-/.f644.4%
Simplified4.4%
cbrt-divN/A
clear-numN/A
inv-powN/A
frac-2negN/A
cbrt-divN/A
associate-/r/N/A
unpow-prod-downN/A
inv-powN/A
metadata-evalN/A
cbrt-divN/A
pow1/3N/A
*-lowering-*.f64N/A
Applied egg-rr98.9%
inv-powN/A
metadata-evalN/A
cbrt-divN/A
clear-numN/A
frac-2negN/A
metadata-evalN/A
sub0-negN/A
flip--N/A
+-lft-identityN/A
metadata-evalN/A
sub-divN/A
frac-subN/A
mul0-lftN/A
clear-numN/A
cbrt-prodN/A
associate-/l*N/A
Applied egg-rr27.7%
cbrt-lowering-cbrt.f64N/A
associate-/l*N/A
clear-numN/A
un-div-invN/A
/-lowering-/.f64N/A
/-lowering-/.f64N/A
*-lowering-*.f6427.8%
Applied egg-rr27.8%
if -inf.0 < (/.f64 g (*.f64 #s(literal 2 binary64) a)) Initial program 80.1%
cbrt-lowering-cbrt.f64N/A
associate-/l/N/A
/-lowering-/.f64N/A
/-lowering-/.f6480.1%
Simplified80.1%
div-invN/A
associate-/l*N/A
*-commutativeN/A
*-lowering-*.f64N/A
associate-/l/N/A
associate-/r*N/A
/-lowering-/.f64N/A
metadata-eval80.2%
Applied egg-rr80.2%
Final simplification76.3%
(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 74.5%
cbrt-lowering-cbrt.f64N/A
associate-/l/N/A
/-lowering-/.f64N/A
/-lowering-/.f6474.5%
Simplified74.5%
div-invN/A
associate-/l*N/A
*-commutativeN/A
*-lowering-*.f64N/A
associate-/l/N/A
associate-/r*N/A
/-lowering-/.f64N/A
metadata-eval74.5%
Applied egg-rr74.5%
Final simplification74.5%
herbie shell --seed 2024138
(FPCore (g a)
:name "2-ancestry mixing, zero discriminant"
:precision binary64
(cbrt (/ g (* 2.0 a))))