
(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 4 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 g) (/ -0.5 a))) (* (cbrt (/ -0.5 a)) (* (pow 2.0 0.3333333333333333) (cbrt g)))))
double code(double g, double h, double a) {
return cbrt(((g - g) * (-0.5 / a))) + (cbrt((-0.5 / a)) * (pow(2.0, 0.3333333333333333) * cbrt(g)));
}
public static double code(double g, double h, double a) {
return Math.cbrt(((g - g) * (-0.5 / a))) + (Math.cbrt((-0.5 / a)) * (Math.pow(2.0, 0.3333333333333333) * Math.cbrt(g)));
}
function code(g, h, a) return Float64(cbrt(Float64(Float64(g - g) * Float64(-0.5 / a))) + Float64(cbrt(Float64(-0.5 / a)) * Float64((2.0 ^ 0.3333333333333333) * cbrt(g)))) end
code[g_, h_, a_] := N[(N[Power[N[(N[(g - g), $MachinePrecision] * N[(-0.5 / a), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision] + N[(N[Power[N[(-0.5 / a), $MachinePrecision], 1/3], $MachinePrecision] * N[(N[Power[2.0, 0.3333333333333333], $MachinePrecision] * N[Power[g, 1/3], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\sqrt[3]{\left(g - g\right) \cdot \frac{-0.5}{a}} + \sqrt[3]{\frac{-0.5}{a}} \cdot \left({2}^{0.3333333333333333} \cdot \sqrt[3]{g}\right)
\end{array}
Initial program 44.1%
Simplified44.1%
Taylor expanded in g around inf 23.8%
Taylor expanded in g around inf 76.1%
pow1/332.4%
*-commutative32.4%
unpow-prod-down19.4%
pow1/342.3%
pow1/395.8%
Applied egg-rr95.8%
pow1/342.3%
count-242.3%
unpow-prod-down42.3%
pow1/395.8%
Applied egg-rr95.8%
Final simplification95.8%
(FPCore (g h a) :precision binary64 (+ (cbrt (* (- g g) (/ -0.5 a))) (* (cbrt (/ -0.5 a)) (cbrt (+ g g)))))
double code(double g, double h, double a) {
return cbrt(((g - g) * (-0.5 / a))) + (cbrt((-0.5 / a)) * cbrt((g + g)));
}
public static double code(double g, double h, double a) {
return Math.cbrt(((g - g) * (-0.5 / a))) + (Math.cbrt((-0.5 / a)) * Math.cbrt((g + g)));
}
function code(g, h, a) return Float64(cbrt(Float64(Float64(g - g) * Float64(-0.5 / a))) + Float64(cbrt(Float64(-0.5 / a)) * cbrt(Float64(g + g)))) end
code[g_, h_, a_] := N[(N[Power[N[(N[(g - g), $MachinePrecision] * N[(-0.5 / a), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision] + N[(N[Power[N[(-0.5 / a), $MachinePrecision], 1/3], $MachinePrecision] * N[Power[N[(g + g), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\sqrt[3]{\left(g - g\right) \cdot \frac{-0.5}{a}} + \sqrt[3]{\frac{-0.5}{a}} \cdot \sqrt[3]{g + g}
\end{array}
Initial program 44.1%
Simplified44.1%
Taylor expanded in g around inf 23.8%
Taylor expanded in g around inf 76.1%
pow1/332.4%
*-commutative32.4%
unpow-prod-down19.4%
pow1/342.3%
pow1/395.8%
Applied egg-rr95.8%
Final simplification95.8%
(FPCore (g h a) :precision binary64 (+ (cbrt (* (- g g) (/ -0.5 a))) (cbrt (/ (- g) a))))
double code(double g, double h, double a) {
return cbrt(((g - g) * (-0.5 / a))) + cbrt((-g / a));
}
public static double code(double g, double h, double a) {
return Math.cbrt(((g - g) * (-0.5 / a))) + Math.cbrt((-g / a));
}
function code(g, h, a) return Float64(cbrt(Float64(Float64(g - g) * Float64(-0.5 / a))) + cbrt(Float64(Float64(-g) / a))) end
code[g_, h_, a_] := N[(N[Power[N[(N[(g - g), $MachinePrecision] * N[(-0.5 / a), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision] + N[Power[N[((-g) / a), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\sqrt[3]{\left(g - g\right) \cdot \frac{-0.5}{a}} + \sqrt[3]{\frac{-g}{a}}
\end{array}
Initial program 44.1%
Simplified44.1%
Taylor expanded in g around inf 23.8%
Taylor expanded in g around inf 76.1%
Taylor expanded in g around 0 76.1%
associate-*r/76.1%
neg-mul-176.1%
Simplified76.1%
Final simplification76.1%
(FPCore (g h a) :precision binary64 (cbrt (/ (/ h a) -2.0)))
double code(double g, double h, double a) {
return cbrt(((h / a) / -2.0));
}
public static double code(double g, double h, double a) {
return Math.cbrt(((h / a) / -2.0));
}
function code(g, h, a) return cbrt(Float64(Float64(h / a) / -2.0)) end
code[g_, h_, a_] := N[Power[N[(N[(h / a), $MachinePrecision] / -2.0), $MachinePrecision], 1/3], $MachinePrecision]
\begin{array}{l}
\\
\sqrt[3]{\frac{\frac{h}{a}}{-2}}
\end{array}
Initial program 44.1%
associate-/r*44.1%
metadata-eval44.1%
+-commutative44.1%
unsub-neg44.1%
fma-neg44.1%
sub-neg44.1%
distribute-neg-out44.1%
neg-mul-144.1%
associate-*r*44.1%
Simplified44.1%
cbrt-div46.3%
fma-udef46.3%
add-sqr-sqrt23.9%
hypot-def25.1%
add-sqr-sqrt25.1%
sqrt-unprod47.5%
sqr-neg47.5%
sqrt-unprod47.9%
add-sqr-sqrt47.9%
sqrt-prod21.4%
add-sqr-sqrt47.9%
div-inv47.9%
metadata-eval47.9%
Applied egg-rr47.9%
Taylor expanded in g around inf 46.1%
unpow246.1%
Simplified46.1%
Taylor expanded in g around 0 2.4%
associate-*r/2.4%
*-lft-identity2.4%
*-rgt-identity2.4%
unpow1/34.2%
Simplified4.2%
cbrt-undiv4.2%
Applied egg-rr4.2%
Final simplification4.2%
herbie shell --seed 2023230
(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))))))))