
(FPCore (x) :precision binary64 (- (cbrt (+ x 1.0)) (cbrt x)))
double code(double x) {
return cbrt((x + 1.0)) - cbrt(x);
}
public static double code(double x) {
return Math.cbrt((x + 1.0)) - Math.cbrt(x);
}
function code(x) return Float64(cbrt(Float64(x + 1.0)) - cbrt(x)) end
code[x_] := N[(N[Power[N[(x + 1.0), $MachinePrecision], 1/3], $MachinePrecision] - N[Power[x, 1/3], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\sqrt[3]{x + 1} - \sqrt[3]{x}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 6 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (x) :precision binary64 (- (cbrt (+ x 1.0)) (cbrt x)))
double code(double x) {
return cbrt((x + 1.0)) - cbrt(x);
}
public static double code(double x) {
return Math.cbrt((x + 1.0)) - Math.cbrt(x);
}
function code(x) return Float64(cbrt(Float64(x + 1.0)) - cbrt(x)) end
code[x_] := N[(N[Power[N[(x + 1.0), $MachinePrecision], 1/3], $MachinePrecision] - N[Power[x, 1/3], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\sqrt[3]{x + 1} - \sqrt[3]{x}
\end{array}
(FPCore (x)
:precision binary64
(if (<= x 1.4e+15)
(/
(- (+ 1.0 x) x)
(fma
(cbrt x)
(+ (cbrt (+ 1.0 x)) (cbrt x))
(exp (* (log1p x) 0.6666666666666666))))
(/ (* (pow (/ x (pow (cbrt x) 2.0)) -1.0) 0.3333333333333333) (cbrt x))))
double code(double x) {
double tmp;
if (x <= 1.4e+15) {
tmp = ((1.0 + x) - x) / fma(cbrt(x), (cbrt((1.0 + x)) + cbrt(x)), exp((log1p(x) * 0.6666666666666666)));
} else {
tmp = (pow((x / pow(cbrt(x), 2.0)), -1.0) * 0.3333333333333333) / cbrt(x);
}
return tmp;
}
function code(x) tmp = 0.0 if (x <= 1.4e+15) tmp = Float64(Float64(Float64(1.0 + x) - x) / fma(cbrt(x), Float64(cbrt(Float64(1.0 + x)) + cbrt(x)), exp(Float64(log1p(x) * 0.6666666666666666)))); else tmp = Float64(Float64((Float64(x / (cbrt(x) ^ 2.0)) ^ -1.0) * 0.3333333333333333) / cbrt(x)); end return tmp end
code[x_] := If[LessEqual[x, 1.4e+15], N[(N[(N[(1.0 + x), $MachinePrecision] - x), $MachinePrecision] / N[(N[Power[x, 1/3], $MachinePrecision] * N[(N[Power[N[(1.0 + x), $MachinePrecision], 1/3], $MachinePrecision] + N[Power[x, 1/3], $MachinePrecision]), $MachinePrecision] + N[Exp[N[(N[Log[1 + x], $MachinePrecision] * 0.6666666666666666), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[Power[N[(x / N[Power[N[Power[x, 1/3], $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision], -1.0], $MachinePrecision] * 0.3333333333333333), $MachinePrecision] / N[Power[x, 1/3], $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq 1.4 \cdot 10^{+15}:\\
\;\;\;\;\frac{\left(1 + x\right) - x}{\mathsf{fma}\left(\sqrt[3]{x}, \sqrt[3]{1 + x} + \sqrt[3]{x}, e^{\mathsf{log1p}\left(x\right) \cdot 0.6666666666666666}\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{{\left(\frac{x}{{\left(\sqrt[3]{x}\right)}^{2}}\right)}^{-1} \cdot 0.3333333333333333}{\sqrt[3]{x}}\\
\end{array}
\end{array}
if x < 1.4e15Initial program 58.7%
lift-cbrt.f64N/A
pow1/3N/A
sqr-powN/A
pow2N/A
lower-pow.f64N/A
lower-pow.f64N/A
metadata-eval54.9
Applied rewrites54.9%
Applied rewrites97.7%
if 1.4e15 < x Initial program 4.2%
Taylor expanded in x around inf
*-commutativeN/A
lower-*.f64N/A
metadata-evalN/A
associate-*r/N/A
lower-cbrt.f64N/A
unpow2N/A
associate-/r*N/A
associate-*r/N/A
lower-/.f64N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f6453.3
Applied rewrites53.3%
Applied rewrites98.4%
Applied rewrites99.1%
Applied rewrites99.1%
(FPCore (x) :precision binary64 (/ (* (pow (/ x (pow (cbrt x) 2.0)) -1.0) 0.3333333333333333) (cbrt x)))
double code(double x) {
return (pow((x / pow(cbrt(x), 2.0)), -1.0) * 0.3333333333333333) / cbrt(x);
}
public static double code(double x) {
return (Math.pow((x / Math.pow(Math.cbrt(x), 2.0)), -1.0) * 0.3333333333333333) / Math.cbrt(x);
}
function code(x) return Float64(Float64((Float64(x / (cbrt(x) ^ 2.0)) ^ -1.0) * 0.3333333333333333) / cbrt(x)) end
code[x_] := N[(N[(N[Power[N[(x / N[Power[N[Power[x, 1/3], $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision], -1.0], $MachinePrecision] * 0.3333333333333333), $MachinePrecision] / N[Power[x, 1/3], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{{\left(\frac{x}{{\left(\sqrt[3]{x}\right)}^{2}}\right)}^{-1} \cdot 0.3333333333333333}{\sqrt[3]{x}}
\end{array}
Initial program 7.2%
Taylor expanded in x around inf
*-commutativeN/A
lower-*.f64N/A
metadata-evalN/A
associate-*r/N/A
lower-cbrt.f64N/A
unpow2N/A
associate-/r*N/A
associate-*r/N/A
lower-/.f64N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f6453.8
Applied rewrites53.8%
Applied rewrites96.4%
Applied rewrites97.0%
Applied rewrites97.0%
(FPCore (x) :precision binary64 (* (/ (cbrt x) x) 0.3333333333333333))
double code(double x) {
return (cbrt(x) / x) * 0.3333333333333333;
}
public static double code(double x) {
return (Math.cbrt(x) / x) * 0.3333333333333333;
}
function code(x) return Float64(Float64(cbrt(x) / x) * 0.3333333333333333) end
code[x_] := N[(N[(N[Power[x, 1/3], $MachinePrecision] / x), $MachinePrecision] * 0.3333333333333333), $MachinePrecision]
\begin{array}{l}
\\
\frac{\sqrt[3]{x}}{x} \cdot 0.3333333333333333
\end{array}
Initial program 7.2%
Taylor expanded in x around inf
*-commutativeN/A
lower-*.f64N/A
metadata-evalN/A
associate-*r/N/A
lower-cbrt.f64N/A
unpow2N/A
associate-/r*N/A
associate-*r/N/A
lower-/.f64N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f6453.8
Applied rewrites53.8%
Applied rewrites96.3%
Applied rewrites97.0%
(FPCore (x) :precision binary64 (* (pow x -0.6666666666666666) 0.3333333333333333))
double code(double x) {
return pow(x, -0.6666666666666666) * 0.3333333333333333;
}
real(8) function code(x)
real(8), intent (in) :: x
code = (x ** (-0.6666666666666666d0)) * 0.3333333333333333d0
end function
public static double code(double x) {
return Math.pow(x, -0.6666666666666666) * 0.3333333333333333;
}
def code(x): return math.pow(x, -0.6666666666666666) * 0.3333333333333333
function code(x) return Float64((x ^ -0.6666666666666666) * 0.3333333333333333) end
function tmp = code(x) tmp = (x ^ -0.6666666666666666) * 0.3333333333333333; end
code[x_] := N[(N[Power[x, -0.6666666666666666], $MachinePrecision] * 0.3333333333333333), $MachinePrecision]
\begin{array}{l}
\\
{x}^{-0.6666666666666666} \cdot 0.3333333333333333
\end{array}
Initial program 7.2%
Taylor expanded in x around inf
*-commutativeN/A
lower-*.f64N/A
metadata-evalN/A
associate-*r/N/A
lower-cbrt.f64N/A
unpow2N/A
associate-/r*N/A
associate-*r/N/A
lower-/.f64N/A
associate-*r/N/A
metadata-evalN/A
lower-/.f6453.8
Applied rewrites53.8%
Applied rewrites88.9%
(FPCore (x) :precision binary64 (- 1.0 (cbrt x)))
double code(double x) {
return 1.0 - cbrt(x);
}
public static double code(double x) {
return 1.0 - Math.cbrt(x);
}
function code(x) return Float64(1.0 - cbrt(x)) end
code[x_] := N[(1.0 - N[Power[x, 1/3], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
1 - \sqrt[3]{x}
\end{array}
Initial program 7.2%
Taylor expanded in x around 0
Applied rewrites1.8%
(FPCore (x) :precision binary64 (- (cbrt x)))
double code(double x) {
return -cbrt(x);
}
public static double code(double x) {
return -Math.cbrt(x);
}
function code(x) return Float64(-cbrt(x)) end
code[x_] := (-N[Power[x, 1/3], $MachinePrecision])
\begin{array}{l}
\\
-\sqrt[3]{x}
\end{array}
Initial program 7.2%
lift-cbrt.f64N/A
pow1/3N/A
lift-+.f64N/A
flip3-+N/A
clear-numN/A
inv-powN/A
metadata-evalN/A
pow-powN/A
lower-pow.f64N/A
Applied rewrites5.0%
Taylor expanded in x around inf
mul-1-negN/A
lower-neg.f64N/A
lower-cbrt.f641.8
Applied rewrites1.8%
(FPCore (x) :precision binary64 (let* ((t_0 (cbrt (+ x 1.0)))) (/ 1.0 (+ (+ (* t_0 t_0) (* (cbrt x) t_0)) (* (cbrt x) (cbrt x))))))
double code(double x) {
double t_0 = cbrt((x + 1.0));
return 1.0 / (((t_0 * t_0) + (cbrt(x) * t_0)) + (cbrt(x) * cbrt(x)));
}
public static double code(double x) {
double t_0 = Math.cbrt((x + 1.0));
return 1.0 / (((t_0 * t_0) + (Math.cbrt(x) * t_0)) + (Math.cbrt(x) * Math.cbrt(x)));
}
function code(x) t_0 = cbrt(Float64(x + 1.0)) return Float64(1.0 / Float64(Float64(Float64(t_0 * t_0) + Float64(cbrt(x) * t_0)) + Float64(cbrt(x) * cbrt(x)))) end
code[x_] := Block[{t$95$0 = N[Power[N[(x + 1.0), $MachinePrecision], 1/3], $MachinePrecision]}, N[(1.0 / N[(N[(N[(t$95$0 * t$95$0), $MachinePrecision] + N[(N[Power[x, 1/3], $MachinePrecision] * t$95$0), $MachinePrecision]), $MachinePrecision] + N[(N[Power[x, 1/3], $MachinePrecision] * N[Power[x, 1/3], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt[3]{x + 1}\\
\frac{1}{\left(t\_0 \cdot t\_0 + \sqrt[3]{x} \cdot t\_0\right) + \sqrt[3]{x} \cdot \sqrt[3]{x}}
\end{array}
\end{array}
herbie shell --seed 2024311
(FPCore (x)
:name "2cbrt (problem 3.3.4)"
:precision binary64
:pre (and (> x 1.0) (< x 1e+308))
:alt
(! :herbie-platform default (/ 1 (+ (* (cbrt (+ x 1)) (cbrt (+ x 1))) (* (cbrt x) (cbrt (+ x 1))) (* (cbrt x) (cbrt x)))))
(- (cbrt (+ x 1.0)) (cbrt x)))