
(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 10 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 2.1e+15)
(/
(- (+ 1.0 x) x)
(+
(pow (cbrt (+ 1.0 x)) 2.0)
(fma (cbrt x) (cbrt x) (cbrt (* (+ 1.0 x) x)))))
(/ (* 0.3333333333333333 (cbrt x)) x)))
double code(double x) {
double tmp;
if (x <= 2.1e+15) {
tmp = ((1.0 + x) - x) / (pow(cbrt((1.0 + x)), 2.0) + fma(cbrt(x), cbrt(x), cbrt(((1.0 + x) * x))));
} else {
tmp = (0.3333333333333333 * cbrt(x)) / x;
}
return tmp;
}
function code(x) tmp = 0.0 if (x <= 2.1e+15) tmp = Float64(Float64(Float64(1.0 + x) - x) / Float64((cbrt(Float64(1.0 + x)) ^ 2.0) + fma(cbrt(x), cbrt(x), cbrt(Float64(Float64(1.0 + x) * x))))); else tmp = Float64(Float64(0.3333333333333333 * cbrt(x)) / x); end return tmp end
code[x_] := If[LessEqual[x, 2.1e+15], N[(N[(N[(1.0 + x), $MachinePrecision] - x), $MachinePrecision] / N[(N[Power[N[Power[N[(1.0 + x), $MachinePrecision], 1/3], $MachinePrecision], 2.0], $MachinePrecision] + N[(N[Power[x, 1/3], $MachinePrecision] * N[Power[x, 1/3], $MachinePrecision] + N[Power[N[(N[(1.0 + x), $MachinePrecision] * x), $MachinePrecision], 1/3], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(0.3333333333333333 * N[Power[x, 1/3], $MachinePrecision]), $MachinePrecision] / x), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq 2.1 \cdot 10^{+15}:\\
\;\;\;\;\frac{\left(1 + x\right) - x}{{\left(\sqrt[3]{1 + x}\right)}^{2} + \mathsf{fma}\left(\sqrt[3]{x}, \sqrt[3]{x}, \sqrt[3]{\left(1 + x\right) \cdot x}\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{0.3333333333333333 \cdot \sqrt[3]{x}}{x}\\
\end{array}
\end{array}
if x < 2.1e15Initial program 54.5%
lift-cbrt.f64N/A
pow1/3N/A
lower-pow.f6452.4
Applied rewrites52.4%
lift--.f64N/A
lift-+.f64N/A
lift-cbrt.f64N/A
lift-pow.f64N/A
pow1/3N/A
flip3--N/A
lower-/.f64N/A
rem-cube-cbrtN/A
rem-cube-cbrtN/A
lower--.f64N/A
+-commutativeN/A
lower-+.f64N/A
lower-+.f64N/A
pow2N/A
lower-pow.f64N/A
lift-cbrt.f64N/A
+-commutativeN/A
lower-+.f64N/A
Applied rewrites98.9%
if 2.1e15 < x Initial program 4.3%
Taylor expanded in x around inf
lower-/.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-cbrt.f64N/A
lower-pow.f64N/A
lower-*.f64N/A
lift-cbrt.f64N/A
unpow2N/A
lower-*.f6421.1
Applied rewrites21.1%
lift-*.f64N/A
lift-/.f64N/A
lift-fma.f64N/A
lift-cbrt.f64N/A
lift-pow.f64N/A
lift-*.f64N/A
lift-cbrt.f64N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
lift-pow.f64N/A
lift-cbrt.f64N/A
lift-cbrt.f64N/A
lift-*.f64N/A
lift-fma.f6422.3
Applied rewrites22.3%
Taylor expanded in x around inf
lower-*.f64N/A
lift-cbrt.f6499.0
Applied rewrites99.0%
(FPCore (x)
:precision binary64
(let* ((t_0 (cbrt (- x -1.0))))
(if (<= x 2.1e+15)
(/ (- (- x -1.0) x) (+ (pow t_0 2.0) (* (cbrt x) (+ (cbrt x) t_0))))
(/ (* 0.3333333333333333 (cbrt x)) x))))
double code(double x) {
double t_0 = cbrt((x - -1.0));
double tmp;
if (x <= 2.1e+15) {
tmp = ((x - -1.0) - x) / (pow(t_0, 2.0) + (cbrt(x) * (cbrt(x) + t_0)));
} else {
tmp = (0.3333333333333333 * cbrt(x)) / x;
}
return tmp;
}
public static double code(double x) {
double t_0 = Math.cbrt((x - -1.0));
double tmp;
if (x <= 2.1e+15) {
tmp = ((x - -1.0) - x) / (Math.pow(t_0, 2.0) + (Math.cbrt(x) * (Math.cbrt(x) + t_0)));
} else {
tmp = (0.3333333333333333 * Math.cbrt(x)) / x;
}
return tmp;
}
function code(x) t_0 = cbrt(Float64(x - -1.0)) tmp = 0.0 if (x <= 2.1e+15) tmp = Float64(Float64(Float64(x - -1.0) - x) / Float64((t_0 ^ 2.0) + Float64(cbrt(x) * Float64(cbrt(x) + t_0)))); else tmp = Float64(Float64(0.3333333333333333 * cbrt(x)) / x); end return tmp end
code[x_] := Block[{t$95$0 = N[Power[N[(x - -1.0), $MachinePrecision], 1/3], $MachinePrecision]}, If[LessEqual[x, 2.1e+15], N[(N[(N[(x - -1.0), $MachinePrecision] - x), $MachinePrecision] / N[(N[Power[t$95$0, 2.0], $MachinePrecision] + N[(N[Power[x, 1/3], $MachinePrecision] * N[(N[Power[x, 1/3], $MachinePrecision] + t$95$0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(0.3333333333333333 * N[Power[x, 1/3], $MachinePrecision]), $MachinePrecision] / x), $MachinePrecision]]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt[3]{x - -1}\\
\mathbf{if}\;x \leq 2.1 \cdot 10^{+15}:\\
\;\;\;\;\frac{\left(x - -1\right) - x}{{t\_0}^{2} + \sqrt[3]{x} \cdot \left(\sqrt[3]{x} + t\_0\right)}\\
\mathbf{else}:\\
\;\;\;\;\frac{0.3333333333333333 \cdot \sqrt[3]{x}}{x}\\
\end{array}
\end{array}
if x < 2.1e15Initial program 54.5%
lift--.f64N/A
lift-+.f64N/A
lift-cbrt.f64N/A
lift-cbrt.f64N/A
flip3--N/A
lower-/.f64N/A
rem-cube-cbrtN/A
rem-cube-cbrtN/A
lower--.f64N/A
metadata-evalN/A
fp-cancel-sign-sub-invN/A
metadata-evalN/A
metadata-evalN/A
lower--.f64N/A
lower-+.f64N/A
Applied rewrites98.5%
if 2.1e15 < x Initial program 4.3%
Taylor expanded in x around inf
lower-/.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-cbrt.f64N/A
lower-pow.f64N/A
lower-*.f64N/A
lift-cbrt.f64N/A
unpow2N/A
lower-*.f6421.1
Applied rewrites21.1%
lift-*.f64N/A
lift-/.f64N/A
lift-fma.f64N/A
lift-cbrt.f64N/A
lift-pow.f64N/A
lift-*.f64N/A
lift-cbrt.f64N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
lift-pow.f64N/A
lift-cbrt.f64N/A
lift-cbrt.f64N/A
lift-*.f64N/A
lift-fma.f6422.3
Applied rewrites22.3%
Taylor expanded in x around inf
lower-*.f64N/A
lift-cbrt.f6499.0
Applied rewrites99.0%
(FPCore (x) :precision binary64 (fma (cbrt (pow x -5.0)) -0.1111111111111111 (/ (/ 0.3333333333333333 (cbrt x)) (cbrt x))))
double code(double x) {
return fma(cbrt(pow(x, -5.0)), -0.1111111111111111, ((0.3333333333333333 / cbrt(x)) / cbrt(x)));
}
function code(x) return fma(cbrt((x ^ -5.0)), -0.1111111111111111, Float64(Float64(0.3333333333333333 / cbrt(x)) / cbrt(x))) end
code[x_] := N[(N[Power[N[Power[x, -5.0], $MachinePrecision], 1/3], $MachinePrecision] * -0.1111111111111111 + N[(N[(0.3333333333333333 / N[Power[x, 1/3], $MachinePrecision]), $MachinePrecision] / N[Power[x, 1/3], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left(\sqrt[3]{{x}^{-5}}, -0.1111111111111111, \frac{\frac{0.3333333333333333}{\sqrt[3]{x}}}{\sqrt[3]{x}}\right)
\end{array}
Initial program 8.8%
Taylor expanded in x around inf
lower-/.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-cbrt.f64N/A
lower-pow.f64N/A
lower-*.f64N/A
lift-cbrt.f64N/A
unpow2N/A
lower-*.f6426.9
Applied rewrites26.9%
lift-*.f64N/A
lift-/.f64N/A
lift-fma.f64N/A
lift-cbrt.f64N/A
lift-pow.f64N/A
lift-*.f64N/A
lift-cbrt.f64N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
lift-pow.f64N/A
lift-cbrt.f64N/A
lift-cbrt.f64N/A
lift-*.f64N/A
lift-fma.f6428.0
Applied rewrites28.0%
Taylor expanded in x around inf
*-commutativeN/A
lower-fma.f64N/A
lower-cbrt.f64N/A
pow-flipN/A
lower-pow.f64N/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
pow1/3N/A
pow-flipN/A
metadata-evalN/A
pow-powN/A
metadata-evalN/A
metadata-evalN/A
pow-powN/A
pow1/3N/A
lower-pow.f64N/A
lift-cbrt.f6497.2
Applied rewrites97.2%
lift-*.f64N/A
lift-cbrt.f64N/A
lift-pow.f64N/A
pow1/3N/A
pow-powN/A
metadata-evalN/A
metadata-evalN/A
pow-powN/A
inv-powN/A
metadata-evalN/A
pow-powN/A
pow1/3N/A
inv-powN/A
lift-pow.f64N/A
lift-cbrt.f64N/A
pow2N/A
associate-*l*N/A
lift-cbrt.f64N/A
lift-pow.f64N/A
inv-powN/A
cbrt-divN/A
metadata-evalN/A
associate-*l/N/A
lower-/.f64N/A
Applied rewrites97.2%
Final simplification97.2%
(FPCore (x) :precision binary64 (fma (pow x -1.6666666666666667) -0.1111111111111111 (* (pow (cbrt x) -2.0) 0.3333333333333333)))
double code(double x) {
return fma(pow(x, -1.6666666666666667), -0.1111111111111111, (pow(cbrt(x), -2.0) * 0.3333333333333333));
}
function code(x) return fma((x ^ -1.6666666666666667), -0.1111111111111111, Float64((cbrt(x) ^ -2.0) * 0.3333333333333333)) end
code[x_] := N[(N[Power[x, -1.6666666666666667], $MachinePrecision] * -0.1111111111111111 + N[(N[Power[N[Power[x, 1/3], $MachinePrecision], -2.0], $MachinePrecision] * 0.3333333333333333), $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\mathsf{fma}\left({x}^{-1.6666666666666667}, -0.1111111111111111, {\left(\sqrt[3]{x}\right)}^{-2} \cdot 0.3333333333333333\right)
\end{array}
Initial program 8.8%
Taylor expanded in x around inf
lower-/.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-cbrt.f64N/A
lower-pow.f64N/A
lower-*.f64N/A
lift-cbrt.f64N/A
unpow2N/A
lower-*.f6426.9
Applied rewrites26.9%
lift-*.f64N/A
lift-/.f64N/A
lift-fma.f64N/A
lift-cbrt.f64N/A
lift-pow.f64N/A
lift-*.f64N/A
lift-cbrt.f64N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
lift-pow.f64N/A
lift-cbrt.f64N/A
lift-cbrt.f64N/A
lift-*.f64N/A
lift-fma.f6428.0
Applied rewrites28.0%
Taylor expanded in x around inf
*-commutativeN/A
lower-fma.f64N/A
lower-cbrt.f64N/A
pow-flipN/A
lower-pow.f64N/A
metadata-evalN/A
*-commutativeN/A
lower-*.f64N/A
pow1/3N/A
pow-flipN/A
metadata-evalN/A
pow-powN/A
metadata-evalN/A
metadata-evalN/A
pow-powN/A
pow1/3N/A
lower-pow.f64N/A
lift-cbrt.f6497.2
Applied rewrites97.2%
lift-cbrt.f64N/A
pow1/3N/A
lift-pow.f64N/A
pow-powN/A
lower-pow.f64N/A
metadata-eval97.2
Applied rewrites97.2%
(FPCore (x)
:precision binary64
(if (<= x 5e+49)
(/
(/
(fma
(cbrt (* (* x x) (* x x)))
0.3333333333333333
(* -0.1111111111111111 (cbrt x)))
x)
x)
(/ (* 0.3333333333333333 (cbrt x)) x)))
double code(double x) {
double tmp;
if (x <= 5e+49) {
tmp = (fma(cbrt(((x * x) * (x * x))), 0.3333333333333333, (-0.1111111111111111 * cbrt(x))) / x) / x;
} else {
tmp = (0.3333333333333333 * cbrt(x)) / x;
}
return tmp;
}
function code(x) tmp = 0.0 if (x <= 5e+49) tmp = Float64(Float64(fma(cbrt(Float64(Float64(x * x) * Float64(x * x))), 0.3333333333333333, Float64(-0.1111111111111111 * cbrt(x))) / x) / x); else tmp = Float64(Float64(0.3333333333333333 * cbrt(x)) / x); end return tmp end
code[x_] := If[LessEqual[x, 5e+49], N[(N[(N[(N[Power[N[(N[(x * x), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision] * 0.3333333333333333 + N[(-0.1111111111111111 * N[Power[x, 1/3], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / x), $MachinePrecision] / x), $MachinePrecision], N[(N[(0.3333333333333333 * N[Power[x, 1/3], $MachinePrecision]), $MachinePrecision] / x), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq 5 \cdot 10^{+49}:\\
\;\;\;\;\frac{\frac{\mathsf{fma}\left(\sqrt[3]{\left(x \cdot x\right) \cdot \left(x \cdot x\right)}, 0.3333333333333333, -0.1111111111111111 \cdot \sqrt[3]{x}\right)}{x}}{x}\\
\mathbf{else}:\\
\;\;\;\;\frac{0.3333333333333333 \cdot \sqrt[3]{x}}{x}\\
\end{array}
\end{array}
if x < 5.0000000000000004e49Initial program 27.9%
Taylor expanded in x around inf
lower-/.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-cbrt.f64N/A
lower-pow.f64N/A
lower-*.f64N/A
lift-cbrt.f64N/A
unpow2N/A
lower-*.f6492.9
Applied rewrites92.9%
lift-*.f64N/A
lift-/.f64N/A
lift-fma.f64N/A
lift-cbrt.f64N/A
lift-pow.f64N/A
lift-*.f64N/A
lift-cbrt.f64N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
lift-pow.f64N/A
lift-cbrt.f64N/A
lift-cbrt.f64N/A
lift-*.f64N/A
lift-fma.f6492.9
Applied rewrites92.9%
lift-pow.f64N/A
metadata-evalN/A
pow-sqrN/A
lower-*.f64N/A
pow2N/A
lift-*.f64N/A
pow2N/A
lift-*.f6493.0
Applied rewrites93.0%
if 5.0000000000000004e49 < x Initial program 4.3%
Taylor expanded in x around inf
lower-/.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-cbrt.f64N/A
lower-pow.f64N/A
lower-*.f64N/A
lift-cbrt.f64N/A
unpow2N/A
lower-*.f6411.3
Applied rewrites11.3%
lift-*.f64N/A
lift-/.f64N/A
lift-fma.f64N/A
lift-cbrt.f64N/A
lift-pow.f64N/A
lift-*.f64N/A
lift-cbrt.f64N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
lift-pow.f64N/A
lift-cbrt.f64N/A
lift-cbrt.f64N/A
lift-*.f64N/A
lift-fma.f6412.6
Applied rewrites12.6%
Taylor expanded in x around inf
lower-*.f64N/A
lift-cbrt.f6499.1
Applied rewrites99.1%
(FPCore (x)
:precision binary64
(if (<= x 4.2e+47)
(/
(fma
(cbrt (* (* x x) (* x x)))
0.3333333333333333
(* -0.1111111111111111 (cbrt x)))
(* x x))
(/ (* 0.3333333333333333 (cbrt x)) x)))
double code(double x) {
double tmp;
if (x <= 4.2e+47) {
tmp = fma(cbrt(((x * x) * (x * x))), 0.3333333333333333, (-0.1111111111111111 * cbrt(x))) / (x * x);
} else {
tmp = (0.3333333333333333 * cbrt(x)) / x;
}
return tmp;
}
function code(x) tmp = 0.0 if (x <= 4.2e+47) tmp = Float64(fma(cbrt(Float64(Float64(x * x) * Float64(x * x))), 0.3333333333333333, Float64(-0.1111111111111111 * cbrt(x))) / Float64(x * x)); else tmp = Float64(Float64(0.3333333333333333 * cbrt(x)) / x); end return tmp end
code[x_] := If[LessEqual[x, 4.2e+47], N[(N[(N[Power[N[(N[(x * x), $MachinePrecision] * N[(x * x), $MachinePrecision]), $MachinePrecision], 1/3], $MachinePrecision] * 0.3333333333333333 + N[(-0.1111111111111111 * N[Power[x, 1/3], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(x * x), $MachinePrecision]), $MachinePrecision], N[(N[(0.3333333333333333 * N[Power[x, 1/3], $MachinePrecision]), $MachinePrecision] / x), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq 4.2 \cdot 10^{+47}:\\
\;\;\;\;\frac{\mathsf{fma}\left(\sqrt[3]{\left(x \cdot x\right) \cdot \left(x \cdot x\right)}, 0.3333333333333333, -0.1111111111111111 \cdot \sqrt[3]{x}\right)}{x \cdot x}\\
\mathbf{else}:\\
\;\;\;\;\frac{0.3333333333333333 \cdot \sqrt[3]{x}}{x}\\
\end{array}
\end{array}
if x < 4.2e47Initial program 29.0%
Taylor expanded in x around inf
lower-/.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-cbrt.f64N/A
lower-pow.f64N/A
lower-*.f64N/A
lift-cbrt.f64N/A
unpow2N/A
lower-*.f6492.6
Applied rewrites92.6%
lift-pow.f64N/A
metadata-evalN/A
pow-prod-upN/A
lower-*.f64N/A
pow2N/A
lift-*.f64N/A
pow2N/A
lift-*.f6492.7
Applied rewrites92.7%
if 4.2e47 < x Initial program 4.3%
Taylor expanded in x around inf
lower-/.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-cbrt.f64N/A
lower-pow.f64N/A
lower-*.f64N/A
lift-cbrt.f64N/A
unpow2N/A
lower-*.f6412.2
Applied rewrites12.2%
lift-*.f64N/A
lift-/.f64N/A
lift-fma.f64N/A
lift-cbrt.f64N/A
lift-pow.f64N/A
lift-*.f64N/A
lift-cbrt.f64N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
lift-pow.f64N/A
lift-cbrt.f64N/A
lift-cbrt.f64N/A
lift-*.f64N/A
lift-fma.f6413.5
Applied rewrites13.5%
Taylor expanded in x around inf
lower-*.f64N/A
lift-cbrt.f6499.1
Applied rewrites99.1%
(FPCore (x)
:precision binary64
(if (<= x 2e+14)
(/
(fma
(pow x 1.3333333333333333)
0.3333333333333333
(* -0.1111111111111111 (cbrt x)))
(* x x))
(/ (* 0.3333333333333333 (cbrt x)) x)))
double code(double x) {
double tmp;
if (x <= 2e+14) {
tmp = fma(pow(x, 1.3333333333333333), 0.3333333333333333, (-0.1111111111111111 * cbrt(x))) / (x * x);
} else {
tmp = (0.3333333333333333 * cbrt(x)) / x;
}
return tmp;
}
function code(x) tmp = 0.0 if (x <= 2e+14) tmp = Float64(fma((x ^ 1.3333333333333333), 0.3333333333333333, Float64(-0.1111111111111111 * cbrt(x))) / Float64(x * x)); else tmp = Float64(Float64(0.3333333333333333 * cbrt(x)) / x); end return tmp end
code[x_] := If[LessEqual[x, 2e+14], N[(N[(N[Power[x, 1.3333333333333333], $MachinePrecision] * 0.3333333333333333 + N[(-0.1111111111111111 * N[Power[x, 1/3], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / N[(x * x), $MachinePrecision]), $MachinePrecision], N[(N[(0.3333333333333333 * N[Power[x, 1/3], $MachinePrecision]), $MachinePrecision] / x), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;x \leq 2 \cdot 10^{+14}:\\
\;\;\;\;\frac{\mathsf{fma}\left({x}^{1.3333333333333333}, 0.3333333333333333, -0.1111111111111111 \cdot \sqrt[3]{x}\right)}{x \cdot x}\\
\mathbf{else}:\\
\;\;\;\;\frac{0.3333333333333333 \cdot \sqrt[3]{x}}{x}\\
\end{array}
\end{array}
if x < 2e14Initial program 57.7%
Taylor expanded in x around inf
lower-/.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-cbrt.f64N/A
lower-pow.f64N/A
lower-*.f64N/A
lift-cbrt.f64N/A
unpow2N/A
lower-*.f6484.7
Applied rewrites84.7%
lift-cbrt.f64N/A
lift-pow.f64N/A
pow1/3N/A
pow-powN/A
lower-pow.f64N/A
metadata-eval82.5
Applied rewrites82.5%
if 2e14 < x Initial program 4.4%
Taylor expanded in x around inf
lower-/.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-cbrt.f64N/A
lower-pow.f64N/A
lower-*.f64N/A
lift-cbrt.f64N/A
unpow2N/A
lower-*.f6421.8
Applied rewrites21.8%
lift-*.f64N/A
lift-/.f64N/A
lift-fma.f64N/A
lift-cbrt.f64N/A
lift-pow.f64N/A
lift-*.f64N/A
lift-cbrt.f64N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
lift-pow.f64N/A
lift-cbrt.f64N/A
lift-cbrt.f64N/A
lift-*.f64N/A
lift-fma.f6422.9
Applied rewrites22.9%
Taylor expanded in x around inf
lower-*.f64N/A
lift-cbrt.f6499.0
Applied rewrites99.0%
(FPCore (x) :precision binary64 (/ (* 0.3333333333333333 (cbrt x)) x))
double code(double x) {
return (0.3333333333333333 * cbrt(x)) / x;
}
public static double code(double x) {
return (0.3333333333333333 * Math.cbrt(x)) / x;
}
function code(x) return Float64(Float64(0.3333333333333333 * cbrt(x)) / x) end
code[x_] := N[(N[(0.3333333333333333 * N[Power[x, 1/3], $MachinePrecision]), $MachinePrecision] / x), $MachinePrecision]
\begin{array}{l}
\\
\frac{0.3333333333333333 \cdot \sqrt[3]{x}}{x}
\end{array}
Initial program 8.8%
Taylor expanded in x around inf
lower-/.f64N/A
+-commutativeN/A
*-commutativeN/A
lower-fma.f64N/A
lower-cbrt.f64N/A
lower-pow.f64N/A
lower-*.f64N/A
lift-cbrt.f64N/A
unpow2N/A
lower-*.f6426.9
Applied rewrites26.9%
lift-*.f64N/A
lift-/.f64N/A
lift-fma.f64N/A
lift-cbrt.f64N/A
lift-pow.f64N/A
lift-*.f64N/A
lift-cbrt.f64N/A
associate-/r*N/A
lower-/.f64N/A
lower-/.f64N/A
lift-pow.f64N/A
lift-cbrt.f64N/A
lift-cbrt.f64N/A
lift-*.f64N/A
lift-fma.f6428.0
Applied rewrites28.0%
Taylor expanded in x around inf
lower-*.f64N/A
lift-cbrt.f6495.9
Applied rewrites95.9%
(FPCore (x) :precision binary64 (* (pow x -0.6666666666666666) 0.3333333333333333))
double code(double x) {
return pow(x, -0.6666666666666666) * 0.3333333333333333;
}
module fmin_fmax_functions
implicit none
private
public fmax
public fmin
interface fmax
module procedure fmax88
module procedure fmax44
module procedure fmax84
module procedure fmax48
end interface
interface fmin
module procedure fmin88
module procedure fmin44
module procedure fmin84
module procedure fmin48
end interface
contains
real(8) function fmax88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(4) function fmax44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, max(x, y), y /= y), x /= x)
end function
real(8) function fmax84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, max(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmax48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), max(dble(x), y), y /= y), x /= x)
end function
real(8) function fmin88(x, y) result (res)
real(8), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(4) function fmin44(x, y) result (res)
real(4), intent (in) :: x
real(4), intent (in) :: y
res = merge(y, merge(x, min(x, y), y /= y), x /= x)
end function
real(8) function fmin84(x, y) result(res)
real(8), intent (in) :: x
real(4), intent (in) :: y
res = merge(dble(y), merge(x, min(x, dble(y)), y /= y), x /= x)
end function
real(8) function fmin48(x, y) result(res)
real(4), intent (in) :: x
real(8), intent (in) :: y
res = merge(y, merge(dble(x), min(dble(x), y), y /= y), x /= x)
end function
end module
real(8) function code(x)
use fmin_fmax_functions
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 8.8%
Taylor expanded in x around inf
*-commutativeN/A
lower-*.f64N/A
lower-cbrt.f64N/A
pow-flipN/A
lower-pow.f64N/A
metadata-eval53.9
Applied rewrites53.9%
lift-cbrt.f64N/A
pow1/3N/A
lift-pow.f64N/A
pow-powN/A
metadata-evalN/A
metadata-evalN/A
lower-pow.f64N/A
metadata-eval88.0
Applied rewrites88.0%
(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 8.8%
Taylor expanded in x around 0
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 2025040
(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)))