
(FPCore (k n) :precision binary64 (* (/ 1.0 (sqrt k)) (pow (* (* 2.0 PI) n) (/ (- 1.0 k) 2.0))))
double code(double k, double n) {
return (1.0 / sqrt(k)) * pow(((2.0 * ((double) M_PI)) * n), ((1.0 - k) / 2.0));
}
public static double code(double k, double n) {
return (1.0 / Math.sqrt(k)) * Math.pow(((2.0 * Math.PI) * n), ((1.0 - k) / 2.0));
}
def code(k, n): return (1.0 / math.sqrt(k)) * math.pow(((2.0 * math.pi) * n), ((1.0 - k) / 2.0))
function code(k, n) return Float64(Float64(1.0 / sqrt(k)) * (Float64(Float64(2.0 * pi) * n) ^ Float64(Float64(1.0 - k) / 2.0))) end
function tmp = code(k, n) tmp = (1.0 / sqrt(k)) * (((2.0 * pi) * n) ^ ((1.0 - k) / 2.0)); end
code[k_, n_] := N[(N[(1.0 / N[Sqrt[k], $MachinePrecision]), $MachinePrecision] * N[Power[N[(N[(2.0 * Pi), $MachinePrecision] * n), $MachinePrecision], N[(N[(1.0 - k), $MachinePrecision] / 2.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{1}{\sqrt{k}} \cdot {\left(\left(2 \cdot \pi\right) \cdot n\right)}^{\left(\frac{1 - k}{2}\right)}
\end{array}
Herbie found 7 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (k n) :precision binary64 (* (/ 1.0 (sqrt k)) (pow (* (* 2.0 PI) n) (/ (- 1.0 k) 2.0))))
double code(double k, double n) {
return (1.0 / sqrt(k)) * pow(((2.0 * ((double) M_PI)) * n), ((1.0 - k) / 2.0));
}
public static double code(double k, double n) {
return (1.0 / Math.sqrt(k)) * Math.pow(((2.0 * Math.PI) * n), ((1.0 - k) / 2.0));
}
def code(k, n): return (1.0 / math.sqrt(k)) * math.pow(((2.0 * math.pi) * n), ((1.0 - k) / 2.0))
function code(k, n) return Float64(Float64(1.0 / sqrt(k)) * (Float64(Float64(2.0 * pi) * n) ^ Float64(Float64(1.0 - k) / 2.0))) end
function tmp = code(k, n) tmp = (1.0 / sqrt(k)) * (((2.0 * pi) * n) ^ ((1.0 - k) / 2.0)); end
code[k_, n_] := N[(N[(1.0 / N[Sqrt[k], $MachinePrecision]), $MachinePrecision] * N[Power[N[(N[(2.0 * Pi), $MachinePrecision] * n), $MachinePrecision], N[(N[(1.0 - k), $MachinePrecision] / 2.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{1}{\sqrt{k}} \cdot {\left(\left(2 \cdot \pi\right) \cdot n\right)}^{\left(\frac{1 - k}{2}\right)}
\end{array}
(FPCore (k n) :precision binary64 (if (<= k 2.9e-17) (/ (* n (sqrt (* 2.0 (/ PI n)))) (sqrt k)) (sqrt (/ (pow (* (+ PI PI) n) (- 1.0 k)) k))))
double code(double k, double n) {
double tmp;
if (k <= 2.9e-17) {
tmp = (n * sqrt((2.0 * (((double) M_PI) / n)))) / sqrt(k);
} else {
tmp = sqrt((pow(((((double) M_PI) + ((double) M_PI)) * n), (1.0 - k)) / k));
}
return tmp;
}
public static double code(double k, double n) {
double tmp;
if (k <= 2.9e-17) {
tmp = (n * Math.sqrt((2.0 * (Math.PI / n)))) / Math.sqrt(k);
} else {
tmp = Math.sqrt((Math.pow(((Math.PI + Math.PI) * n), (1.0 - k)) / k));
}
return tmp;
}
def code(k, n): tmp = 0 if k <= 2.9e-17: tmp = (n * math.sqrt((2.0 * (math.pi / n)))) / math.sqrt(k) else: tmp = math.sqrt((math.pow(((math.pi + math.pi) * n), (1.0 - k)) / k)) return tmp
function code(k, n) tmp = 0.0 if (k <= 2.9e-17) tmp = Float64(Float64(n * sqrt(Float64(2.0 * Float64(pi / n)))) / sqrt(k)); else tmp = sqrt(Float64((Float64(Float64(pi + pi) * n) ^ Float64(1.0 - k)) / k)); end return tmp end
function tmp_2 = code(k, n) tmp = 0.0; if (k <= 2.9e-17) tmp = (n * sqrt((2.0 * (pi / n)))) / sqrt(k); else tmp = sqrt(((((pi + pi) * n) ^ (1.0 - k)) / k)); end tmp_2 = tmp; end
code[k_, n_] := If[LessEqual[k, 2.9e-17], N[(N[(n * N[Sqrt[N[(2.0 * N[(Pi / n), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[Sqrt[k], $MachinePrecision]), $MachinePrecision], N[Sqrt[N[(N[Power[N[(N[(Pi + Pi), $MachinePrecision] * n), $MachinePrecision], N[(1.0 - k), $MachinePrecision]], $MachinePrecision] / k), $MachinePrecision]], $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;k \leq 2.9 \cdot 10^{-17}:\\
\;\;\;\;\frac{n \cdot \sqrt{2 \cdot \frac{\pi}{n}}}{\sqrt{k}}\\
\mathbf{else}:\\
\;\;\;\;\sqrt{\frac{{\left(\left(\pi + \pi\right) \cdot n\right)}^{\left(1 - k\right)}}{k}}\\
\end{array}
\end{array}
if k < 2.9000000000000003e-17Initial program 99.4%
Taylor expanded in k around 0
lower-/.f64N/A
lower-pow.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-PI.f64N/A
lower-sqrt.f6450.2
Applied rewrites50.2%
Taylor expanded in n around inf
lower-*.f64N/A
lower-sqrt.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-PI.f6450.3
Applied rewrites50.3%
if 2.9000000000000003e-17 < k Initial program 99.4%
lift-*.f64N/A
*-commutativeN/A
lift-/.f64N/A
mult-flip-revN/A
lower-/.f6499.5
Applied rewrites99.5%
lift-pow.f64N/A
lift-*.f64N/A
lift-+.f64N/A
distribute-lft-inN/A
lift-*.f64N/A
lift-*.f64N/A
count-2-revN/A
lift-*.f64N/A
lift-fma.f64N/A
+-commutativeN/A
metadata-evalN/A
distribute-rgt-neg-outN/A
metadata-evalN/A
mult-flipN/A
sub-flipN/A
metadata-evalN/A
div-subN/A
lift--.f64N/A
lift-/.f64N/A
exp-to-powN/A
lift-log.f64N/A
lift-/.f64N/A
mult-flipN/A
Applied rewrites99.4%
lift-/.f64N/A
lift-sqrt.f64N/A
lift-sqrt.f64N/A
sqrt-undivN/A
lower-sqrt.f64N/A
lower-/.f6488.0
lift-*.f64N/A
*-commutativeN/A
lift-+.f64N/A
count-2N/A
associate-*l*N/A
*-commutativeN/A
lift-PI.f64N/A
lower-*.f64N/A
lift-PI.f64N/A
count-2-revN/A
lower-+.f6488.0
Applied rewrites88.0%
(FPCore (k n) :precision binary64 (let* ((t_0 (sqrt (* (+ n n) PI)))) (/ (* t_0 (exp (* (- k) (log t_0)))) (sqrt k))))
double code(double k, double n) {
double t_0 = sqrt(((n + n) * ((double) M_PI)));
return (t_0 * exp((-k * log(t_0)))) / sqrt(k);
}
public static double code(double k, double n) {
double t_0 = Math.sqrt(((n + n) * Math.PI));
return (t_0 * Math.exp((-k * Math.log(t_0)))) / Math.sqrt(k);
}
def code(k, n): t_0 = math.sqrt(((n + n) * math.pi)) return (t_0 * math.exp((-k * math.log(t_0)))) / math.sqrt(k)
function code(k, n) t_0 = sqrt(Float64(Float64(n + n) * pi)) return Float64(Float64(t_0 * exp(Float64(Float64(-k) * log(t_0)))) / sqrt(k)) end
function tmp = code(k, n) t_0 = sqrt(((n + n) * pi)); tmp = (t_0 * exp((-k * log(t_0)))) / sqrt(k); end
code[k_, n_] := Block[{t$95$0 = N[Sqrt[N[(N[(n + n), $MachinePrecision] * Pi), $MachinePrecision]], $MachinePrecision]}, N[(N[(t$95$0 * N[Exp[N[((-k) * N[Log[t$95$0], $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / N[Sqrt[k], $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
t_0 := \sqrt{\left(n + n\right) \cdot \pi}\\
\frac{t\_0 \cdot e^{\left(-k\right) \cdot \log t\_0}}{\sqrt{k}}
\end{array}
\end{array}
Initial program 99.4%
lift-*.f64N/A
*-commutativeN/A
lift-/.f64N/A
mult-flip-revN/A
lower-/.f6499.5
Applied rewrites99.5%
Applied rewrites99.4%
(FPCore (k n) :precision binary64 (/ (sqrt (pow (* (+ n n) PI) (- 1.0 k))) (sqrt k)))
double code(double k, double n) {
return sqrt(pow(((n + n) * ((double) M_PI)), (1.0 - k))) / sqrt(k);
}
public static double code(double k, double n) {
return Math.sqrt(Math.pow(((n + n) * Math.PI), (1.0 - k))) / Math.sqrt(k);
}
def code(k, n): return math.sqrt(math.pow(((n + n) * math.pi), (1.0 - k))) / math.sqrt(k)
function code(k, n) return Float64(sqrt((Float64(Float64(n + n) * pi) ^ Float64(1.0 - k))) / sqrt(k)) end
function tmp = code(k, n) tmp = sqrt((((n + n) * pi) ^ (1.0 - k))) / sqrt(k); end
code[k_, n_] := N[(N[Sqrt[N[Power[N[(N[(n + n), $MachinePrecision] * Pi), $MachinePrecision], N[(1.0 - k), $MachinePrecision]], $MachinePrecision]], $MachinePrecision] / N[Sqrt[k], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\sqrt{{\left(\left(n + n\right) \cdot \pi\right)}^{\left(1 - k\right)}}}{\sqrt{k}}
\end{array}
Initial program 99.4%
lift-*.f64N/A
*-commutativeN/A
lift-/.f64N/A
mult-flip-revN/A
lower-/.f6499.5
Applied rewrites99.5%
lift-pow.f64N/A
lift-*.f64N/A
lift-+.f64N/A
distribute-lft-inN/A
lift-*.f64N/A
lift-*.f64N/A
count-2-revN/A
lift-*.f64N/A
lift-fma.f64N/A
+-commutativeN/A
metadata-evalN/A
distribute-rgt-neg-outN/A
metadata-evalN/A
mult-flipN/A
sub-flipN/A
metadata-evalN/A
div-subN/A
lift--.f64N/A
lift-/.f64N/A
exp-to-powN/A
lift-log.f64N/A
lift-/.f64N/A
mult-flipN/A
Applied rewrites99.4%
(FPCore (k n) :precision binary64 (if (<= n 20.0) (/ (* n (sqrt (* 2.0 (/ (* k PI) n)))) k) (* n (sqrt (* 2.0 (/ PI (* k n)))))))
double code(double k, double n) {
double tmp;
if (n <= 20.0) {
tmp = (n * sqrt((2.0 * ((k * ((double) M_PI)) / n)))) / k;
} else {
tmp = n * sqrt((2.0 * (((double) M_PI) / (k * n))));
}
return tmp;
}
public static double code(double k, double n) {
double tmp;
if (n <= 20.0) {
tmp = (n * Math.sqrt((2.0 * ((k * Math.PI) / n)))) / k;
} else {
tmp = n * Math.sqrt((2.0 * (Math.PI / (k * n))));
}
return tmp;
}
def code(k, n): tmp = 0 if n <= 20.0: tmp = (n * math.sqrt((2.0 * ((k * math.pi) / n)))) / k else: tmp = n * math.sqrt((2.0 * (math.pi / (k * n)))) return tmp
function code(k, n) tmp = 0.0 if (n <= 20.0) tmp = Float64(Float64(n * sqrt(Float64(2.0 * Float64(Float64(k * pi) / n)))) / k); else tmp = Float64(n * sqrt(Float64(2.0 * Float64(pi / Float64(k * n))))); end return tmp end
function tmp_2 = code(k, n) tmp = 0.0; if (n <= 20.0) tmp = (n * sqrt((2.0 * ((k * pi) / n)))) / k; else tmp = n * sqrt((2.0 * (pi / (k * n)))); end tmp_2 = tmp; end
code[k_, n_] := If[LessEqual[n, 20.0], N[(N[(n * N[Sqrt[N[(2.0 * N[(N[(k * Pi), $MachinePrecision] / n), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision] / k), $MachinePrecision], N[(n * N[Sqrt[N[(2.0 * N[(Pi / N[(k * n), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;n \leq 20:\\
\;\;\;\;\frac{n \cdot \sqrt{2 \cdot \frac{k \cdot \pi}{n}}}{k}\\
\mathbf{else}:\\
\;\;\;\;n \cdot \sqrt{2 \cdot \frac{\pi}{k \cdot n}}\\
\end{array}
\end{array}
if n < 20Initial program 99.4%
Taylor expanded in k around 0
lower-/.f64N/A
lower-pow.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-PI.f64N/A
lower-sqrt.f6450.2
Applied rewrites50.2%
lift-/.f64N/A
lift-pow.f64N/A
unpow1/2N/A
lift-sqrt.f64N/A
sqrt-undivN/A
lower-sqrt.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
associate-/l*N/A
lower-*.f64N/A
count-2-revN/A
lower-+.f64N/A
lower-/.f6438.8
Applied rewrites38.8%
Taylor expanded in k around 0
lower-/.f64N/A
lower-sqrt.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-PI.f6438.4
Applied rewrites38.4%
Taylor expanded in n around inf
lower-*.f64N/A
lower-sqrt.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-*.f64N/A
lower-PI.f6451.2
Applied rewrites51.2%
if 20 < n Initial program 99.4%
Taylor expanded in k around 0
lower-/.f64N/A
lower-pow.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-PI.f64N/A
lower-sqrt.f6450.2
Applied rewrites50.2%
lift-/.f64N/A
lift-pow.f64N/A
unpow1/2N/A
lift-sqrt.f64N/A
sqrt-undivN/A
lower-sqrt.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
associate-/l*N/A
lower-*.f64N/A
count-2-revN/A
lower-+.f64N/A
lower-/.f6438.8
Applied rewrites38.8%
Taylor expanded in n around inf
lower-*.f64N/A
lower-sqrt.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-PI.f64N/A
lower-*.f6449.3
Applied rewrites49.3%
(FPCore (k n) :precision binary64 (if (<= n 1e+28) (sqrt (* (+ n n) (/ PI k))) (* n (sqrt (* 2.0 (/ PI (* k n)))))))
double code(double k, double n) {
double tmp;
if (n <= 1e+28) {
tmp = sqrt(((n + n) * (((double) M_PI) / k)));
} else {
tmp = n * sqrt((2.0 * (((double) M_PI) / (k * n))));
}
return tmp;
}
public static double code(double k, double n) {
double tmp;
if (n <= 1e+28) {
tmp = Math.sqrt(((n + n) * (Math.PI / k)));
} else {
tmp = n * Math.sqrt((2.0 * (Math.PI / (k * n))));
}
return tmp;
}
def code(k, n): tmp = 0 if n <= 1e+28: tmp = math.sqrt(((n + n) * (math.pi / k))) else: tmp = n * math.sqrt((2.0 * (math.pi / (k * n)))) return tmp
function code(k, n) tmp = 0.0 if (n <= 1e+28) tmp = sqrt(Float64(Float64(n + n) * Float64(pi / k))); else tmp = Float64(n * sqrt(Float64(2.0 * Float64(pi / Float64(k * n))))); end return tmp end
function tmp_2 = code(k, n) tmp = 0.0; if (n <= 1e+28) tmp = sqrt(((n + n) * (pi / k))); else tmp = n * sqrt((2.0 * (pi / (k * n)))); end tmp_2 = tmp; end
code[k_, n_] := If[LessEqual[n, 1e+28], N[Sqrt[N[(N[(n + n), $MachinePrecision] * N[(Pi / k), $MachinePrecision]), $MachinePrecision]], $MachinePrecision], N[(n * N[Sqrt[N[(2.0 * N[(Pi / N[(k * n), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]]
\begin{array}{l}
\\
\begin{array}{l}
\mathbf{if}\;n \leq 10^{+28}:\\
\;\;\;\;\sqrt{\left(n + n\right) \cdot \frac{\pi}{k}}\\
\mathbf{else}:\\
\;\;\;\;n \cdot \sqrt{2 \cdot \frac{\pi}{k \cdot n}}\\
\end{array}
\end{array}
if n < 9.99999999999999958e27Initial program 99.4%
Taylor expanded in k around 0
lower-/.f64N/A
lower-pow.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-PI.f64N/A
lower-sqrt.f6450.2
Applied rewrites50.2%
lift-/.f64N/A
lift-pow.f64N/A
unpow1/2N/A
lift-sqrt.f64N/A
sqrt-undivN/A
lower-sqrt.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
associate-/l*N/A
lower-*.f64N/A
count-2-revN/A
lower-+.f64N/A
lower-/.f6438.8
Applied rewrites38.8%
if 9.99999999999999958e27 < n Initial program 99.4%
Taylor expanded in k around 0
lower-/.f64N/A
lower-pow.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-PI.f64N/A
lower-sqrt.f6450.2
Applied rewrites50.2%
lift-/.f64N/A
lift-pow.f64N/A
unpow1/2N/A
lift-sqrt.f64N/A
sqrt-undivN/A
lower-sqrt.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
associate-/l*N/A
lower-*.f64N/A
count-2-revN/A
lower-+.f64N/A
lower-/.f6438.8
Applied rewrites38.8%
Taylor expanded in n around inf
lower-*.f64N/A
lower-sqrt.f64N/A
lower-*.f64N/A
lower-/.f64N/A
lower-PI.f64N/A
lower-*.f6449.3
Applied rewrites49.3%
(FPCore (k n) :precision binary64 (/ (sqrt (* (+ n n) PI)) (sqrt k)))
double code(double k, double n) {
return sqrt(((n + n) * ((double) M_PI))) / sqrt(k);
}
public static double code(double k, double n) {
return Math.sqrt(((n + n) * Math.PI)) / Math.sqrt(k);
}
def code(k, n): return math.sqrt(((n + n) * math.pi)) / math.sqrt(k)
function code(k, n) return Float64(sqrt(Float64(Float64(n + n) * pi)) / sqrt(k)) end
function tmp = code(k, n) tmp = sqrt(((n + n) * pi)) / sqrt(k); end
code[k_, n_] := N[(N[Sqrt[N[(N[(n + n), $MachinePrecision] * Pi), $MachinePrecision]], $MachinePrecision] / N[Sqrt[k], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}
\\
\frac{\sqrt{\left(n + n\right) \cdot \pi}}{\sqrt{k}}
\end{array}
Initial program 99.4%
Taylor expanded in k around 0
lower-/.f64N/A
lower-pow.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-PI.f64N/A
lower-sqrt.f6450.2
Applied rewrites50.2%
lift-pow.f64N/A
unpow1/2N/A
lower-sqrt.f6450.2
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
lower-*.f64N/A
count-2-revN/A
lower-+.f6450.2
Applied rewrites50.2%
(FPCore (k n) :precision binary64 (sqrt (* (+ n n) (/ PI k))))
double code(double k, double n) {
return sqrt(((n + n) * (((double) M_PI) / k)));
}
public static double code(double k, double n) {
return Math.sqrt(((n + n) * (Math.PI / k)));
}
def code(k, n): return math.sqrt(((n + n) * (math.pi / k)))
function code(k, n) return sqrt(Float64(Float64(n + n) * Float64(pi / k))) end
function tmp = code(k, n) tmp = sqrt(((n + n) * (pi / k))); end
code[k_, n_] := N[Sqrt[N[(N[(n + n), $MachinePrecision] * N[(Pi / k), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]
\begin{array}{l}
\\
\sqrt{\left(n + n\right) \cdot \frac{\pi}{k}}
\end{array}
Initial program 99.4%
Taylor expanded in k around 0
lower-/.f64N/A
lower-pow.f64N/A
lower-*.f64N/A
lower-*.f64N/A
lower-PI.f64N/A
lower-sqrt.f6450.2
Applied rewrites50.2%
lift-/.f64N/A
lift-pow.f64N/A
unpow1/2N/A
lift-sqrt.f64N/A
sqrt-undivN/A
lower-sqrt.f64N/A
lift-*.f64N/A
lift-*.f64N/A
associate-*r*N/A
associate-/l*N/A
lower-*.f64N/A
count-2-revN/A
lower-+.f64N/A
lower-/.f6438.8
Applied rewrites38.8%
herbie shell --seed 2025156
(FPCore (k n)
:name "Migdal et al, Equation (51)"
:precision binary64
(* (/ 1.0 (sqrt k)) (pow (* (* 2.0 PI) n) (/ (- 1.0 k) 2.0))))