
(FPCore (n U t l Om U*) :precision binary64 (sqrt (* (* (* 2.0 n) U) (- (- t (* 2.0 (/ (* l l) Om))) (* (* n (pow (/ l Om) 2.0)) (- U U*))))))
double code(double n, double U, double t, double l, double Om, double U_42_) {
return sqrt((((2.0 * n) * U) * ((t - (2.0 * ((l * l) / Om))) - ((n * pow((l / Om), 2.0)) * (U - U_42_)))));
}
real(8) function code(n, u, t, l, om, u_42)
real(8), intent (in) :: n
real(8), intent (in) :: u
real(8), intent (in) :: t
real(8), intent (in) :: l
real(8), intent (in) :: om
real(8), intent (in) :: u_42
code = sqrt((((2.0d0 * n) * u) * ((t - (2.0d0 * ((l * l) / om))) - ((n * ((l / om) ** 2.0d0)) * (u - u_42)))))
end function
public static double code(double n, double U, double t, double l, double Om, double U_42_) {
return Math.sqrt((((2.0 * n) * U) * ((t - (2.0 * ((l * l) / Om))) - ((n * Math.pow((l / Om), 2.0)) * (U - U_42_)))));
}
def code(n, U, t, l, Om, U_42_): return math.sqrt((((2.0 * n) * U) * ((t - (2.0 * ((l * l) / Om))) - ((n * math.pow((l / Om), 2.0)) * (U - U_42_)))))
function code(n, U, t, l, Om, U_42_) return sqrt(Float64(Float64(Float64(2.0 * n) * U) * Float64(Float64(t - Float64(2.0 * Float64(Float64(l * l) / Om))) - Float64(Float64(n * (Float64(l / Om) ^ 2.0)) * Float64(U - U_42_))))) end
function tmp = code(n, U, t, l, Om, U_42_) tmp = sqrt((((2.0 * n) * U) * ((t - (2.0 * ((l * l) / Om))) - ((n * ((l / Om) ^ 2.0)) * (U - U_42_))))); end
code[n_, U_, t_, l_, Om_, U$42$_] := N[Sqrt[N[(N[(N[(2.0 * n), $MachinePrecision] * U), $MachinePrecision] * N[(N[(t - N[(2.0 * N[(N[(l * l), $MachinePrecision] / Om), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(N[(n * N[Power[N[(l / Om), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] * N[(U - U$42$), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]
\begin{array}{l}
\\
\sqrt{\left(\left(2 \cdot n\right) \cdot U\right) \cdot \left(\left(t - 2 \cdot \frac{\ell \cdot \ell}{Om}\right) - \left(n \cdot {\left(\frac{\ell}{Om}\right)}^{2}\right) \cdot \left(U - U*\right)\right)}
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 22 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (n U t l Om U*) :precision binary64 (sqrt (* (* (* 2.0 n) U) (- (- t (* 2.0 (/ (* l l) Om))) (* (* n (pow (/ l Om) 2.0)) (- U U*))))))
double code(double n, double U, double t, double l, double Om, double U_42_) {
return sqrt((((2.0 * n) * U) * ((t - (2.0 * ((l * l) / Om))) - ((n * pow((l / Om), 2.0)) * (U - U_42_)))));
}
real(8) function code(n, u, t, l, om, u_42)
real(8), intent (in) :: n
real(8), intent (in) :: u
real(8), intent (in) :: t
real(8), intent (in) :: l
real(8), intent (in) :: om
real(8), intent (in) :: u_42
code = sqrt((((2.0d0 * n) * u) * ((t - (2.0d0 * ((l * l) / om))) - ((n * ((l / om) ** 2.0d0)) * (u - u_42)))))
end function
public static double code(double n, double U, double t, double l, double Om, double U_42_) {
return Math.sqrt((((2.0 * n) * U) * ((t - (2.0 * ((l * l) / Om))) - ((n * Math.pow((l / Om), 2.0)) * (U - U_42_)))));
}
def code(n, U, t, l, Om, U_42_): return math.sqrt((((2.0 * n) * U) * ((t - (2.0 * ((l * l) / Om))) - ((n * math.pow((l / Om), 2.0)) * (U - U_42_)))))
function code(n, U, t, l, Om, U_42_) return sqrt(Float64(Float64(Float64(2.0 * n) * U) * Float64(Float64(t - Float64(2.0 * Float64(Float64(l * l) / Om))) - Float64(Float64(n * (Float64(l / Om) ^ 2.0)) * Float64(U - U_42_))))) end
function tmp = code(n, U, t, l, Om, U_42_) tmp = sqrt((((2.0 * n) * U) * ((t - (2.0 * ((l * l) / Om))) - ((n * ((l / Om) ^ 2.0)) * (U - U_42_))))); end
code[n_, U_, t_, l_, Om_, U$42$_] := N[Sqrt[N[(N[(N[(2.0 * n), $MachinePrecision] * U), $MachinePrecision] * N[(N[(t - N[(2.0 * N[(N[(l * l), $MachinePrecision] / Om), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(N[(n * N[Power[N[(l / Om), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] * N[(U - U$42$), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]
\begin{array}{l}
\\
\sqrt{\left(\left(2 \cdot n\right) \cdot U\right) \cdot \left(\left(t - 2 \cdot \frac{\ell \cdot \ell}{Om}\right) - \left(n \cdot {\left(\frac{\ell}{Om}\right)}^{2}\right) \cdot \left(U - U*\right)\right)}
\end{array}
(FPCore (n U t l Om U*)
:precision binary64
(let* ((t_1 (* n (/ l Om)))
(t_2 (* U (* n 2.0)))
(t_3 (fma (/ l Om) (fma (- U* U) t_1 (* l -2.0)) t)))
(if (<= n -8e+45)
(sqrt (* t_3 t_2))
(if (<= n 1.3e-301)
(sqrt
(fma
(/ l Om)
(* t_2 (* (- U* U) t_1))
(* U (* (* n 2.0) (fma l (* (/ l Om) -2.0) t)))))
(* (pow (pow (* U t_3) 0.25) 2.0) (sqrt (* n 2.0)))))))
double code(double n, double U, double t, double l, double Om, double U_42_) {
double t_1 = n * (l / Om);
double t_2 = U * (n * 2.0);
double t_3 = fma((l / Om), fma((U_42_ - U), t_1, (l * -2.0)), t);
double tmp;
if (n <= -8e+45) {
tmp = sqrt((t_3 * t_2));
} else if (n <= 1.3e-301) {
tmp = sqrt(fma((l / Om), (t_2 * ((U_42_ - U) * t_1)), (U * ((n * 2.0) * fma(l, ((l / Om) * -2.0), t)))));
} else {
tmp = pow(pow((U * t_3), 0.25), 2.0) * sqrt((n * 2.0));
}
return tmp;
}
function code(n, U, t, l, Om, U_42_) t_1 = Float64(n * Float64(l / Om)) t_2 = Float64(U * Float64(n * 2.0)) t_3 = fma(Float64(l / Om), fma(Float64(U_42_ - U), t_1, Float64(l * -2.0)), t) tmp = 0.0 if (n <= -8e+45) tmp = sqrt(Float64(t_3 * t_2)); elseif (n <= 1.3e-301) tmp = sqrt(fma(Float64(l / Om), Float64(t_2 * Float64(Float64(U_42_ - U) * t_1)), Float64(U * Float64(Float64(n * 2.0) * fma(l, Float64(Float64(l / Om) * -2.0), t))))); else tmp = Float64(((Float64(U * t_3) ^ 0.25) ^ 2.0) * sqrt(Float64(n * 2.0))); end return tmp end
code[n_, U_, t_, l_, Om_, U$42$_] := Block[{t$95$1 = N[(n * N[(l / Om), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[(U * N[(n * 2.0), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$3 = N[(N[(l / Om), $MachinePrecision] * N[(N[(U$42$ - U), $MachinePrecision] * t$95$1 + N[(l * -2.0), $MachinePrecision]), $MachinePrecision] + t), $MachinePrecision]}, If[LessEqual[n, -8e+45], N[Sqrt[N[(t$95$3 * t$95$2), $MachinePrecision]], $MachinePrecision], If[LessEqual[n, 1.3e-301], N[Sqrt[N[(N[(l / Om), $MachinePrecision] * N[(t$95$2 * N[(N[(U$42$ - U), $MachinePrecision] * t$95$1), $MachinePrecision]), $MachinePrecision] + N[(U * N[(N[(n * 2.0), $MachinePrecision] * N[(l * N[(N[(l / Om), $MachinePrecision] * -2.0), $MachinePrecision] + t), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision], N[(N[Power[N[Power[N[(U * t$95$3), $MachinePrecision], 0.25], $MachinePrecision], 2.0], $MachinePrecision] * N[Sqrt[N[(n * 2.0), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := n \cdot \frac{\ell}{Om}\\
t_2 := U \cdot \left(n \cdot 2\right)\\
t_3 := \mathsf{fma}\left(\frac{\ell}{Om}, \mathsf{fma}\left(U* - U, t\_1, \ell \cdot -2\right), t\right)\\
\mathbf{if}\;n \leq -8 \cdot 10^{+45}:\\
\;\;\;\;\sqrt{t\_3 \cdot t\_2}\\
\mathbf{elif}\;n \leq 1.3 \cdot 10^{-301}:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(\frac{\ell}{Om}, t\_2 \cdot \left(\left(U* - U\right) \cdot t\_1\right), U \cdot \left(\left(n \cdot 2\right) \cdot \mathsf{fma}\left(\ell, \frac{\ell}{Om} \cdot -2, t\right)\right)\right)}\\
\mathbf{else}:\\
\;\;\;\;{\left({\left(U \cdot t\_3\right)}^{0.25}\right)}^{2} \cdot \sqrt{n \cdot 2}\\
\end{array}
\end{array}
if n < -7.9999999999999994e45Initial program 58.6%
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
*-commutativeN/A
distribute-lft-neg-inN/A
lift-*.f64N/A
lift-pow.f64N/A
unpow2N/A
associate-*r*N/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-neg.f64N/A
lower-*.f6464.6
lift--.f64N/A
sub-negN/A
Applied rewrites64.8%
Applied rewrites70.9%
if -7.9999999999999994e45 < n < 1.2999999999999999e-301Initial program 50.4%
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
*-commutativeN/A
distribute-lft-neg-inN/A
lift-*.f64N/A
lift-pow.f64N/A
unpow2N/A
associate-*r*N/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-neg.f64N/A
lower-*.f6453.9
lift--.f64N/A
sub-negN/A
Applied rewrites59.7%
lift-*.f64N/A
lift-fma.f64N/A
distribute-rgt-inN/A
*-commutativeN/A
associate-*l*N/A
lower-fma.f64N/A
Applied rewrites67.9%
if 1.2999999999999999e-301 < n Initial program 46.3%
Applied rewrites56.4%
lift-sqrt.f64N/A
pow1/2N/A
sqr-powN/A
pow2N/A
lower-pow.f64N/A
Applied rewrites72.0%
Final simplification70.4%
(FPCore (n U t l Om U*)
:precision binary64
(let* ((t_1 (* U (* n 2.0)))
(t_2
(sqrt
(*
t_1
(+
(- t (* 2.0 (/ (* l l) Om)))
(* (- U* U) (* n (pow (/ l Om) 2.0))))))))
(if (<= t_2 1e-124)
(* (sqrt (* n (* U (fma l (* (/ l Om) -2.0) t)))) (sqrt 2.0))
(if (<= t_2 INFINITY)
(sqrt (* (fma (/ l Om) (fma (- U* U) (* n (/ l Om)) (* l -2.0)) t) t_1))
(sqrt
(/
(* 2.0 (* U (* (* n l) (fma l (/ (* n (- U* U)) Om) (* l -2.0)))))
Om))))))
double code(double n, double U, double t, double l, double Om, double U_42_) {
double t_1 = U * (n * 2.0);
double t_2 = sqrt((t_1 * ((t - (2.0 * ((l * l) / Om))) + ((U_42_ - U) * (n * pow((l / Om), 2.0))))));
double tmp;
if (t_2 <= 1e-124) {
tmp = sqrt((n * (U * fma(l, ((l / Om) * -2.0), t)))) * sqrt(2.0);
} else if (t_2 <= ((double) INFINITY)) {
tmp = sqrt((fma((l / Om), fma((U_42_ - U), (n * (l / Om)), (l * -2.0)), t) * t_1));
} else {
tmp = sqrt(((2.0 * (U * ((n * l) * fma(l, ((n * (U_42_ - U)) / Om), (l * -2.0))))) / Om));
}
return tmp;
}
function code(n, U, t, l, Om, U_42_) t_1 = Float64(U * Float64(n * 2.0)) t_2 = sqrt(Float64(t_1 * Float64(Float64(t - Float64(2.0 * Float64(Float64(l * l) / Om))) + Float64(Float64(U_42_ - U) * Float64(n * (Float64(l / Om) ^ 2.0)))))) tmp = 0.0 if (t_2 <= 1e-124) tmp = Float64(sqrt(Float64(n * Float64(U * fma(l, Float64(Float64(l / Om) * -2.0), t)))) * sqrt(2.0)); elseif (t_2 <= Inf) tmp = sqrt(Float64(fma(Float64(l / Om), fma(Float64(U_42_ - U), Float64(n * Float64(l / Om)), Float64(l * -2.0)), t) * t_1)); else tmp = sqrt(Float64(Float64(2.0 * Float64(U * Float64(Float64(n * l) * fma(l, Float64(Float64(n * Float64(U_42_ - U)) / Om), Float64(l * -2.0))))) / Om)); end return tmp end
code[n_, U_, t_, l_, Om_, U$42$_] := Block[{t$95$1 = N[(U * N[(n * 2.0), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[Sqrt[N[(t$95$1 * N[(N[(t - N[(2.0 * N[(N[(l * l), $MachinePrecision] / Om), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(U$42$ - U), $MachinePrecision] * N[(n * N[Power[N[(l / Om), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]}, If[LessEqual[t$95$2, 1e-124], N[(N[Sqrt[N[(n * N[(U * N[(l * N[(N[(l / Om), $MachinePrecision] * -2.0), $MachinePrecision] + t), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$2, Infinity], N[Sqrt[N[(N[(N[(l / Om), $MachinePrecision] * N[(N[(U$42$ - U), $MachinePrecision] * N[(n * N[(l / Om), $MachinePrecision]), $MachinePrecision] + N[(l * -2.0), $MachinePrecision]), $MachinePrecision] + t), $MachinePrecision] * t$95$1), $MachinePrecision]], $MachinePrecision], N[Sqrt[N[(N[(2.0 * N[(U * N[(N[(n * l), $MachinePrecision] * N[(l * N[(N[(n * N[(U$42$ - U), $MachinePrecision]), $MachinePrecision] / Om), $MachinePrecision] + N[(l * -2.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] / Om), $MachinePrecision]], $MachinePrecision]]]]]
\begin{array}{l}
\\
\begin{array}{l}
t_1 := U \cdot \left(n \cdot 2\right)\\
t_2 := \sqrt{t\_1 \cdot \left(\left(t - 2 \cdot \frac{\ell \cdot \ell}{Om}\right) + \left(U* - U\right) \cdot \left(n \cdot {\left(\frac{\ell}{Om}\right)}^{2}\right)\right)}\\
\mathbf{if}\;t\_2 \leq 10^{-124}:\\
\;\;\;\;\sqrt{n \cdot \left(U \cdot \mathsf{fma}\left(\ell, \frac{\ell}{Om} \cdot -2, t\right)\right)} \cdot \sqrt{2}\\
\mathbf{elif}\;t\_2 \leq \infty:\\
\;\;\;\;\sqrt{\mathsf{fma}\left(\frac{\ell}{Om}, \mathsf{fma}\left(U* - U, n \cdot \frac{\ell}{Om}, \ell \cdot -2\right), t\right) \cdot t\_1}\\
\mathbf{else}:\\
\;\;\;\;\sqrt{\frac{2 \cdot \left(U \cdot \left(\left(n \cdot \ell\right) \cdot \mathsf{fma}\left(\ell, \frac{n \cdot \left(U* - U\right)}{Om}, \ell \cdot -2\right)\right)\right)}{Om}}\\
\end{array}
\end{array}
if (sqrt.f64 (*.f64 (*.f64 (*.f64 #s(literal 2 binary64) n) U) (-.f64 (-.f64 t (*.f64 #s(literal 2 binary64) (/.f64 (*.f64 l l) Om))) (*.f64 (*.f64 n (pow.f64 (/.f64 l Om) #s(literal 2 binary64))) (-.f64 U U*))))) < 9.99999999999999933e-125Initial program 27.0%
Applied rewrites35.4%
Taylor expanded in n around 0
lower-*.f64N/A
lower-sqrt.f64N/A
lower-*.f64N/A
lower-*.f64N/A
+-commutativeN/A
lower-fma.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
lower-sqrt.f6443.8
Applied rewrites43.8%
Applied rewrites44.3%
if 9.99999999999999933e-125 < (sqrt.f64 (*.f64 (*.f64 (*.f64 #s(literal 2 binary64) n) U) (-.f64 (-.f64 t (*.f64 #s(literal 2 binary64) (/.f64 (*.f64 l l) Om))) (*.f64 (*.f64 n (pow.f64 (/.f64 l Om) #s(literal 2 binary64))) (-.f64 U U*))))) < +inf.0Initial program 68.2%
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
*-commutativeN/A
distribute-lft-neg-inN/A
lift-*.f64N/A
lift-pow.f64N/A
unpow2N/A
associate-*r*N/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-neg.f64N/A
lower-*.f6468.8
lift--.f64N/A
sub-negN/A
Applied rewrites73.3%
Applied rewrites73.3%
if +inf.0 < (sqrt.f64 (*.f64 (*.f64 (*.f64 #s(literal 2 binary64) n) U) (-.f64 (-.f64 t (*.f64 #s(literal 2 binary64) (/.f64 (*.f64 l l) Om))) (*.f64 (*.f64 n (pow.f64 (/.f64 l Om) #s(literal 2 binary64))) (-.f64 U U*))))) Initial program 0.0%
lift--.f64N/A
sub-negN/A
+-commutativeN/A
lift-*.f64N/A
*-commutativeN/A
distribute-lft-neg-inN/A
lift-*.f64N/A
lift-pow.f64N/A
unpow2N/A
associate-*r*N/A
associate-*r*N/A
lower-fma.f64N/A
lower-*.f64N/A
lower-neg.f64N/A
lower-*.f646.1
lift--.f64N/A
sub-negN/A
Applied rewrites10.9%
Applied rewrites37.6%
Taylor expanded in t around 0
associate-*r/N/A
lower-/.f64N/A
Applied rewrites54.2%
Final simplification65.6%
herbie shell --seed 2024225
(FPCore (n U t l Om U*)
:name "Toniolo and Linder, Equation (13)"
:precision binary64
(sqrt (* (* (* 2.0 n) U) (- (- t (* 2.0 (/ (* l l) Om))) (* (* n (pow (/ l Om) 2.0)) (- U U*))))))