
(FPCore (t l Om Omc) :precision binary64 (asin (sqrt (/ (- 1.0 (pow (/ Om Omc) 2.0)) (+ 1.0 (* 2.0 (pow (/ t l) 2.0)))))))
double code(double t, double l, double Om, double Omc) {
return asin(sqrt(((1.0 - pow((Om / Omc), 2.0)) / (1.0 + (2.0 * pow((t / l), 2.0))))));
}
real(8) function code(t, l, om, omc)
real(8), intent (in) :: t
real(8), intent (in) :: l
real(8), intent (in) :: om
real(8), intent (in) :: omc
code = asin(sqrt(((1.0d0 - ((om / omc) ** 2.0d0)) / (1.0d0 + (2.0d0 * ((t / l) ** 2.0d0))))))
end function
public static double code(double t, double l, double Om, double Omc) {
return Math.asin(Math.sqrt(((1.0 - Math.pow((Om / Omc), 2.0)) / (1.0 + (2.0 * Math.pow((t / l), 2.0))))));
}
def code(t, l, Om, Omc): return math.asin(math.sqrt(((1.0 - math.pow((Om / Omc), 2.0)) / (1.0 + (2.0 * math.pow((t / l), 2.0))))))
function code(t, l, Om, Omc) return asin(sqrt(Float64(Float64(1.0 - (Float64(Om / Omc) ^ 2.0)) / Float64(1.0 + Float64(2.0 * (Float64(t / l) ^ 2.0)))))) end
function tmp = code(t, l, Om, Omc) tmp = asin(sqrt(((1.0 - ((Om / Omc) ^ 2.0)) / (1.0 + (2.0 * ((t / l) ^ 2.0)))))); end
code[t_, l_, Om_, Omc_] := N[ArcSin[N[Sqrt[N[(N[(1.0 - N[Power[N[(Om / Omc), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] / N[(1.0 + N[(2.0 * N[Power[N[(t / l), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]], $MachinePrecision]
\begin{array}{l}
\\
\sin^{-1} \left(\sqrt{\frac{1 - {\left(\frac{Om}{Omc}\right)}^{2}}{1 + 2 \cdot {\left(\frac{t}{\ell}\right)}^{2}}}\right)
\end{array}
Sampling outcomes in binary64 precision:
Herbie found 4 alternatives:
| Alternative | Accuracy | Speedup |
|---|
(FPCore (t l Om Omc) :precision binary64 (asin (sqrt (/ (- 1.0 (pow (/ Om Omc) 2.0)) (+ 1.0 (* 2.0 (pow (/ t l) 2.0)))))))
double code(double t, double l, double Om, double Omc) {
return asin(sqrt(((1.0 - pow((Om / Omc), 2.0)) / (1.0 + (2.0 * pow((t / l), 2.0))))));
}
real(8) function code(t, l, om, omc)
real(8), intent (in) :: t
real(8), intent (in) :: l
real(8), intent (in) :: om
real(8), intent (in) :: omc
code = asin(sqrt(((1.0d0 - ((om / omc) ** 2.0d0)) / (1.0d0 + (2.0d0 * ((t / l) ** 2.0d0))))))
end function
public static double code(double t, double l, double Om, double Omc) {
return Math.asin(Math.sqrt(((1.0 - Math.pow((Om / Omc), 2.0)) / (1.0 + (2.0 * Math.pow((t / l), 2.0))))));
}
def code(t, l, Om, Omc): return math.asin(math.sqrt(((1.0 - math.pow((Om / Omc), 2.0)) / (1.0 + (2.0 * math.pow((t / l), 2.0))))))
function code(t, l, Om, Omc) return asin(sqrt(Float64(Float64(1.0 - (Float64(Om / Omc) ^ 2.0)) / Float64(1.0 + Float64(2.0 * (Float64(t / l) ^ 2.0)))))) end
function tmp = code(t, l, Om, Omc) tmp = asin(sqrt(((1.0 - ((Om / Omc) ^ 2.0)) / (1.0 + (2.0 * ((t / l) ^ 2.0)))))); end
code[t_, l_, Om_, Omc_] := N[ArcSin[N[Sqrt[N[(N[(1.0 - N[Power[N[(Om / Omc), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] / N[(1.0 + N[(2.0 * N[Power[N[(t / l), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]], $MachinePrecision]
\begin{array}{l}
\\
\sin^{-1} \left(\sqrt{\frac{1 - {\left(\frac{Om}{Omc}\right)}^{2}}{1 + 2 \cdot {\left(\frac{t}{\ell}\right)}^{2}}}\right)
\end{array}
l_m = (fabs.f64 l)
t_m = (fabs.f64 t)
(FPCore (t_m l_m Om Omc)
:precision binary64
(let* ((t_1 (pow (/ t_m l_m) 2.0)))
(if (<= t_1 5e+247)
(asin (sqrt (/ (- 1.0 (pow (/ Om Omc) 2.0)) (+ 1.0 (* 2.0 t_1)))))
(asin (* l_m (/ (sqrt 0.5) t_m))))))l_m = fabs(l);
t_m = fabs(t);
double code(double t_m, double l_m, double Om, double Omc) {
double t_1 = pow((t_m / l_m), 2.0);
double tmp;
if (t_1 <= 5e+247) {
tmp = asin(sqrt(((1.0 - pow((Om / Omc), 2.0)) / (1.0 + (2.0 * t_1)))));
} else {
tmp = asin((l_m * (sqrt(0.5) / t_m)));
}
return tmp;
}
l_m = abs(l)
t_m = abs(t)
real(8) function code(t_m, l_m, om, omc)
real(8), intent (in) :: t_m
real(8), intent (in) :: l_m
real(8), intent (in) :: om
real(8), intent (in) :: omc
real(8) :: t_1
real(8) :: tmp
t_1 = (t_m / l_m) ** 2.0d0
if (t_1 <= 5d+247) then
tmp = asin(sqrt(((1.0d0 - ((om / omc) ** 2.0d0)) / (1.0d0 + (2.0d0 * t_1)))))
else
tmp = asin((l_m * (sqrt(0.5d0) / t_m)))
end if
code = tmp
end function
l_m = Math.abs(l);
t_m = Math.abs(t);
public static double code(double t_m, double l_m, double Om, double Omc) {
double t_1 = Math.pow((t_m / l_m), 2.0);
double tmp;
if (t_1 <= 5e+247) {
tmp = Math.asin(Math.sqrt(((1.0 - Math.pow((Om / Omc), 2.0)) / (1.0 + (2.0 * t_1)))));
} else {
tmp = Math.asin((l_m * (Math.sqrt(0.5) / t_m)));
}
return tmp;
}
l_m = math.fabs(l) t_m = math.fabs(t) def code(t_m, l_m, Om, Omc): t_1 = math.pow((t_m / l_m), 2.0) tmp = 0 if t_1 <= 5e+247: tmp = math.asin(math.sqrt(((1.0 - math.pow((Om / Omc), 2.0)) / (1.0 + (2.0 * t_1))))) else: tmp = math.asin((l_m * (math.sqrt(0.5) / t_m))) return tmp
l_m = abs(l) t_m = abs(t) function code(t_m, l_m, Om, Omc) t_1 = Float64(t_m / l_m) ^ 2.0 tmp = 0.0 if (t_1 <= 5e+247) tmp = asin(sqrt(Float64(Float64(1.0 - (Float64(Om / Omc) ^ 2.0)) / Float64(1.0 + Float64(2.0 * t_1))))); else tmp = asin(Float64(l_m * Float64(sqrt(0.5) / t_m))); end return tmp end
l_m = abs(l); t_m = abs(t); function tmp_2 = code(t_m, l_m, Om, Omc) t_1 = (t_m / l_m) ^ 2.0; tmp = 0.0; if (t_1 <= 5e+247) tmp = asin(sqrt(((1.0 - ((Om / Omc) ^ 2.0)) / (1.0 + (2.0 * t_1))))); else tmp = asin((l_m * (sqrt(0.5) / t_m))); end tmp_2 = tmp; end
l_m = N[Abs[l], $MachinePrecision]
t_m = N[Abs[t], $MachinePrecision]
code[t$95$m_, l$95$m_, Om_, Omc_] := Block[{t$95$1 = N[Power[N[(t$95$m / l$95$m), $MachinePrecision], 2.0], $MachinePrecision]}, If[LessEqual[t$95$1, 5e+247], N[ArcSin[N[Sqrt[N[(N[(1.0 - N[Power[N[(Om / Omc), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] / N[(1.0 + N[(2.0 * t$95$1), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]], $MachinePrecision], N[ArcSin[N[(l$95$m * N[(N[Sqrt[0.5], $MachinePrecision] / t$95$m), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]]]
\begin{array}{l}
l_m = \left|\ell\right|
\\
t_m = \left|t\right|
\\
\begin{array}{l}
t_1 := {\left(\frac{t\_m}{l\_m}\right)}^{2}\\
\mathbf{if}\;t\_1 \leq 5 \cdot 10^{+247}:\\
\;\;\;\;\sin^{-1} \left(\sqrt{\frac{1 - {\left(\frac{Om}{Omc}\right)}^{2}}{1 + 2 \cdot t\_1}}\right)\\
\mathbf{else}:\\
\;\;\;\;\sin^{-1} \left(l\_m \cdot \frac{\sqrt{0.5}}{t\_m}\right)\\
\end{array}
\end{array}
if (pow.f64 (/.f64 t l) #s(literal 2 binary64)) < 5.00000000000000023e247Initial program 97.9%
if 5.00000000000000023e247 < (pow.f64 (/.f64 t l) #s(literal 2 binary64)) Initial program 62.5%
Taylor expanded in Om around 0
lower-sqrt.f64N/A
lower-/.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-/l*N/A
lower-*.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f6456.8
Simplified56.8%
Taylor expanded in t around inf
associate-/l*N/A
lower-*.f64N/A
lower-/.f64N/A
lower-sqrt.f6474.6
Simplified74.6%
l_m = (fabs.f64 l)
t_m = (fabs.f64 t)
(FPCore (t_m l_m Om Omc)
:precision binary64
(if (<=
(/ (- 1.0 (pow (/ Om Omc) 2.0)) (+ 1.0 (* 2.0 (pow (/ t_m l_m) 2.0))))
0.05)
(asin (* l_m (/ (sqrt 0.5) t_m)))
(asin 1.0)))l_m = fabs(l);
t_m = fabs(t);
double code(double t_m, double l_m, double Om, double Omc) {
double tmp;
if (((1.0 - pow((Om / Omc), 2.0)) / (1.0 + (2.0 * pow((t_m / l_m), 2.0)))) <= 0.05) {
tmp = asin((l_m * (sqrt(0.5) / t_m)));
} else {
tmp = asin(1.0);
}
return tmp;
}
l_m = abs(l)
t_m = abs(t)
real(8) function code(t_m, l_m, om, omc)
real(8), intent (in) :: t_m
real(8), intent (in) :: l_m
real(8), intent (in) :: om
real(8), intent (in) :: omc
real(8) :: tmp
if (((1.0d0 - ((om / omc) ** 2.0d0)) / (1.0d0 + (2.0d0 * ((t_m / l_m) ** 2.0d0)))) <= 0.05d0) then
tmp = asin((l_m * (sqrt(0.5d0) / t_m)))
else
tmp = asin(1.0d0)
end if
code = tmp
end function
l_m = Math.abs(l);
t_m = Math.abs(t);
public static double code(double t_m, double l_m, double Om, double Omc) {
double tmp;
if (((1.0 - Math.pow((Om / Omc), 2.0)) / (1.0 + (2.0 * Math.pow((t_m / l_m), 2.0)))) <= 0.05) {
tmp = Math.asin((l_m * (Math.sqrt(0.5) / t_m)));
} else {
tmp = Math.asin(1.0);
}
return tmp;
}
l_m = math.fabs(l) t_m = math.fabs(t) def code(t_m, l_m, Om, Omc): tmp = 0 if ((1.0 - math.pow((Om / Omc), 2.0)) / (1.0 + (2.0 * math.pow((t_m / l_m), 2.0)))) <= 0.05: tmp = math.asin((l_m * (math.sqrt(0.5) / t_m))) else: tmp = math.asin(1.0) return tmp
l_m = abs(l) t_m = abs(t) function code(t_m, l_m, Om, Omc) tmp = 0.0 if (Float64(Float64(1.0 - (Float64(Om / Omc) ^ 2.0)) / Float64(1.0 + Float64(2.0 * (Float64(t_m / l_m) ^ 2.0)))) <= 0.05) tmp = asin(Float64(l_m * Float64(sqrt(0.5) / t_m))); else tmp = asin(1.0); end return tmp end
l_m = abs(l); t_m = abs(t); function tmp_2 = code(t_m, l_m, Om, Omc) tmp = 0.0; if (((1.0 - ((Om / Omc) ^ 2.0)) / (1.0 + (2.0 * ((t_m / l_m) ^ 2.0)))) <= 0.05) tmp = asin((l_m * (sqrt(0.5) / t_m))); else tmp = asin(1.0); end tmp_2 = tmp; end
l_m = N[Abs[l], $MachinePrecision] t_m = N[Abs[t], $MachinePrecision] code[t$95$m_, l$95$m_, Om_, Omc_] := If[LessEqual[N[(N[(1.0 - N[Power[N[(Om / Omc), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision] / N[(1.0 + N[(2.0 * N[Power[N[(t$95$m / l$95$m), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], 0.05], N[ArcSin[N[(l$95$m * N[(N[Sqrt[0.5], $MachinePrecision] / t$95$m), $MachinePrecision]), $MachinePrecision]], $MachinePrecision], N[ArcSin[1.0], $MachinePrecision]]
\begin{array}{l}
l_m = \left|\ell\right|
\\
t_m = \left|t\right|
\\
\begin{array}{l}
\mathbf{if}\;\frac{1 - {\left(\frac{Om}{Omc}\right)}^{2}}{1 + 2 \cdot {\left(\frac{t\_m}{l\_m}\right)}^{2}} \leq 0.05:\\
\;\;\;\;\sin^{-1} \left(l\_m \cdot \frac{\sqrt{0.5}}{t\_m}\right)\\
\mathbf{else}:\\
\;\;\;\;\sin^{-1} 1\\
\end{array}
\end{array}
if (/.f64 (-.f64 #s(literal 1 binary64) (pow.f64 (/.f64 Om Omc) #s(literal 2 binary64))) (+.f64 #s(literal 1 binary64) (*.f64 #s(literal 2 binary64) (pow.f64 (/.f64 t l) #s(literal 2 binary64))))) < 0.050000000000000003Initial program 76.6%
Taylor expanded in Om around 0
lower-sqrt.f64N/A
lower-/.f64N/A
+-commutativeN/A
lower-fma.f64N/A
unpow2N/A
associate-/l*N/A
lower-*.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f6458.4
Simplified58.4%
Taylor expanded in t around inf
associate-/l*N/A
lower-*.f64N/A
lower-/.f64N/A
lower-sqrt.f6468.1
Simplified68.1%
if 0.050000000000000003 < (/.f64 (-.f64 #s(literal 1 binary64) (pow.f64 (/.f64 Om Omc) #s(literal 2 binary64))) (+.f64 #s(literal 1 binary64) (*.f64 #s(literal 2 binary64) (pow.f64 (/.f64 t l) #s(literal 2 binary64))))) Initial program 97.2%
Taylor expanded in t around 0
lower-sqrt.f64N/A
sub-negN/A
+-commutativeN/A
unpow2N/A
associate-/l*N/A
distribute-lft-neg-inN/A
mul-1-negN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f6492.2
Simplified92.2%
Taylor expanded in Om around 0
Simplified96.0%
l_m = (fabs.f64 l) t_m = (fabs.f64 t) (FPCore (t_m l_m Om Omc) :precision binary64 (if (<= (pow (/ t_m l_m) 2.0) 2e-6) (asin 1.0) (asin (/ (* l_m (sqrt 0.5)) t_m))))
l_m = fabs(l);
t_m = fabs(t);
double code(double t_m, double l_m, double Om, double Omc) {
double tmp;
if (pow((t_m / l_m), 2.0) <= 2e-6) {
tmp = asin(1.0);
} else {
tmp = asin(((l_m * sqrt(0.5)) / t_m));
}
return tmp;
}
l_m = abs(l)
t_m = abs(t)
real(8) function code(t_m, l_m, om, omc)
real(8), intent (in) :: t_m
real(8), intent (in) :: l_m
real(8), intent (in) :: om
real(8), intent (in) :: omc
real(8) :: tmp
if (((t_m / l_m) ** 2.0d0) <= 2d-6) then
tmp = asin(1.0d0)
else
tmp = asin(((l_m * sqrt(0.5d0)) / t_m))
end if
code = tmp
end function
l_m = Math.abs(l);
t_m = Math.abs(t);
public static double code(double t_m, double l_m, double Om, double Omc) {
double tmp;
if (Math.pow((t_m / l_m), 2.0) <= 2e-6) {
tmp = Math.asin(1.0);
} else {
tmp = Math.asin(((l_m * Math.sqrt(0.5)) / t_m));
}
return tmp;
}
l_m = math.fabs(l) t_m = math.fabs(t) def code(t_m, l_m, Om, Omc): tmp = 0 if math.pow((t_m / l_m), 2.0) <= 2e-6: tmp = math.asin(1.0) else: tmp = math.asin(((l_m * math.sqrt(0.5)) / t_m)) return tmp
l_m = abs(l) t_m = abs(t) function code(t_m, l_m, Om, Omc) tmp = 0.0 if ((Float64(t_m / l_m) ^ 2.0) <= 2e-6) tmp = asin(1.0); else tmp = asin(Float64(Float64(l_m * sqrt(0.5)) / t_m)); end return tmp end
l_m = abs(l); t_m = abs(t); function tmp_2 = code(t_m, l_m, Om, Omc) tmp = 0.0; if (((t_m / l_m) ^ 2.0) <= 2e-6) tmp = asin(1.0); else tmp = asin(((l_m * sqrt(0.5)) / t_m)); end tmp_2 = tmp; end
l_m = N[Abs[l], $MachinePrecision] t_m = N[Abs[t], $MachinePrecision] code[t$95$m_, l$95$m_, Om_, Omc_] := If[LessEqual[N[Power[N[(t$95$m / l$95$m), $MachinePrecision], 2.0], $MachinePrecision], 2e-6], N[ArcSin[1.0], $MachinePrecision], N[ArcSin[N[(N[(l$95$m * N[Sqrt[0.5], $MachinePrecision]), $MachinePrecision] / t$95$m), $MachinePrecision]], $MachinePrecision]]
\begin{array}{l}
l_m = \left|\ell\right|
\\
t_m = \left|t\right|
\\
\begin{array}{l}
\mathbf{if}\;{\left(\frac{t\_m}{l\_m}\right)}^{2} \leq 2 \cdot 10^{-6}:\\
\;\;\;\;\sin^{-1} 1\\
\mathbf{else}:\\
\;\;\;\;\sin^{-1} \left(\frac{l\_m \cdot \sqrt{0.5}}{t\_m}\right)\\
\end{array}
\end{array}
if (pow.f64 (/.f64 t l) #s(literal 2 binary64)) < 1.99999999999999991e-6Initial program 97.2%
Taylor expanded in t around 0
lower-sqrt.f64N/A
sub-negN/A
+-commutativeN/A
unpow2N/A
associate-/l*N/A
distribute-lft-neg-inN/A
mul-1-negN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f6492.2
Simplified92.2%
Taylor expanded in Om around 0
Simplified96.0%
if 1.99999999999999991e-6 < (pow.f64 (/.f64 t l) #s(literal 2 binary64)) Initial program 76.6%
Taylor expanded in t around inf
*-commutativeN/A
lower-*.f64N/A
lower-sqrt.f64N/A
sub-negN/A
+-commutativeN/A
unpow2N/A
associate-/l*N/A
distribute-lft-neg-inN/A
mul-1-negN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f64N/A
lower-/.f64N/A
lower-*.f64N/A
lower-sqrt.f6466.0
Simplified66.0%
Taylor expanded in Om around 0
Simplified68.1%
Taylor expanded in l around 0
lower-asin.f64N/A
lower-/.f64N/A
lower-*.f64N/A
lower-sqrt.f6468.1
Simplified68.1%
l_m = (fabs.f64 l) t_m = (fabs.f64 t) (FPCore (t_m l_m Om Omc) :precision binary64 (asin 1.0))
l_m = fabs(l);
t_m = fabs(t);
double code(double t_m, double l_m, double Om, double Omc) {
return asin(1.0);
}
l_m = abs(l)
t_m = abs(t)
real(8) function code(t_m, l_m, om, omc)
real(8), intent (in) :: t_m
real(8), intent (in) :: l_m
real(8), intent (in) :: om
real(8), intent (in) :: omc
code = asin(1.0d0)
end function
l_m = Math.abs(l);
t_m = Math.abs(t);
public static double code(double t_m, double l_m, double Om, double Omc) {
return Math.asin(1.0);
}
l_m = math.fabs(l) t_m = math.fabs(t) def code(t_m, l_m, Om, Omc): return math.asin(1.0)
l_m = abs(l) t_m = abs(t) function code(t_m, l_m, Om, Omc) return asin(1.0) end
l_m = abs(l); t_m = abs(t); function tmp = code(t_m, l_m, Om, Omc) tmp = asin(1.0); end
l_m = N[Abs[l], $MachinePrecision] t_m = N[Abs[t], $MachinePrecision] code[t$95$m_, l$95$m_, Om_, Omc_] := N[ArcSin[1.0], $MachinePrecision]
\begin{array}{l}
l_m = \left|\ell\right|
\\
t_m = \left|t\right|
\\
\sin^{-1} 1
\end{array}
Initial program 86.5%
Taylor expanded in t around 0
lower-sqrt.f64N/A
sub-negN/A
+-commutativeN/A
unpow2N/A
associate-/l*N/A
distribute-lft-neg-inN/A
mul-1-negN/A
lower-fma.f64N/A
mul-1-negN/A
lower-neg.f64N/A
lower-/.f64N/A
unpow2N/A
lower-*.f6447.2
Simplified47.2%
Taylor expanded in Om around 0
Simplified49.1%
herbie shell --seed 2024215
(FPCore (t l Om Omc)
:name "Toniolo and Linder, Equation (2)"
:precision binary64
(asin (sqrt (/ (- 1.0 (pow (/ Om Omc) 2.0)) (+ 1.0 (* 2.0 (pow (/ t l) 2.0)))))))