| Alternative 1 | |
|---|---|
| Accuracy | 98.9% |
| Cost | 26888 |

(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)))))))
(FPCore (t l Om Omc)
:precision binary64
(let* ((t_1 (- 1.0 (pow (/ Om Omc) 2.0))) (t_2 (sqrt t_1)))
(if (<= (/ t l) -5e+93)
(asin (* t_2 (/ (/ (- l) t) (sqrt 2.0))))
(if (<= (/ t l) 1e+145)
(asin (sqrt (/ t_1 (+ 1.0 (* 2.0 (* (/ t l) (/ t l)))))))
(asin (* t_2 (* l (/ (sqrt 0.5) t))))))))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))))));
}
double code(double t, double l, double Om, double Omc) {
double t_1 = 1.0 - pow((Om / Omc), 2.0);
double t_2 = sqrt(t_1);
double tmp;
if ((t / l) <= -5e+93) {
tmp = asin((t_2 * ((-l / t) / sqrt(2.0))));
} else if ((t / l) <= 1e+145) {
tmp = asin(sqrt((t_1 / (1.0 + (2.0 * ((t / l) * (t / l)))))));
} else {
tmp = asin((t_2 * (l * (sqrt(0.5) / t))));
}
return tmp;
}
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
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
real(8) :: t_1
real(8) :: t_2
real(8) :: tmp
t_1 = 1.0d0 - ((om / omc) ** 2.0d0)
t_2 = sqrt(t_1)
if ((t / l) <= (-5d+93)) then
tmp = asin((t_2 * ((-l / t) / sqrt(2.0d0))))
else if ((t / l) <= 1d+145) then
tmp = asin(sqrt((t_1 / (1.0d0 + (2.0d0 * ((t / l) * (t / l)))))))
else
tmp = asin((t_2 * (l * (sqrt(0.5d0) / t))))
end if
code = tmp
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))))));
}
public static double code(double t, double l, double Om, double Omc) {
double t_1 = 1.0 - Math.pow((Om / Omc), 2.0);
double t_2 = Math.sqrt(t_1);
double tmp;
if ((t / l) <= -5e+93) {
tmp = Math.asin((t_2 * ((-l / t) / Math.sqrt(2.0))));
} else if ((t / l) <= 1e+145) {
tmp = Math.asin(Math.sqrt((t_1 / (1.0 + (2.0 * ((t / l) * (t / l)))))));
} else {
tmp = Math.asin((t_2 * (l * (Math.sqrt(0.5) / t))));
}
return tmp;
}
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))))))
def code(t, l, Om, Omc): t_1 = 1.0 - math.pow((Om / Omc), 2.0) t_2 = math.sqrt(t_1) tmp = 0 if (t / l) <= -5e+93: tmp = math.asin((t_2 * ((-l / t) / math.sqrt(2.0)))) elif (t / l) <= 1e+145: tmp = math.asin(math.sqrt((t_1 / (1.0 + (2.0 * ((t / l) * (t / l))))))) else: tmp = math.asin((t_2 * (l * (math.sqrt(0.5) / t)))) return tmp
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 code(t, l, Om, Omc) t_1 = Float64(1.0 - (Float64(Om / Omc) ^ 2.0)) t_2 = sqrt(t_1) tmp = 0.0 if (Float64(t / l) <= -5e+93) tmp = asin(Float64(t_2 * Float64(Float64(Float64(-l) / t) / sqrt(2.0)))); elseif (Float64(t / l) <= 1e+145) tmp = asin(sqrt(Float64(t_1 / Float64(1.0 + Float64(2.0 * Float64(Float64(t / l) * Float64(t / l))))))); else tmp = asin(Float64(t_2 * Float64(l * Float64(sqrt(0.5) / t)))); end return tmp 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
function tmp_2 = code(t, l, Om, Omc) t_1 = 1.0 - ((Om / Omc) ^ 2.0); t_2 = sqrt(t_1); tmp = 0.0; if ((t / l) <= -5e+93) tmp = asin((t_2 * ((-l / t) / sqrt(2.0)))); elseif ((t / l) <= 1e+145) tmp = asin(sqrt((t_1 / (1.0 + (2.0 * ((t / l) * (t / l))))))); else tmp = asin((t_2 * (l * (sqrt(0.5) / t)))); end tmp_2 = tmp; 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]
code[t_, l_, Om_, Omc_] := Block[{t$95$1 = N[(1.0 - N[Power[N[(Om / Omc), $MachinePrecision], 2.0], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$2 = N[Sqrt[t$95$1], $MachinePrecision]}, If[LessEqual[N[(t / l), $MachinePrecision], -5e+93], N[ArcSin[N[(t$95$2 * N[(N[((-l) / t), $MachinePrecision] / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision], If[LessEqual[N[(t / l), $MachinePrecision], 1e+145], N[ArcSin[N[Sqrt[N[(t$95$1 / N[(1.0 + N[(2.0 * N[(N[(t / l), $MachinePrecision] * N[(t / l), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]], $MachinePrecision], N[ArcSin[N[(t$95$2 * N[(l * N[(N[Sqrt[0.5], $MachinePrecision] / t), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]]]]]
\sin^{-1} \left(\sqrt{\frac{1 - {\left(\frac{Om}{Omc}\right)}^{2}}{1 + 2 \cdot {\left(\frac{t}{\ell}\right)}^{2}}}\right)
\begin{array}{l}
\\
\begin{array}{l}
t_1 := 1 - {\left(\frac{Om}{Omc}\right)}^{2}\\
t_2 := \sqrt{t_1}\\
\mathbf{if}\;\frac{t}{\ell} \leq -5 \cdot 10^{+93}:\\
\;\;\;\;\sin^{-1} \left(t_2 \cdot \frac{\frac{-\ell}{t}}{\sqrt{2}}\right)\\
\mathbf{elif}\;\frac{t}{\ell} \leq 10^{+145}:\\
\;\;\;\;\sin^{-1} \left(\sqrt{\frac{t_1}{1 + 2 \cdot \left(\frac{t}{\ell} \cdot \frac{t}{\ell}\right)}}\right)\\
\mathbf{else}:\\
\;\;\;\;\sin^{-1} \left(t_2 \cdot \left(\ell \cdot \frac{\sqrt{0.5}}{t}\right)\right)\\
\end{array}
\end{array}
Herbie found 11 alternatives:
| Alternative | Accuracy | Speedup |
|---|
Results
if (/.f64 t l) < -5.0000000000000001e93Initial program 55.1%
Applied egg-rr99.4%
[Start]55.1% | \[ \sin^{-1} \left(\sqrt{\frac{1 - {\left(\frac{Om}{Omc}\right)}^{2}}{1 + 2 \cdot {\left(\frac{t}{\ell}\right)}^{2}}}\right)
\] |
|---|---|
sqrt-div [=>]55.1% | \[ \sin^{-1} \color{blue}{\left(\frac{\sqrt{1 - {\left(\frac{Om}{Omc}\right)}^{2}}}{\sqrt{1 + 2 \cdot {\left(\frac{t}{\ell}\right)}^{2}}}\right)}
\] |
div-inv [=>]55.1% | \[ \sin^{-1} \color{blue}{\left(\sqrt{1 - {\left(\frac{Om}{Omc}\right)}^{2}} \cdot \frac{1}{\sqrt{1 + 2 \cdot {\left(\frac{t}{\ell}\right)}^{2}}}\right)}
\] |
add-sqr-sqrt [=>]55.1% | \[ \sin^{-1} \left(\sqrt{1 - {\left(\frac{Om}{Omc}\right)}^{2}} \cdot \frac{1}{\sqrt{1 + \color{blue}{\sqrt{2 \cdot {\left(\frac{t}{\ell}\right)}^{2}} \cdot \sqrt{2 \cdot {\left(\frac{t}{\ell}\right)}^{2}}}}}\right)
\] |
hypot-1-def [=>]55.1% | \[ \sin^{-1} \left(\sqrt{1 - {\left(\frac{Om}{Omc}\right)}^{2}} \cdot \frac{1}{\color{blue}{\mathsf{hypot}\left(1, \sqrt{2 \cdot {\left(\frac{t}{\ell}\right)}^{2}}\right)}}\right)
\] |
*-commutative [=>]55.1% | \[ \sin^{-1} \left(\sqrt{1 - {\left(\frac{Om}{Omc}\right)}^{2}} \cdot \frac{1}{\mathsf{hypot}\left(1, \sqrt{\color{blue}{{\left(\frac{t}{\ell}\right)}^{2} \cdot 2}}\right)}\right)
\] |
sqrt-prod [=>]55.1% | \[ \sin^{-1} \left(\sqrt{1 - {\left(\frac{Om}{Omc}\right)}^{2}} \cdot \frac{1}{\mathsf{hypot}\left(1, \color{blue}{\sqrt{{\left(\frac{t}{\ell}\right)}^{2}} \cdot \sqrt{2}}\right)}\right)
\] |
unpow2 [=>]55.1% | \[ \sin^{-1} \left(\sqrt{1 - {\left(\frac{Om}{Omc}\right)}^{2}} \cdot \frac{1}{\mathsf{hypot}\left(1, \sqrt{\color{blue}{\frac{t}{\ell} \cdot \frac{t}{\ell}}} \cdot \sqrt{2}\right)}\right)
\] |
sqrt-prod [=>]0.0% | \[ \sin^{-1} \left(\sqrt{1 - {\left(\frac{Om}{Omc}\right)}^{2}} \cdot \frac{1}{\mathsf{hypot}\left(1, \color{blue}{\left(\sqrt{\frac{t}{\ell}} \cdot \sqrt{\frac{t}{\ell}}\right)} \cdot \sqrt{2}\right)}\right)
\] |
add-sqr-sqrt [<=]99.4% | \[ \sin^{-1} \left(\sqrt{1 - {\left(\frac{Om}{Omc}\right)}^{2}} \cdot \frac{1}{\mathsf{hypot}\left(1, \color{blue}{\frac{t}{\ell}} \cdot \sqrt{2}\right)}\right)
\] |
Simplified99.4%
[Start]99.4% | \[ \sin^{-1} \left(\sqrt{1 - {\left(\frac{Om}{Omc}\right)}^{2}} \cdot \frac{1}{\mathsf{hypot}\left(1, \frac{t}{\ell} \cdot \sqrt{2}\right)}\right)
\] |
|---|---|
unpow2 [=>]99.4% | \[ \sin^{-1} \left(\sqrt{1 - \color{blue}{\frac{Om}{Omc} \cdot \frac{Om}{Omc}}} \cdot \frac{1}{\mathsf{hypot}\left(1, \frac{t}{\ell} \cdot \sqrt{2}\right)}\right)
\] |
times-frac [<=]92.2% | \[ \sin^{-1} \left(\sqrt{1 - \color{blue}{\frac{Om \cdot Om}{Omc \cdot Omc}}} \cdot \frac{1}{\mathsf{hypot}\left(1, \frac{t}{\ell} \cdot \sqrt{2}\right)}\right)
\] |
unpow2 [<=]92.2% | \[ \sin^{-1} \left(\sqrt{1 - \frac{\color{blue}{{Om}^{2}}}{Omc \cdot Omc}} \cdot \frac{1}{\mathsf{hypot}\left(1, \frac{t}{\ell} \cdot \sqrt{2}\right)}\right)
\] |
unpow2 [<=]92.2% | \[ \sin^{-1} \left(\sqrt{1 - \frac{{Om}^{2}}{\color{blue}{{Omc}^{2}}}} \cdot \frac{1}{\mathsf{hypot}\left(1, \frac{t}{\ell} \cdot \sqrt{2}\right)}\right)
\] |
associate-*r/ [=>]92.2% | \[ \sin^{-1} \color{blue}{\left(\frac{\sqrt{1 - \frac{{Om}^{2}}{{Omc}^{2}}} \cdot 1}{\mathsf{hypot}\left(1, \frac{t}{\ell} \cdot \sqrt{2}\right)}\right)}
\] |
*-rgt-identity [=>]92.2% | \[ \sin^{-1} \left(\frac{\color{blue}{\sqrt{1 - \frac{{Om}^{2}}{{Omc}^{2}}}}}{\mathsf{hypot}\left(1, \frac{t}{\ell} \cdot \sqrt{2}\right)}\right)
\] |
unpow2 [=>]92.2% | \[ \sin^{-1} \left(\frac{\sqrt{1 - \frac{\color{blue}{Om \cdot Om}}{{Omc}^{2}}}}{\mathsf{hypot}\left(1, \frac{t}{\ell} \cdot \sqrt{2}\right)}\right)
\] |
unpow2 [=>]92.2% | \[ \sin^{-1} \left(\frac{\sqrt{1 - \frac{Om \cdot Om}{\color{blue}{Omc \cdot Omc}}}}{\mathsf{hypot}\left(1, \frac{t}{\ell} \cdot \sqrt{2}\right)}\right)
\] |
times-frac [=>]99.4% | \[ \sin^{-1} \left(\frac{\sqrt{1 - \color{blue}{\frac{Om}{Omc} \cdot \frac{Om}{Omc}}}}{\mathsf{hypot}\left(1, \frac{t}{\ell} \cdot \sqrt{2}\right)}\right)
\] |
unpow2 [<=]99.4% | \[ \sin^{-1} \left(\frac{\sqrt{1 - \color{blue}{{\left(\frac{Om}{Omc}\right)}^{2}}}}{\mathsf{hypot}\left(1, \frac{t}{\ell} \cdot \sqrt{2}\right)}\right)
\] |
Taylor expanded in t around -inf 92.4%
Simplified99.7%
[Start]92.4% | \[ \sin^{-1} \left(-1 \cdot \left(\frac{\ell}{\sqrt{2} \cdot t} \cdot \sqrt{1 - \frac{{Om}^{2}}{{Omc}^{2}}}\right)\right)
\] |
|---|---|
mul-1-neg [=>]92.4% | \[ \sin^{-1} \color{blue}{\left(-\frac{\ell}{\sqrt{2} \cdot t} \cdot \sqrt{1 - \frac{{Om}^{2}}{{Omc}^{2}}}\right)}
\] |
*-commutative [=>]92.4% | \[ \sin^{-1} \left(-\color{blue}{\sqrt{1 - \frac{{Om}^{2}}{{Omc}^{2}}} \cdot \frac{\ell}{\sqrt{2} \cdot t}}\right)
\] |
distribute-rgt-neg-in [=>]92.4% | \[ \sin^{-1} \color{blue}{\left(\sqrt{1 - \frac{{Om}^{2}}{{Omc}^{2}}} \cdot \left(-\frac{\ell}{\sqrt{2} \cdot t}\right)\right)}
\] |
unpow2 [=>]92.4% | \[ \sin^{-1} \left(\sqrt{1 - \frac{\color{blue}{Om \cdot Om}}{{Omc}^{2}}} \cdot \left(-\frac{\ell}{\sqrt{2} \cdot t}\right)\right)
\] |
unpow2 [=>]92.4% | \[ \sin^{-1} \left(\sqrt{1 - \frac{Om \cdot Om}{\color{blue}{Omc \cdot Omc}}} \cdot \left(-\frac{\ell}{\sqrt{2} \cdot t}\right)\right)
\] |
times-frac [=>]99.6% | \[ \sin^{-1} \left(\sqrt{1 - \color{blue}{\frac{Om}{Omc} \cdot \frac{Om}{Omc}}} \cdot \left(-\frac{\ell}{\sqrt{2} \cdot t}\right)\right)
\] |
unpow2 [<=]99.6% | \[ \sin^{-1} \left(\sqrt{1 - \color{blue}{{\left(\frac{Om}{Omc}\right)}^{2}}} \cdot \left(-\frac{\ell}{\sqrt{2} \cdot t}\right)\right)
\] |
*-commutative [<=]99.6% | \[ \sin^{-1} \left(\sqrt{1 - {\left(\frac{Om}{Omc}\right)}^{2}} \cdot \left(-\frac{\ell}{\color{blue}{t \cdot \sqrt{2}}}\right)\right)
\] |
associate-/r* [=>]99.7% | \[ \sin^{-1} \left(\sqrt{1 - {\left(\frac{Om}{Omc}\right)}^{2}} \cdot \left(-\color{blue}{\frac{\frac{\ell}{t}}{\sqrt{2}}}\right)\right)
\] |
if -5.0000000000000001e93 < (/.f64 t l) < 9.9999999999999999e144Initial program 99.1%
Applied egg-rr99.1%
[Start]99.1% | \[ \sin^{-1} \left(\sqrt{\frac{1 - {\left(\frac{Om}{Omc}\right)}^{2}}{1 + 2 \cdot {\left(\frac{t}{\ell}\right)}^{2}}}\right)
\] |
|---|---|
unpow2 [=>]99.1% | \[ \sin^{-1} \left(\sqrt{\frac{1 - {\left(\frac{Om}{Omc}\right)}^{2}}{1 + 2 \cdot \color{blue}{\left(\frac{t}{\ell} \cdot \frac{t}{\ell}\right)}}}\right)
\] |
if 9.9999999999999999e144 < (/.f64 t l) Initial program 55.6%
Taylor expanded in t around inf 93.8%
Simplified99.7%
[Start]93.8% | \[ \sin^{-1} \left(\frac{\sqrt{0.5} \cdot \ell}{t} \cdot \sqrt{1 - \frac{{Om}^{2}}{{Omc}^{2}}}\right)
\] |
|---|---|
*-commutative [=>]93.8% | \[ \sin^{-1} \color{blue}{\left(\sqrt{1 - \frac{{Om}^{2}}{{Omc}^{2}}} \cdot \frac{\sqrt{0.5} \cdot \ell}{t}\right)}
\] |
unpow2 [=>]93.8% | \[ \sin^{-1} \left(\sqrt{1 - \frac{\color{blue}{Om \cdot Om}}{{Omc}^{2}}} \cdot \frac{\sqrt{0.5} \cdot \ell}{t}\right)
\] |
unpow2 [=>]93.8% | \[ \sin^{-1} \left(\sqrt{1 - \frac{Om \cdot Om}{\color{blue}{Omc \cdot Omc}}} \cdot \frac{\sqrt{0.5} \cdot \ell}{t}\right)
\] |
times-frac [=>]99.7% | \[ \sin^{-1} \left(\sqrt{1 - \color{blue}{\frac{Om}{Omc} \cdot \frac{Om}{Omc}}} \cdot \frac{\sqrt{0.5} \cdot \ell}{t}\right)
\] |
unpow2 [<=]99.7% | \[ \sin^{-1} \left(\sqrt{1 - \color{blue}{{\left(\frac{Om}{Omc}\right)}^{2}}} \cdot \frac{\sqrt{0.5} \cdot \ell}{t}\right)
\] |
associate-/l* [=>]93.7% | \[ \sin^{-1} \left(\sqrt{1 - {\left(\frac{Om}{Omc}\right)}^{2}} \cdot \color{blue}{\frac{\sqrt{0.5}}{\frac{t}{\ell}}}\right)
\] |
associate-/r/ [=>]99.7% | \[ \sin^{-1} \left(\sqrt{1 - {\left(\frac{Om}{Omc}\right)}^{2}} \cdot \color{blue}{\left(\frac{\sqrt{0.5}}{t} \cdot \ell\right)}\right)
\] |
Final simplification99.3%
| Alternative 1 | |
|---|---|
| Accuracy | 98.9% |
| Cost | 26888 |
| Alternative 2 | |
|---|---|
| Accuracy | 98.9% |
| Cost | 26888 |
| Alternative 3 | |
|---|---|
| Accuracy | 98.3% |
| Cost | 26624 |
| Alternative 4 | |
|---|---|
| Accuracy | 98.9% |
| Cost | 20872 |
| Alternative 5 | |
|---|---|
| Accuracy | 98.9% |
| Cost | 20680 |
| Alternative 6 | |
|---|---|
| Accuracy | 89.7% |
| Cost | 20420 |
| Alternative 7 | |
|---|---|
| Accuracy | 89.8% |
| Cost | 20420 |
| Alternative 8 | |
|---|---|
| Accuracy | 91.4% |
| Cost | 20420 |
| Alternative 9 | |
|---|---|
| Accuracy | 84.0% |
| Cost | 14144 |
| Alternative 10 | |
|---|---|
| Accuracy | 68.3% |
| Cost | 13897 |
| Alternative 11 | |
|---|---|
| Accuracy | 50.7% |
| Cost | 13376 |
herbie shell --seed 2023167
(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)))))))