Toniolo and Linder, Equation (7)

Percentage Accurate: 33.7% → 85.0%
Time: 10.7s
Alternatives: 14
Speedup: 85.0×

Specification

?
\[\begin{array}{l} \\ \frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \end{array} \]
(FPCore (x l t)
 :precision binary64
 (/
  (* (sqrt 2.0) t)
  (sqrt (- (* (/ (+ x 1.0) (- x 1.0)) (+ (* l l) (* 2.0 (* t t)))) (* l l)))))
double code(double x, double l, double t) {
	return (sqrt(2.0) * t) / sqrt(((((x + 1.0) / (x - 1.0)) * ((l * l) + (2.0 * (t * t)))) - (l * l)));
}
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, l, t)
use fmin_fmax_functions
    real(8), intent (in) :: x
    real(8), intent (in) :: l
    real(8), intent (in) :: t
    code = (sqrt(2.0d0) * t) / sqrt(((((x + 1.0d0) / (x - 1.0d0)) * ((l * l) + (2.0d0 * (t * t)))) - (l * l)))
end function
public static double code(double x, double l, double t) {
	return (Math.sqrt(2.0) * t) / Math.sqrt(((((x + 1.0) / (x - 1.0)) * ((l * l) + (2.0 * (t * t)))) - (l * l)));
}
def code(x, l, t):
	return (math.sqrt(2.0) * t) / math.sqrt(((((x + 1.0) / (x - 1.0)) * ((l * l) + (2.0 * (t * t)))) - (l * l)))
function code(x, l, t)
	return Float64(Float64(sqrt(2.0) * t) / sqrt(Float64(Float64(Float64(Float64(x + 1.0) / Float64(x - 1.0)) * Float64(Float64(l * l) + Float64(2.0 * Float64(t * t)))) - Float64(l * l))))
end
function tmp = code(x, l, t)
	tmp = (sqrt(2.0) * t) / sqrt(((((x + 1.0) / (x - 1.0)) * ((l * l) + (2.0 * (t * t)))) - (l * l)));
end
code[x_, l_, t_] := N[(N[(N[Sqrt[2.0], $MachinePrecision] * t), $MachinePrecision] / N[Sqrt[N[(N[(N[(N[(x + 1.0), $MachinePrecision] / N[(x - 1.0), $MachinePrecision]), $MachinePrecision] * N[(N[(l * l), $MachinePrecision] + N[(2.0 * N[(t * t), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(l * l), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}

\\
\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}}
\end{array}

Sampling outcomes in binary64 precision:

Local Percentage Accuracy vs ?

The average percentage accuracy by input value. Horizontal axis shows value of an input variable; the variable is choosen in the title. Vertical axis is accuracy; higher is better. Red represent the original program, while blue represents Herbie's suggestion. These can be toggled with buttons below the plot. The line is an average while dots represent individual samples.

Accuracy vs Speed?

Herbie found 14 alternatives:

AlternativeAccuracySpeedup
The accuracy (vertical axis) and speed (horizontal axis) of each alternatives. Up and to the right is better. The red square shows the initial program, and each blue circle shows an alternative.The line shows the best available speed-accuracy tradeoffs.

Initial Program: 33.7% accurate, 1.0× speedup?

\[\begin{array}{l} \\ \frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \end{array} \]
(FPCore (x l t)
 :precision binary64
 (/
  (* (sqrt 2.0) t)
  (sqrt (- (* (/ (+ x 1.0) (- x 1.0)) (+ (* l l) (* 2.0 (* t t)))) (* l l)))))
double code(double x, double l, double t) {
	return (sqrt(2.0) * t) / sqrt(((((x + 1.0) / (x - 1.0)) * ((l * l) + (2.0 * (t * t)))) - (l * l)));
}
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, l, t)
use fmin_fmax_functions
    real(8), intent (in) :: x
    real(8), intent (in) :: l
    real(8), intent (in) :: t
    code = (sqrt(2.0d0) * t) / sqrt(((((x + 1.0d0) / (x - 1.0d0)) * ((l * l) + (2.0d0 * (t * t)))) - (l * l)))
end function
public static double code(double x, double l, double t) {
	return (Math.sqrt(2.0) * t) / Math.sqrt(((((x + 1.0) / (x - 1.0)) * ((l * l) + (2.0 * (t * t)))) - (l * l)));
}
def code(x, l, t):
	return (math.sqrt(2.0) * t) / math.sqrt(((((x + 1.0) / (x - 1.0)) * ((l * l) + (2.0 * (t * t)))) - (l * l)))
function code(x, l, t)
	return Float64(Float64(sqrt(2.0) * t) / sqrt(Float64(Float64(Float64(Float64(x + 1.0) / Float64(x - 1.0)) * Float64(Float64(l * l) + Float64(2.0 * Float64(t * t)))) - Float64(l * l))))
end
function tmp = code(x, l, t)
	tmp = (sqrt(2.0) * t) / sqrt(((((x + 1.0) / (x - 1.0)) * ((l * l) + (2.0 * (t * t)))) - (l * l)));
end
code[x_, l_, t_] := N[(N[(N[Sqrt[2.0], $MachinePrecision] * t), $MachinePrecision] / N[Sqrt[N[(N[(N[(N[(x + 1.0), $MachinePrecision] / N[(x - 1.0), $MachinePrecision]), $MachinePrecision] * N[(N[(l * l), $MachinePrecision] + N[(2.0 * N[(t * t), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(l * l), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision]
\begin{array}{l}

\\
\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}}
\end{array}

Alternative 1: 85.0% accurate, 0.4× speedup?

\[\begin{array}{l} l_m = \left|\ell\right| \\ t\_m = \left|t\right| \\ t\_s = \mathsf{copysign}\left(1, t\right) \\ \begin{array}{l} t_2 := \mathsf{fma}\left(t\_m \cdot t\_m, 2, l\_m \cdot l\_m\right)\\ t_3 := \mathsf{fma}\left(2 \cdot t\_m, t\_m, \mathsf{fma}\left(l\_m, l\_m, t\_2\right)\right)\\ t_4 := \frac{t\_2}{x}\\ t_5 := \sqrt{2} \cdot t\_m\\ t\_s \cdot \begin{array}{l} \mathbf{if}\;t\_m \leq 8.8 \cdot 10^{-255}:\\ \;\;\;\;\frac{t\_5}{\mathsf{fma}\left(\sqrt{\frac{1}{{x}^{3}}}, \frac{l\_m}{\sqrt{2}}, \sqrt{\frac{1}{x}} \cdot \left(\sqrt{2} \cdot l\_m\right)\right)}\\ \mathbf{elif}\;t\_m \leq 1.85 \cdot 10^{-200}:\\ \;\;\;\;\frac{t\_5}{\mathsf{fma}\left(\frac{t\_3}{\left(\sqrt{2} \cdot x\right) \cdot t\_m}, 0.5, t\_5\right)}\\ \mathbf{elif}\;t\_m \leq 3.8 \cdot 10^{+23}:\\ \;\;\;\;\frac{t\_5}{\sqrt{\mathsf{fma}\left(2 \cdot t\_m, t\_m, \frac{\left(t\_4 + t\_3\right) + t\_4}{x}\right)}}\\ \mathbf{else}:\\ \;\;\;\;\frac{t\_5}{\sqrt{\frac{1 + x}{x - 1}} \cdot t\_5}\\ \end{array} \end{array} \end{array} \]
l_m = (fabs.f64 l)
t\_m = (fabs.f64 t)
t\_s = (copysign.f64 #s(literal 1 binary64) t)
(FPCore (t_s x l_m t_m)
 :precision binary64
 (let* ((t_2 (fma (* t_m t_m) 2.0 (* l_m l_m)))
        (t_3 (fma (* 2.0 t_m) t_m (fma l_m l_m t_2)))
        (t_4 (/ t_2 x))
        (t_5 (* (sqrt 2.0) t_m)))
   (*
    t_s
    (if (<= t_m 8.8e-255)
      (/
       t_5
       (fma
        (sqrt (/ 1.0 (pow x 3.0)))
        (/ l_m (sqrt 2.0))
        (* (sqrt (/ 1.0 x)) (* (sqrt 2.0) l_m))))
      (if (<= t_m 1.85e-200)
        (/ t_5 (fma (/ t_3 (* (* (sqrt 2.0) x) t_m)) 0.5 t_5))
        (if (<= t_m 3.8e+23)
          (/ t_5 (sqrt (fma (* 2.0 t_m) t_m (/ (+ (+ t_4 t_3) t_4) x))))
          (/ t_5 (* (sqrt (/ (+ 1.0 x) (- x 1.0))) t_5))))))))
l_m = fabs(l);
t\_m = fabs(t);
t\_s = copysign(1.0, t);
double code(double t_s, double x, double l_m, double t_m) {
	double t_2 = fma((t_m * t_m), 2.0, (l_m * l_m));
	double t_3 = fma((2.0 * t_m), t_m, fma(l_m, l_m, t_2));
	double t_4 = t_2 / x;
	double t_5 = sqrt(2.0) * t_m;
	double tmp;
	if (t_m <= 8.8e-255) {
		tmp = t_5 / fma(sqrt((1.0 / pow(x, 3.0))), (l_m / sqrt(2.0)), (sqrt((1.0 / x)) * (sqrt(2.0) * l_m)));
	} else if (t_m <= 1.85e-200) {
		tmp = t_5 / fma((t_3 / ((sqrt(2.0) * x) * t_m)), 0.5, t_5);
	} else if (t_m <= 3.8e+23) {
		tmp = t_5 / sqrt(fma((2.0 * t_m), t_m, (((t_4 + t_3) + t_4) / x)));
	} else {
		tmp = t_5 / (sqrt(((1.0 + x) / (x - 1.0))) * t_5);
	}
	return t_s * tmp;
}
l_m = abs(l)
t\_m = abs(t)
t\_s = copysign(1.0, t)
function code(t_s, x, l_m, t_m)
	t_2 = fma(Float64(t_m * t_m), 2.0, Float64(l_m * l_m))
	t_3 = fma(Float64(2.0 * t_m), t_m, fma(l_m, l_m, t_2))
	t_4 = Float64(t_2 / x)
	t_5 = Float64(sqrt(2.0) * t_m)
	tmp = 0.0
	if (t_m <= 8.8e-255)
		tmp = Float64(t_5 / fma(sqrt(Float64(1.0 / (x ^ 3.0))), Float64(l_m / sqrt(2.0)), Float64(sqrt(Float64(1.0 / x)) * Float64(sqrt(2.0) * l_m))));
	elseif (t_m <= 1.85e-200)
		tmp = Float64(t_5 / fma(Float64(t_3 / Float64(Float64(sqrt(2.0) * x) * t_m)), 0.5, t_5));
	elseif (t_m <= 3.8e+23)
		tmp = Float64(t_5 / sqrt(fma(Float64(2.0 * t_m), t_m, Float64(Float64(Float64(t_4 + t_3) + t_4) / x))));
	else
		tmp = Float64(t_5 / Float64(sqrt(Float64(Float64(1.0 + x) / Float64(x - 1.0))) * t_5));
	end
	return Float64(t_s * tmp)
end
l_m = N[Abs[l], $MachinePrecision]
t\_m = N[Abs[t], $MachinePrecision]
t\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[t]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
code[t$95$s_, x_, l$95$m_, t$95$m_] := Block[{t$95$2 = N[(N[(t$95$m * t$95$m), $MachinePrecision] * 2.0 + N[(l$95$m * l$95$m), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$3 = N[(N[(2.0 * t$95$m), $MachinePrecision] * t$95$m + N[(l$95$m * l$95$m + t$95$2), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$4 = N[(t$95$2 / x), $MachinePrecision]}, Block[{t$95$5 = N[(N[Sqrt[2.0], $MachinePrecision] * t$95$m), $MachinePrecision]}, N[(t$95$s * If[LessEqual[t$95$m, 8.8e-255], N[(t$95$5 / N[(N[Sqrt[N[(1.0 / N[Power[x, 3.0], $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * N[(l$95$m / N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision] + N[(N[Sqrt[N[(1.0 / x), $MachinePrecision]], $MachinePrecision] * N[(N[Sqrt[2.0], $MachinePrecision] * l$95$m), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$m, 1.85e-200], N[(t$95$5 / N[(N[(t$95$3 / N[(N[(N[Sqrt[2.0], $MachinePrecision] * x), $MachinePrecision] * t$95$m), $MachinePrecision]), $MachinePrecision] * 0.5 + t$95$5), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$m, 3.8e+23], N[(t$95$5 / N[Sqrt[N[(N[(2.0 * t$95$m), $MachinePrecision] * t$95$m + N[(N[(N[(t$95$4 + t$95$3), $MachinePrecision] + t$95$4), $MachinePrecision] / x), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision], N[(t$95$5 / N[(N[Sqrt[N[(N[(1.0 + x), $MachinePrecision] / N[(x - 1.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * t$95$5), $MachinePrecision]), $MachinePrecision]]]]), $MachinePrecision]]]]]
\begin{array}{l}
l_m = \left|\ell\right|
\\
t\_m = \left|t\right|
\\
t\_s = \mathsf{copysign}\left(1, t\right)

\\
\begin{array}{l}
t_2 := \mathsf{fma}\left(t\_m \cdot t\_m, 2, l\_m \cdot l\_m\right)\\
t_3 := \mathsf{fma}\left(2 \cdot t\_m, t\_m, \mathsf{fma}\left(l\_m, l\_m, t\_2\right)\right)\\
t_4 := \frac{t\_2}{x}\\
t_5 := \sqrt{2} \cdot t\_m\\
t\_s \cdot \begin{array}{l}
\mathbf{if}\;t\_m \leq 8.8 \cdot 10^{-255}:\\
\;\;\;\;\frac{t\_5}{\mathsf{fma}\left(\sqrt{\frac{1}{{x}^{3}}}, \frac{l\_m}{\sqrt{2}}, \sqrt{\frac{1}{x}} \cdot \left(\sqrt{2} \cdot l\_m\right)\right)}\\

\mathbf{elif}\;t\_m \leq 1.85 \cdot 10^{-200}:\\
\;\;\;\;\frac{t\_5}{\mathsf{fma}\left(\frac{t\_3}{\left(\sqrt{2} \cdot x\right) \cdot t\_m}, 0.5, t\_5\right)}\\

\mathbf{elif}\;t\_m \leq 3.8 \cdot 10^{+23}:\\
\;\;\;\;\frac{t\_5}{\sqrt{\mathsf{fma}\left(2 \cdot t\_m, t\_m, \frac{\left(t\_4 + t\_3\right) + t\_4}{x}\right)}}\\

\mathbf{else}:\\
\;\;\;\;\frac{t\_5}{\sqrt{\frac{1 + x}{x - 1}} \cdot t\_5}\\


\end{array}
\end{array}
\end{array}
Derivation
  1. Split input into 4 regimes
  2. if t < 8.7999999999999997e-255

    1. Initial program 31.3%

      \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
    2. Add Preprocessing
    3. Taylor expanded in l around inf

      \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\ell \cdot \sqrt{\left(\frac{1}{x - 1} + \frac{x}{x - 1}\right) - 1}}} \]
    4. Step-by-step derivation
      1. Applied rewrites2.2%

        \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\sqrt{\frac{1 + x}{x - 1} - 1} \cdot \ell}} \]
      2. Taylor expanded in x around inf

        \[\leadsto \frac{\sqrt{2} \cdot t}{\left(\ell \cdot \sqrt{2}\right) \cdot \sqrt{\frac{1}{x}} + \color{blue}{\frac{\ell}{\sqrt{2}} \cdot \sqrt{\frac{1}{{x}^{3}}}}} \]
      3. Step-by-step derivation
        1. Applied rewrites16.1%

          \[\leadsto \frac{\sqrt{2} \cdot t}{\mathsf{fma}\left(\sqrt{\frac{1}{{x}^{3}}}, \color{blue}{\frac{\ell}{\sqrt{2}}}, \sqrt{\frac{1}{x}} \cdot \left(\sqrt{2} \cdot \ell\right)\right)} \]

        if 8.7999999999999997e-255 < t < 1.85000000000000005e-200

        1. Initial program 2.5%

          \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
        2. Add Preprocessing
        3. Taylor expanded in x around inf

          \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\frac{1}{2} \cdot \frac{\left(2 \cdot {t}^{2} + {\ell}^{2}\right) - -1 \cdot \left(2 \cdot {t}^{2} + {\ell}^{2}\right)}{t \cdot \left(x \cdot \sqrt{2}\right)} + t \cdot \sqrt{2}}} \]
        4. Step-by-step derivation
          1. Applied rewrites88.8%

            \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\mathsf{fma}\left(\frac{\mathsf{fma}\left(2 \cdot t, t, \mathsf{fma}\left(\ell, \ell, 1 \cdot \mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)\right)\right)}{\left(\sqrt{2} \cdot x\right) \cdot t}, 0.5, \sqrt{2} \cdot t\right)}} \]

          if 1.85000000000000005e-200 < t < 3.79999999999999975e23

          1. Initial program 48.7%

            \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
          2. Add Preprocessing
          3. Taylor expanded in x around -inf

            \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\color{blue}{-1 \cdot \frac{\left(-1 \cdot \left(\left(2 \cdot {t}^{2} + {\ell}^{2}\right) - -1 \cdot \left(2 \cdot {t}^{2} + {\ell}^{2}\right)\right) + -1 \cdot \frac{2 \cdot {t}^{2} + {\ell}^{2}}{x}\right) - \left(2 \cdot \frac{{t}^{2}}{x} + \frac{{\ell}^{2}}{x}\right)}{x} + 2 \cdot {t}^{2}}}} \]
          4. Applied rewrites81.0%

            \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\color{blue}{\mathsf{fma}\left(2 \cdot t, t, \frac{\left(-\left(\frac{\mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)}{x} + \mathsf{fma}\left(2 \cdot t, t, \mathsf{fma}\left(\ell, \ell, 1 \cdot \mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)\right)\right)\right)\right) - \frac{\mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)}{x}}{-x}\right)}}} \]

          if 3.79999999999999975e23 < t

          1. Initial program 41.0%

            \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
          2. Add Preprocessing
          3. Taylor expanded in l around 0

            \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\left(t \cdot \sqrt{2}\right) \cdot \sqrt{\frac{1 + x}{x - 1}}}} \]
          4. Step-by-step derivation
            1. Applied rewrites90.6%

              \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\sqrt{\frac{1 + x}{x - 1}} \cdot \left(\sqrt{2} \cdot t\right)}} \]
          5. Recombined 4 regimes into one program.
          6. Final simplification49.6%

            \[\leadsto \begin{array}{l} \mathbf{if}\;t \leq 8.8 \cdot 10^{-255}:\\ \;\;\;\;\frac{\sqrt{2} \cdot t}{\mathsf{fma}\left(\sqrt{\frac{1}{{x}^{3}}}, \frac{\ell}{\sqrt{2}}, \sqrt{\frac{1}{x}} \cdot \left(\sqrt{2} \cdot \ell\right)\right)}\\ \mathbf{elif}\;t \leq 1.85 \cdot 10^{-200}:\\ \;\;\;\;\frac{\sqrt{2} \cdot t}{\mathsf{fma}\left(\frac{\mathsf{fma}\left(2 \cdot t, t, \mathsf{fma}\left(\ell, \ell, \mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)\right)\right)}{\left(\sqrt{2} \cdot x\right) \cdot t}, 0.5, \sqrt{2} \cdot t\right)}\\ \mathbf{elif}\;t \leq 3.8 \cdot 10^{+23}:\\ \;\;\;\;\frac{\sqrt{2} \cdot t}{\sqrt{\mathsf{fma}\left(2 \cdot t, t, \frac{\left(\frac{\mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)}{x} + \mathsf{fma}\left(2 \cdot t, t, \mathsf{fma}\left(\ell, \ell, \mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)\right)\right)\right) + \frac{\mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)}{x}}{x}\right)}}\\ \mathbf{else}:\\ \;\;\;\;\frac{\sqrt{2} \cdot t}{\sqrt{\frac{1 + x}{x - 1}} \cdot \left(\sqrt{2} \cdot t\right)}\\ \end{array} \]
          7. Add Preprocessing

          Alternative 2: 84.9% accurate, 0.5× speedup?

          \[\begin{array}{l} l_m = \left|\ell\right| \\ t\_m = \left|t\right| \\ t\_s = \mathsf{copysign}\left(1, t\right) \\ \begin{array}{l} t_2 := \sqrt{2} \cdot t\_m\\ t_3 := \mathsf{fma}\left(t\_m \cdot t\_m, 2, l\_m \cdot l\_m\right)\\ t_4 := \mathsf{fma}\left(2 \cdot t\_m, t\_m, \mathsf{fma}\left(l\_m, l\_m, t\_3\right)\right)\\ t_5 := \frac{t\_3}{x}\\ t\_s \cdot \begin{array}{l} \mathbf{if}\;t\_m \leq 8.8 \cdot 10^{-255}:\\ \;\;\;\;\frac{t\_2}{\sqrt{\frac{\frac{2}{x} - -2}{x}} \cdot l\_m}\\ \mathbf{elif}\;t\_m \leq 1.85 \cdot 10^{-200}:\\ \;\;\;\;\frac{t\_2}{\mathsf{fma}\left(\frac{t\_4}{\left(\sqrt{2} \cdot x\right) \cdot t\_m}, 0.5, t\_2\right)}\\ \mathbf{elif}\;t\_m \leq 3.8 \cdot 10^{+23}:\\ \;\;\;\;\frac{t\_2}{\sqrt{\mathsf{fma}\left(2 \cdot t\_m, t\_m, \frac{\left(t\_5 + t\_4\right) + t\_5}{x}\right)}}\\ \mathbf{else}:\\ \;\;\;\;\frac{t\_2}{\sqrt{\frac{1 + x}{x - 1}} \cdot t\_2}\\ \end{array} \end{array} \end{array} \]
          l_m = (fabs.f64 l)
          t\_m = (fabs.f64 t)
          t\_s = (copysign.f64 #s(literal 1 binary64) t)
          (FPCore (t_s x l_m t_m)
           :precision binary64
           (let* ((t_2 (* (sqrt 2.0) t_m))
                  (t_3 (fma (* t_m t_m) 2.0 (* l_m l_m)))
                  (t_4 (fma (* 2.0 t_m) t_m (fma l_m l_m t_3)))
                  (t_5 (/ t_3 x)))
             (*
              t_s
              (if (<= t_m 8.8e-255)
                (/ t_2 (* (sqrt (/ (- (/ 2.0 x) -2.0) x)) l_m))
                (if (<= t_m 1.85e-200)
                  (/ t_2 (fma (/ t_4 (* (* (sqrt 2.0) x) t_m)) 0.5 t_2))
                  (if (<= t_m 3.8e+23)
                    (/ t_2 (sqrt (fma (* 2.0 t_m) t_m (/ (+ (+ t_5 t_4) t_5) x))))
                    (/ t_2 (* (sqrt (/ (+ 1.0 x) (- x 1.0))) t_2))))))))
          l_m = fabs(l);
          t\_m = fabs(t);
          t\_s = copysign(1.0, t);
          double code(double t_s, double x, double l_m, double t_m) {
          	double t_2 = sqrt(2.0) * t_m;
          	double t_3 = fma((t_m * t_m), 2.0, (l_m * l_m));
          	double t_4 = fma((2.0 * t_m), t_m, fma(l_m, l_m, t_3));
          	double t_5 = t_3 / x;
          	double tmp;
          	if (t_m <= 8.8e-255) {
          		tmp = t_2 / (sqrt((((2.0 / x) - -2.0) / x)) * l_m);
          	} else if (t_m <= 1.85e-200) {
          		tmp = t_2 / fma((t_4 / ((sqrt(2.0) * x) * t_m)), 0.5, t_2);
          	} else if (t_m <= 3.8e+23) {
          		tmp = t_2 / sqrt(fma((2.0 * t_m), t_m, (((t_5 + t_4) + t_5) / x)));
          	} else {
          		tmp = t_2 / (sqrt(((1.0 + x) / (x - 1.0))) * t_2);
          	}
          	return t_s * tmp;
          }
          
          l_m = abs(l)
          t\_m = abs(t)
          t\_s = copysign(1.0, t)
          function code(t_s, x, l_m, t_m)
          	t_2 = Float64(sqrt(2.0) * t_m)
          	t_3 = fma(Float64(t_m * t_m), 2.0, Float64(l_m * l_m))
          	t_4 = fma(Float64(2.0 * t_m), t_m, fma(l_m, l_m, t_3))
          	t_5 = Float64(t_3 / x)
          	tmp = 0.0
          	if (t_m <= 8.8e-255)
          		tmp = Float64(t_2 / Float64(sqrt(Float64(Float64(Float64(2.0 / x) - -2.0) / x)) * l_m));
          	elseif (t_m <= 1.85e-200)
          		tmp = Float64(t_2 / fma(Float64(t_4 / Float64(Float64(sqrt(2.0) * x) * t_m)), 0.5, t_2));
          	elseif (t_m <= 3.8e+23)
          		tmp = Float64(t_2 / sqrt(fma(Float64(2.0 * t_m), t_m, Float64(Float64(Float64(t_5 + t_4) + t_5) / x))));
          	else
          		tmp = Float64(t_2 / Float64(sqrt(Float64(Float64(1.0 + x) / Float64(x - 1.0))) * t_2));
          	end
          	return Float64(t_s * tmp)
          end
          
          l_m = N[Abs[l], $MachinePrecision]
          t\_m = N[Abs[t], $MachinePrecision]
          t\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[t]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
          code[t$95$s_, x_, l$95$m_, t$95$m_] := Block[{t$95$2 = N[(N[Sqrt[2.0], $MachinePrecision] * t$95$m), $MachinePrecision]}, Block[{t$95$3 = N[(N[(t$95$m * t$95$m), $MachinePrecision] * 2.0 + N[(l$95$m * l$95$m), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$4 = N[(N[(2.0 * t$95$m), $MachinePrecision] * t$95$m + N[(l$95$m * l$95$m + t$95$3), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$5 = N[(t$95$3 / x), $MachinePrecision]}, N[(t$95$s * If[LessEqual[t$95$m, 8.8e-255], N[(t$95$2 / N[(N[Sqrt[N[(N[(N[(2.0 / x), $MachinePrecision] - -2.0), $MachinePrecision] / x), $MachinePrecision]], $MachinePrecision] * l$95$m), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$m, 1.85e-200], N[(t$95$2 / N[(N[(t$95$4 / N[(N[(N[Sqrt[2.0], $MachinePrecision] * x), $MachinePrecision] * t$95$m), $MachinePrecision]), $MachinePrecision] * 0.5 + t$95$2), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$m, 3.8e+23], N[(t$95$2 / N[Sqrt[N[(N[(2.0 * t$95$m), $MachinePrecision] * t$95$m + N[(N[(N[(t$95$5 + t$95$4), $MachinePrecision] + t$95$5), $MachinePrecision] / x), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision], N[(t$95$2 / N[(N[Sqrt[N[(N[(1.0 + x), $MachinePrecision] / N[(x - 1.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * t$95$2), $MachinePrecision]), $MachinePrecision]]]]), $MachinePrecision]]]]]
          
          \begin{array}{l}
          l_m = \left|\ell\right|
          \\
          t\_m = \left|t\right|
          \\
          t\_s = \mathsf{copysign}\left(1, t\right)
          
          \\
          \begin{array}{l}
          t_2 := \sqrt{2} \cdot t\_m\\
          t_3 := \mathsf{fma}\left(t\_m \cdot t\_m, 2, l\_m \cdot l\_m\right)\\
          t_4 := \mathsf{fma}\left(2 \cdot t\_m, t\_m, \mathsf{fma}\left(l\_m, l\_m, t\_3\right)\right)\\
          t_5 := \frac{t\_3}{x}\\
          t\_s \cdot \begin{array}{l}
          \mathbf{if}\;t\_m \leq 8.8 \cdot 10^{-255}:\\
          \;\;\;\;\frac{t\_2}{\sqrt{\frac{\frac{2}{x} - -2}{x}} \cdot l\_m}\\
          
          \mathbf{elif}\;t\_m \leq 1.85 \cdot 10^{-200}:\\
          \;\;\;\;\frac{t\_2}{\mathsf{fma}\left(\frac{t\_4}{\left(\sqrt{2} \cdot x\right) \cdot t\_m}, 0.5, t\_2\right)}\\
          
          \mathbf{elif}\;t\_m \leq 3.8 \cdot 10^{+23}:\\
          \;\;\;\;\frac{t\_2}{\sqrt{\mathsf{fma}\left(2 \cdot t\_m, t\_m, \frac{\left(t\_5 + t\_4\right) + t\_5}{x}\right)}}\\
          
          \mathbf{else}:\\
          \;\;\;\;\frac{t\_2}{\sqrt{\frac{1 + x}{x - 1}} \cdot t\_2}\\
          
          
          \end{array}
          \end{array}
          \end{array}
          
          Derivation
          1. Split input into 4 regimes
          2. if t < 8.7999999999999997e-255

            1. Initial program 31.3%

              \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
            2. Add Preprocessing
            3. Taylor expanded in l around inf

              \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\ell \cdot \sqrt{\left(\frac{1}{x - 1} + \frac{x}{x - 1}\right) - 1}}} \]
            4. Step-by-step derivation
              1. Applied rewrites2.2%

                \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\sqrt{\frac{1 + x}{x - 1} - 1} \cdot \ell}} \]
              2. Taylor expanded in x around inf

                \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\frac{2 + 2 \cdot \frac{1}{x}}{x}} \cdot \ell} \]
              3. Step-by-step derivation
                1. Applied rewrites16.1%

                  \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\frac{\frac{2}{x} - -2}{x}} \cdot \ell} \]

                if 8.7999999999999997e-255 < t < 1.85000000000000005e-200

                1. Initial program 2.5%

                  \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                2. Add Preprocessing
                3. Taylor expanded in x around inf

                  \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\frac{1}{2} \cdot \frac{\left(2 \cdot {t}^{2} + {\ell}^{2}\right) - -1 \cdot \left(2 \cdot {t}^{2} + {\ell}^{2}\right)}{t \cdot \left(x \cdot \sqrt{2}\right)} + t \cdot \sqrt{2}}} \]
                4. Step-by-step derivation
                  1. Applied rewrites88.8%

                    \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\mathsf{fma}\left(\frac{\mathsf{fma}\left(2 \cdot t, t, \mathsf{fma}\left(\ell, \ell, 1 \cdot \mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)\right)\right)}{\left(\sqrt{2} \cdot x\right) \cdot t}, 0.5, \sqrt{2} \cdot t\right)}} \]

                  if 1.85000000000000005e-200 < t < 3.79999999999999975e23

                  1. Initial program 48.7%

                    \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                  2. Add Preprocessing
                  3. Taylor expanded in x around -inf

                    \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\color{blue}{-1 \cdot \frac{\left(-1 \cdot \left(\left(2 \cdot {t}^{2} + {\ell}^{2}\right) - -1 \cdot \left(2 \cdot {t}^{2} + {\ell}^{2}\right)\right) + -1 \cdot \frac{2 \cdot {t}^{2} + {\ell}^{2}}{x}\right) - \left(2 \cdot \frac{{t}^{2}}{x} + \frac{{\ell}^{2}}{x}\right)}{x} + 2 \cdot {t}^{2}}}} \]
                  4. Applied rewrites81.0%

                    \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\color{blue}{\mathsf{fma}\left(2 \cdot t, t, \frac{\left(-\left(\frac{\mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)}{x} + \mathsf{fma}\left(2 \cdot t, t, \mathsf{fma}\left(\ell, \ell, 1 \cdot \mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)\right)\right)\right)\right) - \frac{\mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)}{x}}{-x}\right)}}} \]

                  if 3.79999999999999975e23 < t

                  1. Initial program 41.0%

                    \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                  2. Add Preprocessing
                  3. Taylor expanded in l around 0

                    \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\left(t \cdot \sqrt{2}\right) \cdot \sqrt{\frac{1 + x}{x - 1}}}} \]
                  4. Step-by-step derivation
                    1. Applied rewrites90.6%

                      \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\sqrt{\frac{1 + x}{x - 1}} \cdot \left(\sqrt{2} \cdot t\right)}} \]
                  5. Recombined 4 regimes into one program.
                  6. Final simplification49.6%

                    \[\leadsto \begin{array}{l} \mathbf{if}\;t \leq 8.8 \cdot 10^{-255}:\\ \;\;\;\;\frac{\sqrt{2} \cdot t}{\sqrt{\frac{\frac{2}{x} - -2}{x}} \cdot \ell}\\ \mathbf{elif}\;t \leq 1.85 \cdot 10^{-200}:\\ \;\;\;\;\frac{\sqrt{2} \cdot t}{\mathsf{fma}\left(\frac{\mathsf{fma}\left(2 \cdot t, t, \mathsf{fma}\left(\ell, \ell, \mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)\right)\right)}{\left(\sqrt{2} \cdot x\right) \cdot t}, 0.5, \sqrt{2} \cdot t\right)}\\ \mathbf{elif}\;t \leq 3.8 \cdot 10^{+23}:\\ \;\;\;\;\frac{\sqrt{2} \cdot t}{\sqrt{\mathsf{fma}\left(2 \cdot t, t, \frac{\left(\frac{\mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)}{x} + \mathsf{fma}\left(2 \cdot t, t, \mathsf{fma}\left(\ell, \ell, \mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)\right)\right)\right) + \frac{\mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)}{x}}{x}\right)}}\\ \mathbf{else}:\\ \;\;\;\;\frac{\sqrt{2} \cdot t}{\sqrt{\frac{1 + x}{x - 1}} \cdot \left(\sqrt{2} \cdot t\right)}\\ \end{array} \]
                  7. Add Preprocessing

                  Alternative 3: 79.6% accurate, 0.7× speedup?

                  \[\begin{array}{l} l_m = \left|\ell\right| \\ t\_m = \left|t\right| \\ t\_s = \mathsf{copysign}\left(1, t\right) \\ \begin{array}{l} t_2 := \sqrt{2} \cdot t\_m\\ t\_s \cdot \begin{array}{l} \mathbf{if}\;l\_m \cdot l\_m \leq 4 \cdot 10^{+79}:\\ \;\;\;\;\frac{t\_2}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\_m\right) \cdot \sqrt{2}}\\ \mathbf{elif}\;l\_m \cdot l\_m \leq 10^{+269}:\\ \;\;\;\;\frac{t\_2}{\sqrt{\mathsf{fma}\left(2 \cdot t\_m, t\_m, \frac{-2 \cdot \left(l\_m \cdot l\_m\right)}{-x}\right)}}\\ \mathbf{else}:\\ \;\;\;\;\frac{t\_2}{\sqrt{\frac{\mathsf{fma}\left(\frac{\left(\frac{2}{x \cdot x} + \frac{2}{x}\right) - -2}{x}, -1, -2\right)}{-x}} \cdot l\_m}\\ \end{array} \end{array} \end{array} \]
                  l_m = (fabs.f64 l)
                  t\_m = (fabs.f64 t)
                  t\_s = (copysign.f64 #s(literal 1 binary64) t)
                  (FPCore (t_s x l_m t_m)
                   :precision binary64
                   (let* ((t_2 (* (sqrt 2.0) t_m)))
                     (*
                      t_s
                      (if (<= (* l_m l_m) 4e+79)
                        (/ t_2 (* (* (sqrt (/ (- x -1.0) (- x 1.0))) t_m) (sqrt 2.0)))
                        (if (<= (* l_m l_m) 1e+269)
                          (/ t_2 (sqrt (fma (* 2.0 t_m) t_m (/ (* -2.0 (* l_m l_m)) (- x)))))
                          (/
                           t_2
                           (*
                            (sqrt
                             (/
                              (fma (/ (- (+ (/ 2.0 (* x x)) (/ 2.0 x)) -2.0) x) -1.0 -2.0)
                              (- x)))
                            l_m)))))))
                  l_m = fabs(l);
                  t\_m = fabs(t);
                  t\_s = copysign(1.0, t);
                  double code(double t_s, double x, double l_m, double t_m) {
                  	double t_2 = sqrt(2.0) * t_m;
                  	double tmp;
                  	if ((l_m * l_m) <= 4e+79) {
                  		tmp = t_2 / ((sqrt(((x - -1.0) / (x - 1.0))) * t_m) * sqrt(2.0));
                  	} else if ((l_m * l_m) <= 1e+269) {
                  		tmp = t_2 / sqrt(fma((2.0 * t_m), t_m, ((-2.0 * (l_m * l_m)) / -x)));
                  	} else {
                  		tmp = t_2 / (sqrt((fma(((((2.0 / (x * x)) + (2.0 / x)) - -2.0) / x), -1.0, -2.0) / -x)) * l_m);
                  	}
                  	return t_s * tmp;
                  }
                  
                  l_m = abs(l)
                  t\_m = abs(t)
                  t\_s = copysign(1.0, t)
                  function code(t_s, x, l_m, t_m)
                  	t_2 = Float64(sqrt(2.0) * t_m)
                  	tmp = 0.0
                  	if (Float64(l_m * l_m) <= 4e+79)
                  		tmp = Float64(t_2 / Float64(Float64(sqrt(Float64(Float64(x - -1.0) / Float64(x - 1.0))) * t_m) * sqrt(2.0)));
                  	elseif (Float64(l_m * l_m) <= 1e+269)
                  		tmp = Float64(t_2 / sqrt(fma(Float64(2.0 * t_m), t_m, Float64(Float64(-2.0 * Float64(l_m * l_m)) / Float64(-x)))));
                  	else
                  		tmp = Float64(t_2 / Float64(sqrt(Float64(fma(Float64(Float64(Float64(Float64(2.0 / Float64(x * x)) + Float64(2.0 / x)) - -2.0) / x), -1.0, -2.0) / Float64(-x))) * l_m));
                  	end
                  	return Float64(t_s * tmp)
                  end
                  
                  l_m = N[Abs[l], $MachinePrecision]
                  t\_m = N[Abs[t], $MachinePrecision]
                  t\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[t]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
                  code[t$95$s_, x_, l$95$m_, t$95$m_] := Block[{t$95$2 = N[(N[Sqrt[2.0], $MachinePrecision] * t$95$m), $MachinePrecision]}, N[(t$95$s * If[LessEqual[N[(l$95$m * l$95$m), $MachinePrecision], 4e+79], N[(t$95$2 / N[(N[(N[Sqrt[N[(N[(x - -1.0), $MachinePrecision] / N[(x - 1.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * t$95$m), $MachinePrecision] * N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[N[(l$95$m * l$95$m), $MachinePrecision], 1e+269], N[(t$95$2 / N[Sqrt[N[(N[(2.0 * t$95$m), $MachinePrecision] * t$95$m + N[(N[(-2.0 * N[(l$95$m * l$95$m), $MachinePrecision]), $MachinePrecision] / (-x)), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision], N[(t$95$2 / N[(N[Sqrt[N[(N[(N[(N[(N[(N[(2.0 / N[(x * x), $MachinePrecision]), $MachinePrecision] + N[(2.0 / x), $MachinePrecision]), $MachinePrecision] - -2.0), $MachinePrecision] / x), $MachinePrecision] * -1.0 + -2.0), $MachinePrecision] / (-x)), $MachinePrecision]], $MachinePrecision] * l$95$m), $MachinePrecision]), $MachinePrecision]]]), $MachinePrecision]]
                  
                  \begin{array}{l}
                  l_m = \left|\ell\right|
                  \\
                  t\_m = \left|t\right|
                  \\
                  t\_s = \mathsf{copysign}\left(1, t\right)
                  
                  \\
                  \begin{array}{l}
                  t_2 := \sqrt{2} \cdot t\_m\\
                  t\_s \cdot \begin{array}{l}
                  \mathbf{if}\;l\_m \cdot l\_m \leq 4 \cdot 10^{+79}:\\
                  \;\;\;\;\frac{t\_2}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\_m\right) \cdot \sqrt{2}}\\
                  
                  \mathbf{elif}\;l\_m \cdot l\_m \leq 10^{+269}:\\
                  \;\;\;\;\frac{t\_2}{\sqrt{\mathsf{fma}\left(2 \cdot t\_m, t\_m, \frac{-2 \cdot \left(l\_m \cdot l\_m\right)}{-x}\right)}}\\
                  
                  \mathbf{else}:\\
                  \;\;\;\;\frac{t\_2}{\sqrt{\frac{\mathsf{fma}\left(\frac{\left(\frac{2}{x \cdot x} + \frac{2}{x}\right) - -2}{x}, -1, -2\right)}{-x}} \cdot l\_m}\\
                  
                  
                  \end{array}
                  \end{array}
                  \end{array}
                  
                  Derivation
                  1. Split input into 3 regimes
                  2. if (*.f64 l l) < 3.99999999999999987e79

                    1. Initial program 50.2%

                      \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                    2. Add Preprocessing
                    3. Taylor expanded in l around 0

                      \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\left(t \cdot \sqrt{2}\right) \cdot \sqrt{\frac{1 + x}{x - 1}}}} \]
                    4. Step-by-step derivation
                      1. Applied rewrites46.3%

                        \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\sqrt{\frac{1 + x}{x - 1}} \cdot \left(\sqrt{2} \cdot t\right)}} \]
                      2. Step-by-step derivation
                        1. Applied rewrites46.3%

                          \[\leadsto \frac{\sqrt{2} \cdot t}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\right) \cdot \color{blue}{\sqrt{2}}} \]

                        if 3.99999999999999987e79 < (*.f64 l l) < 1e269

                        1. Initial program 21.4%

                          \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                        2. Add Preprocessing
                        3. Taylor expanded in x around inf

                          \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\color{blue}{\left(2 \cdot \frac{{t}^{2}}{x} + \left(2 \cdot {t}^{2} + \frac{{\ell}^{2}}{x}\right)\right) - -1 \cdot \frac{2 \cdot {t}^{2} + {\ell}^{2}}{x}}}} \]
                        4. Step-by-step derivation
                          1. Applied rewrites75.5%

                            \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\color{blue}{\mathsf{fma}\left(\frac{t \cdot t}{x}, 2, \mathsf{fma}\left(t \cdot t, 2, \frac{\ell \cdot \ell}{x}\right)\right) - \frac{-\mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)}{x}}}} \]
                          2. Taylor expanded in x around -inf

                            \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{-1 \cdot \frac{\left(-2 \cdot {t}^{2} + -1 \cdot {\ell}^{2}\right) - \left(2 \cdot {t}^{2} + {\ell}^{2}\right)}{x} + \color{blue}{2 \cdot {t}^{2}}}} \]
                          3. Step-by-step derivation
                            1. Applied rewrites75.5%

                              \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\mathsf{fma}\left(2 \cdot t, \color{blue}{t}, -\frac{\left(-\mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)\right) - \mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)}{x}\right)}} \]
                            2. Taylor expanded in l around inf

                              \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\mathsf{fma}\left(2 \cdot t, t, -\frac{-2 \cdot {\ell}^{2}}{x}\right)}} \]
                            3. Step-by-step derivation
                              1. Applied rewrites75.7%

                                \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\mathsf{fma}\left(2 \cdot t, t, -\frac{-2 \cdot \left(\ell \cdot \ell\right)}{x}\right)}} \]

                              if 1e269 < (*.f64 l l)

                              1. Initial program 0.3%

                                \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                              2. Add Preprocessing
                              3. Taylor expanded in l around inf

                                \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\ell \cdot \sqrt{\left(\frac{1}{x - 1} + \frac{x}{x - 1}\right) - 1}}} \]
                              4. Step-by-step derivation
                                1. Applied rewrites2.7%

                                  \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\sqrt{\frac{1 + x}{x - 1} - 1} \cdot \ell}} \]
                                2. Taylor expanded in x around -inf

                                  \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{-1 \cdot \frac{-1 \cdot \frac{2 + \left(2 \cdot \frac{1}{x} + \frac{2}{{x}^{2}}\right)}{x} - 2}{x}} \cdot \ell} \]
                                3. Step-by-step derivation
                                  1. Applied rewrites43.4%

                                    \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{-\frac{\mathsf{fma}\left(\frac{\left(\frac{2}{x \cdot x} + \frac{2}{x}\right) - -2}{x}, -1, -2\right)}{x}} \cdot \ell} \]
                                4. Recombined 3 regimes into one program.
                                5. Final simplification49.9%

                                  \[\leadsto \begin{array}{l} \mathbf{if}\;\ell \cdot \ell \leq 4 \cdot 10^{+79}:\\ \;\;\;\;\frac{\sqrt{2} \cdot t}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\right) \cdot \sqrt{2}}\\ \mathbf{elif}\;\ell \cdot \ell \leq 10^{+269}:\\ \;\;\;\;\frac{\sqrt{2} \cdot t}{\sqrt{\mathsf{fma}\left(2 \cdot t, t, \frac{-2 \cdot \left(\ell \cdot \ell\right)}{-x}\right)}}\\ \mathbf{else}:\\ \;\;\;\;\frac{\sqrt{2} \cdot t}{\sqrt{\frac{\mathsf{fma}\left(\frac{\left(\frac{2}{x \cdot x} + \frac{2}{x}\right) - -2}{x}, -1, -2\right)}{-x}} \cdot \ell}\\ \end{array} \]
                                6. Add Preprocessing

                                Alternative 4: 84.8% accurate, 0.7× speedup?

                                \[\begin{array}{l} l_m = \left|\ell\right| \\ t\_m = \left|t\right| \\ t\_s = \mathsf{copysign}\left(1, t\right) \\ \begin{array}{l} t_2 := \sqrt{2} \cdot t\_m\\ t_3 := \mathsf{fma}\left(t\_m \cdot t\_m, 2, l\_m \cdot l\_m\right)\\ t\_s \cdot \begin{array}{l} \mathbf{if}\;t\_m \leq 8.8 \cdot 10^{-255}:\\ \;\;\;\;\frac{t\_2}{\sqrt{\frac{\frac{2}{x} - -2}{x}} \cdot l\_m}\\ \mathbf{elif}\;t\_m \leq 1.85 \cdot 10^{-200}:\\ \;\;\;\;\frac{t\_2}{\mathsf{fma}\left(\frac{\mathsf{fma}\left(2 \cdot t\_m, t\_m, \mathsf{fma}\left(l\_m, l\_m, t\_3\right)\right)}{\left(\sqrt{2} \cdot x\right) \cdot t\_m}, 0.5, t\_2\right)}\\ \mathbf{elif}\;t\_m \leq 3.8 \cdot 10^{+23}:\\ \;\;\;\;\frac{t\_2}{\sqrt{\mathsf{fma}\left(2 \cdot t\_m, t\_m, \frac{t\_3 + t\_3}{x}\right)}}\\ \mathbf{else}:\\ \;\;\;\;\frac{t\_2}{\sqrt{\frac{1 + x}{x - 1}} \cdot t\_2}\\ \end{array} \end{array} \end{array} \]
                                l_m = (fabs.f64 l)
                                t\_m = (fabs.f64 t)
                                t\_s = (copysign.f64 #s(literal 1 binary64) t)
                                (FPCore (t_s x l_m t_m)
                                 :precision binary64
                                 (let* ((t_2 (* (sqrt 2.0) t_m)) (t_3 (fma (* t_m t_m) 2.0 (* l_m l_m))))
                                   (*
                                    t_s
                                    (if (<= t_m 8.8e-255)
                                      (/ t_2 (* (sqrt (/ (- (/ 2.0 x) -2.0) x)) l_m))
                                      (if (<= t_m 1.85e-200)
                                        (/
                                         t_2
                                         (fma
                                          (/ (fma (* 2.0 t_m) t_m (fma l_m l_m t_3)) (* (* (sqrt 2.0) x) t_m))
                                          0.5
                                          t_2))
                                        (if (<= t_m 3.8e+23)
                                          (/ t_2 (sqrt (fma (* 2.0 t_m) t_m (/ (+ t_3 t_3) x))))
                                          (/ t_2 (* (sqrt (/ (+ 1.0 x) (- x 1.0))) t_2))))))))
                                l_m = fabs(l);
                                t\_m = fabs(t);
                                t\_s = copysign(1.0, t);
                                double code(double t_s, double x, double l_m, double t_m) {
                                	double t_2 = sqrt(2.0) * t_m;
                                	double t_3 = fma((t_m * t_m), 2.0, (l_m * l_m));
                                	double tmp;
                                	if (t_m <= 8.8e-255) {
                                		tmp = t_2 / (sqrt((((2.0 / x) - -2.0) / x)) * l_m);
                                	} else if (t_m <= 1.85e-200) {
                                		tmp = t_2 / fma((fma((2.0 * t_m), t_m, fma(l_m, l_m, t_3)) / ((sqrt(2.0) * x) * t_m)), 0.5, t_2);
                                	} else if (t_m <= 3.8e+23) {
                                		tmp = t_2 / sqrt(fma((2.0 * t_m), t_m, ((t_3 + t_3) / x)));
                                	} else {
                                		tmp = t_2 / (sqrt(((1.0 + x) / (x - 1.0))) * t_2);
                                	}
                                	return t_s * tmp;
                                }
                                
                                l_m = abs(l)
                                t\_m = abs(t)
                                t\_s = copysign(1.0, t)
                                function code(t_s, x, l_m, t_m)
                                	t_2 = Float64(sqrt(2.0) * t_m)
                                	t_3 = fma(Float64(t_m * t_m), 2.0, Float64(l_m * l_m))
                                	tmp = 0.0
                                	if (t_m <= 8.8e-255)
                                		tmp = Float64(t_2 / Float64(sqrt(Float64(Float64(Float64(2.0 / x) - -2.0) / x)) * l_m));
                                	elseif (t_m <= 1.85e-200)
                                		tmp = Float64(t_2 / fma(Float64(fma(Float64(2.0 * t_m), t_m, fma(l_m, l_m, t_3)) / Float64(Float64(sqrt(2.0) * x) * t_m)), 0.5, t_2));
                                	elseif (t_m <= 3.8e+23)
                                		tmp = Float64(t_2 / sqrt(fma(Float64(2.0 * t_m), t_m, Float64(Float64(t_3 + t_3) / x))));
                                	else
                                		tmp = Float64(t_2 / Float64(sqrt(Float64(Float64(1.0 + x) / Float64(x - 1.0))) * t_2));
                                	end
                                	return Float64(t_s * tmp)
                                end
                                
                                l_m = N[Abs[l], $MachinePrecision]
                                t\_m = N[Abs[t], $MachinePrecision]
                                t\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[t]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
                                code[t$95$s_, x_, l$95$m_, t$95$m_] := Block[{t$95$2 = N[(N[Sqrt[2.0], $MachinePrecision] * t$95$m), $MachinePrecision]}, Block[{t$95$3 = N[(N[(t$95$m * t$95$m), $MachinePrecision] * 2.0 + N[(l$95$m * l$95$m), $MachinePrecision]), $MachinePrecision]}, N[(t$95$s * If[LessEqual[t$95$m, 8.8e-255], N[(t$95$2 / N[(N[Sqrt[N[(N[(N[(2.0 / x), $MachinePrecision] - -2.0), $MachinePrecision] / x), $MachinePrecision]], $MachinePrecision] * l$95$m), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$m, 1.85e-200], N[(t$95$2 / N[(N[(N[(N[(2.0 * t$95$m), $MachinePrecision] * t$95$m + N[(l$95$m * l$95$m + t$95$3), $MachinePrecision]), $MachinePrecision] / N[(N[(N[Sqrt[2.0], $MachinePrecision] * x), $MachinePrecision] * t$95$m), $MachinePrecision]), $MachinePrecision] * 0.5 + t$95$2), $MachinePrecision]), $MachinePrecision], If[LessEqual[t$95$m, 3.8e+23], N[(t$95$2 / N[Sqrt[N[(N[(2.0 * t$95$m), $MachinePrecision] * t$95$m + N[(N[(t$95$3 + t$95$3), $MachinePrecision] / x), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision], N[(t$95$2 / N[(N[Sqrt[N[(N[(1.0 + x), $MachinePrecision] / N[(x - 1.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * t$95$2), $MachinePrecision]), $MachinePrecision]]]]), $MachinePrecision]]]
                                
                                \begin{array}{l}
                                l_m = \left|\ell\right|
                                \\
                                t\_m = \left|t\right|
                                \\
                                t\_s = \mathsf{copysign}\left(1, t\right)
                                
                                \\
                                \begin{array}{l}
                                t_2 := \sqrt{2} \cdot t\_m\\
                                t_3 := \mathsf{fma}\left(t\_m \cdot t\_m, 2, l\_m \cdot l\_m\right)\\
                                t\_s \cdot \begin{array}{l}
                                \mathbf{if}\;t\_m \leq 8.8 \cdot 10^{-255}:\\
                                \;\;\;\;\frac{t\_2}{\sqrt{\frac{\frac{2}{x} - -2}{x}} \cdot l\_m}\\
                                
                                \mathbf{elif}\;t\_m \leq 1.85 \cdot 10^{-200}:\\
                                \;\;\;\;\frac{t\_2}{\mathsf{fma}\left(\frac{\mathsf{fma}\left(2 \cdot t\_m, t\_m, \mathsf{fma}\left(l\_m, l\_m, t\_3\right)\right)}{\left(\sqrt{2} \cdot x\right) \cdot t\_m}, 0.5, t\_2\right)}\\
                                
                                \mathbf{elif}\;t\_m \leq 3.8 \cdot 10^{+23}:\\
                                \;\;\;\;\frac{t\_2}{\sqrt{\mathsf{fma}\left(2 \cdot t\_m, t\_m, \frac{t\_3 + t\_3}{x}\right)}}\\
                                
                                \mathbf{else}:\\
                                \;\;\;\;\frac{t\_2}{\sqrt{\frac{1 + x}{x - 1}} \cdot t\_2}\\
                                
                                
                                \end{array}
                                \end{array}
                                \end{array}
                                
                                Derivation
                                1. Split input into 4 regimes
                                2. if t < 8.7999999999999997e-255

                                  1. Initial program 31.3%

                                    \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                                  2. Add Preprocessing
                                  3. Taylor expanded in l around inf

                                    \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\ell \cdot \sqrt{\left(\frac{1}{x - 1} + \frac{x}{x - 1}\right) - 1}}} \]
                                  4. Step-by-step derivation
                                    1. Applied rewrites2.2%

                                      \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\sqrt{\frac{1 + x}{x - 1} - 1} \cdot \ell}} \]
                                    2. Taylor expanded in x around inf

                                      \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\frac{2 + 2 \cdot \frac{1}{x}}{x}} \cdot \ell} \]
                                    3. Step-by-step derivation
                                      1. Applied rewrites16.1%

                                        \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\frac{\frac{2}{x} - -2}{x}} \cdot \ell} \]

                                      if 8.7999999999999997e-255 < t < 1.85000000000000005e-200

                                      1. Initial program 2.5%

                                        \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                                      2. Add Preprocessing
                                      3. Taylor expanded in x around inf

                                        \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\frac{1}{2} \cdot \frac{\left(2 \cdot {t}^{2} + {\ell}^{2}\right) - -1 \cdot \left(2 \cdot {t}^{2} + {\ell}^{2}\right)}{t \cdot \left(x \cdot \sqrt{2}\right)} + t \cdot \sqrt{2}}} \]
                                      4. Step-by-step derivation
                                        1. Applied rewrites88.8%

                                          \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\mathsf{fma}\left(\frac{\mathsf{fma}\left(2 \cdot t, t, \mathsf{fma}\left(\ell, \ell, 1 \cdot \mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)\right)\right)}{\left(\sqrt{2} \cdot x\right) \cdot t}, 0.5, \sqrt{2} \cdot t\right)}} \]

                                        if 1.85000000000000005e-200 < t < 3.79999999999999975e23

                                        1. Initial program 48.7%

                                          \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                                        2. Add Preprocessing
                                        3. Taylor expanded in x around inf

                                          \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\color{blue}{\left(2 \cdot \frac{{t}^{2}}{x} + \left(2 \cdot {t}^{2} + \frac{{\ell}^{2}}{x}\right)\right) - -1 \cdot \frac{2 \cdot {t}^{2} + {\ell}^{2}}{x}}}} \]
                                        4. Step-by-step derivation
                                          1. Applied rewrites80.5%

                                            \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\color{blue}{\mathsf{fma}\left(\frac{t \cdot t}{x}, 2, \mathsf{fma}\left(t \cdot t, 2, \frac{\ell \cdot \ell}{x}\right)\right) - \frac{-\mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)}{x}}}} \]
                                          2. Taylor expanded in x around -inf

                                            \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{-1 \cdot \frac{\left(-2 \cdot {t}^{2} + -1 \cdot {\ell}^{2}\right) - \left(2 \cdot {t}^{2} + {\ell}^{2}\right)}{x} + \color{blue}{2 \cdot {t}^{2}}}} \]
                                          3. Step-by-step derivation
                                            1. Applied rewrites80.5%

                                              \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\mathsf{fma}\left(2 \cdot t, \color{blue}{t}, -\frac{\left(-\mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)\right) - \mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)}{x}\right)}} \]

                                            if 3.79999999999999975e23 < t

                                            1. Initial program 41.0%

                                              \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                                            2. Add Preprocessing
                                            3. Taylor expanded in l around 0

                                              \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\left(t \cdot \sqrt{2}\right) \cdot \sqrt{\frac{1 + x}{x - 1}}}} \]
                                            4. Step-by-step derivation
                                              1. Applied rewrites90.6%

                                                \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\sqrt{\frac{1 + x}{x - 1}} \cdot \left(\sqrt{2} \cdot t\right)}} \]
                                            5. Recombined 4 regimes into one program.
                                            6. Final simplification49.6%

                                              \[\leadsto \begin{array}{l} \mathbf{if}\;t \leq 8.8 \cdot 10^{-255}:\\ \;\;\;\;\frac{\sqrt{2} \cdot t}{\sqrt{\frac{\frac{2}{x} - -2}{x}} \cdot \ell}\\ \mathbf{elif}\;t \leq 1.85 \cdot 10^{-200}:\\ \;\;\;\;\frac{\sqrt{2} \cdot t}{\mathsf{fma}\left(\frac{\mathsf{fma}\left(2 \cdot t, t, \mathsf{fma}\left(\ell, \ell, \mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)\right)\right)}{\left(\sqrt{2} \cdot x\right) \cdot t}, 0.5, \sqrt{2} \cdot t\right)}\\ \mathbf{elif}\;t \leq 3.8 \cdot 10^{+23}:\\ \;\;\;\;\frac{\sqrt{2} \cdot t}{\sqrt{\mathsf{fma}\left(2 \cdot t, t, \frac{\mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right) + \mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)}{x}\right)}}\\ \mathbf{else}:\\ \;\;\;\;\frac{\sqrt{2} \cdot t}{\sqrt{\frac{1 + x}{x - 1}} \cdot \left(\sqrt{2} \cdot t\right)}\\ \end{array} \]
                                            7. Add Preprocessing

                                            Alternative 5: 79.5% accurate, 0.9× speedup?

                                            \[\begin{array}{l} l_m = \left|\ell\right| \\ t\_m = \left|t\right| \\ t\_s = \mathsf{copysign}\left(1, t\right) \\ \begin{array}{l} t_2 := \sqrt{2} \cdot t\_m\\ t\_s \cdot \begin{array}{l} \mathbf{if}\;l\_m \cdot l\_m \leq 4 \cdot 10^{+79}:\\ \;\;\;\;\frac{t\_2}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\_m\right) \cdot \sqrt{2}}\\ \mathbf{elif}\;l\_m \cdot l\_m \leq 10^{+269}:\\ \;\;\;\;\frac{t\_2}{\sqrt{\mathsf{fma}\left(2 \cdot t\_m, t\_m, \frac{-2 \cdot \left(l\_m \cdot l\_m\right)}{-x}\right)}}\\ \mathbf{else}:\\ \;\;\;\;\frac{t\_2}{\sqrt{\frac{\frac{2}{x} - -2}{x}} \cdot l\_m}\\ \end{array} \end{array} \end{array} \]
                                            l_m = (fabs.f64 l)
                                            t\_m = (fabs.f64 t)
                                            t\_s = (copysign.f64 #s(literal 1 binary64) t)
                                            (FPCore (t_s x l_m t_m)
                                             :precision binary64
                                             (let* ((t_2 (* (sqrt 2.0) t_m)))
                                               (*
                                                t_s
                                                (if (<= (* l_m l_m) 4e+79)
                                                  (/ t_2 (* (* (sqrt (/ (- x -1.0) (- x 1.0))) t_m) (sqrt 2.0)))
                                                  (if (<= (* l_m l_m) 1e+269)
                                                    (/ t_2 (sqrt (fma (* 2.0 t_m) t_m (/ (* -2.0 (* l_m l_m)) (- x)))))
                                                    (/ t_2 (* (sqrt (/ (- (/ 2.0 x) -2.0) x)) l_m)))))))
                                            l_m = fabs(l);
                                            t\_m = fabs(t);
                                            t\_s = copysign(1.0, t);
                                            double code(double t_s, double x, double l_m, double t_m) {
                                            	double t_2 = sqrt(2.0) * t_m;
                                            	double tmp;
                                            	if ((l_m * l_m) <= 4e+79) {
                                            		tmp = t_2 / ((sqrt(((x - -1.0) / (x - 1.0))) * t_m) * sqrt(2.0));
                                            	} else if ((l_m * l_m) <= 1e+269) {
                                            		tmp = t_2 / sqrt(fma((2.0 * t_m), t_m, ((-2.0 * (l_m * l_m)) / -x)));
                                            	} else {
                                            		tmp = t_2 / (sqrt((((2.0 / x) - -2.0) / x)) * l_m);
                                            	}
                                            	return t_s * tmp;
                                            }
                                            
                                            l_m = abs(l)
                                            t\_m = abs(t)
                                            t\_s = copysign(1.0, t)
                                            function code(t_s, x, l_m, t_m)
                                            	t_2 = Float64(sqrt(2.0) * t_m)
                                            	tmp = 0.0
                                            	if (Float64(l_m * l_m) <= 4e+79)
                                            		tmp = Float64(t_2 / Float64(Float64(sqrt(Float64(Float64(x - -1.0) / Float64(x - 1.0))) * t_m) * sqrt(2.0)));
                                            	elseif (Float64(l_m * l_m) <= 1e+269)
                                            		tmp = Float64(t_2 / sqrt(fma(Float64(2.0 * t_m), t_m, Float64(Float64(-2.0 * Float64(l_m * l_m)) / Float64(-x)))));
                                            	else
                                            		tmp = Float64(t_2 / Float64(sqrt(Float64(Float64(Float64(2.0 / x) - -2.0) / x)) * l_m));
                                            	end
                                            	return Float64(t_s * tmp)
                                            end
                                            
                                            l_m = N[Abs[l], $MachinePrecision]
                                            t\_m = N[Abs[t], $MachinePrecision]
                                            t\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[t]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
                                            code[t$95$s_, x_, l$95$m_, t$95$m_] := Block[{t$95$2 = N[(N[Sqrt[2.0], $MachinePrecision] * t$95$m), $MachinePrecision]}, N[(t$95$s * If[LessEqual[N[(l$95$m * l$95$m), $MachinePrecision], 4e+79], N[(t$95$2 / N[(N[(N[Sqrt[N[(N[(x - -1.0), $MachinePrecision] / N[(x - 1.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * t$95$m), $MachinePrecision] * N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[N[(l$95$m * l$95$m), $MachinePrecision], 1e+269], N[(t$95$2 / N[Sqrt[N[(N[(2.0 * t$95$m), $MachinePrecision] * t$95$m + N[(N[(-2.0 * N[(l$95$m * l$95$m), $MachinePrecision]), $MachinePrecision] / (-x)), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision], N[(t$95$2 / N[(N[Sqrt[N[(N[(N[(2.0 / x), $MachinePrecision] - -2.0), $MachinePrecision] / x), $MachinePrecision]], $MachinePrecision] * l$95$m), $MachinePrecision]), $MachinePrecision]]]), $MachinePrecision]]
                                            
                                            \begin{array}{l}
                                            l_m = \left|\ell\right|
                                            \\
                                            t\_m = \left|t\right|
                                            \\
                                            t\_s = \mathsf{copysign}\left(1, t\right)
                                            
                                            \\
                                            \begin{array}{l}
                                            t_2 := \sqrt{2} \cdot t\_m\\
                                            t\_s \cdot \begin{array}{l}
                                            \mathbf{if}\;l\_m \cdot l\_m \leq 4 \cdot 10^{+79}:\\
                                            \;\;\;\;\frac{t\_2}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\_m\right) \cdot \sqrt{2}}\\
                                            
                                            \mathbf{elif}\;l\_m \cdot l\_m \leq 10^{+269}:\\
                                            \;\;\;\;\frac{t\_2}{\sqrt{\mathsf{fma}\left(2 \cdot t\_m, t\_m, \frac{-2 \cdot \left(l\_m \cdot l\_m\right)}{-x}\right)}}\\
                                            
                                            \mathbf{else}:\\
                                            \;\;\;\;\frac{t\_2}{\sqrt{\frac{\frac{2}{x} - -2}{x}} \cdot l\_m}\\
                                            
                                            
                                            \end{array}
                                            \end{array}
                                            \end{array}
                                            
                                            Derivation
                                            1. Split input into 3 regimes
                                            2. if (*.f64 l l) < 3.99999999999999987e79

                                              1. Initial program 50.2%

                                                \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                                              2. Add Preprocessing
                                              3. Taylor expanded in l around 0

                                                \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\left(t \cdot \sqrt{2}\right) \cdot \sqrt{\frac{1 + x}{x - 1}}}} \]
                                              4. Step-by-step derivation
                                                1. Applied rewrites46.3%

                                                  \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\sqrt{\frac{1 + x}{x - 1}} \cdot \left(\sqrt{2} \cdot t\right)}} \]
                                                2. Step-by-step derivation
                                                  1. Applied rewrites46.3%

                                                    \[\leadsto \frac{\sqrt{2} \cdot t}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\right) \cdot \color{blue}{\sqrt{2}}} \]

                                                  if 3.99999999999999987e79 < (*.f64 l l) < 1e269

                                                  1. Initial program 21.4%

                                                    \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                                                  2. Add Preprocessing
                                                  3. Taylor expanded in x around inf

                                                    \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\color{blue}{\left(2 \cdot \frac{{t}^{2}}{x} + \left(2 \cdot {t}^{2} + \frac{{\ell}^{2}}{x}\right)\right) - -1 \cdot \frac{2 \cdot {t}^{2} + {\ell}^{2}}{x}}}} \]
                                                  4. Step-by-step derivation
                                                    1. Applied rewrites75.5%

                                                      \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\color{blue}{\mathsf{fma}\left(\frac{t \cdot t}{x}, 2, \mathsf{fma}\left(t \cdot t, 2, \frac{\ell \cdot \ell}{x}\right)\right) - \frac{-\mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)}{x}}}} \]
                                                    2. Taylor expanded in x around -inf

                                                      \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{-1 \cdot \frac{\left(-2 \cdot {t}^{2} + -1 \cdot {\ell}^{2}\right) - \left(2 \cdot {t}^{2} + {\ell}^{2}\right)}{x} + \color{blue}{2 \cdot {t}^{2}}}} \]
                                                    3. Step-by-step derivation
                                                      1. Applied rewrites75.5%

                                                        \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\mathsf{fma}\left(2 \cdot t, \color{blue}{t}, -\frac{\left(-\mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)\right) - \mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)}{x}\right)}} \]
                                                      2. Taylor expanded in l around inf

                                                        \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\mathsf{fma}\left(2 \cdot t, t, -\frac{-2 \cdot {\ell}^{2}}{x}\right)}} \]
                                                      3. Step-by-step derivation
                                                        1. Applied rewrites75.7%

                                                          \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\mathsf{fma}\left(2 \cdot t, t, -\frac{-2 \cdot \left(\ell \cdot \ell\right)}{x}\right)}} \]

                                                        if 1e269 < (*.f64 l l)

                                                        1. Initial program 0.3%

                                                          \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                                                        2. Add Preprocessing
                                                        3. Taylor expanded in l around inf

                                                          \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\ell \cdot \sqrt{\left(\frac{1}{x - 1} + \frac{x}{x - 1}\right) - 1}}} \]
                                                        4. Step-by-step derivation
                                                          1. Applied rewrites2.7%

                                                            \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\sqrt{\frac{1 + x}{x - 1} - 1} \cdot \ell}} \]
                                                          2. Taylor expanded in x around inf

                                                            \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\frac{2 + 2 \cdot \frac{1}{x}}{x}} \cdot \ell} \]
                                                          3. Step-by-step derivation
                                                            1. Applied rewrites43.4%

                                                              \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\frac{\frac{2}{x} - -2}{x}} \cdot \ell} \]
                                                          4. Recombined 3 regimes into one program.
                                                          5. Final simplification49.9%

                                                            \[\leadsto \begin{array}{l} \mathbf{if}\;\ell \cdot \ell \leq 4 \cdot 10^{+79}:\\ \;\;\;\;\frac{\sqrt{2} \cdot t}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\right) \cdot \sqrt{2}}\\ \mathbf{elif}\;\ell \cdot \ell \leq 10^{+269}:\\ \;\;\;\;\frac{\sqrt{2} \cdot t}{\sqrt{\mathsf{fma}\left(2 \cdot t, t, \frac{-2 \cdot \left(\ell \cdot \ell\right)}{-x}\right)}}\\ \mathbf{else}:\\ \;\;\;\;\frac{\sqrt{2} \cdot t}{\sqrt{\frac{\frac{2}{x} - -2}{x}} \cdot \ell}\\ \end{array} \]
                                                          6. Add Preprocessing

                                                          Alternative 6: 79.5% accurate, 1.0× speedup?

                                                          \[\begin{array}{l} l_m = \left|\ell\right| \\ t\_m = \left|t\right| \\ t\_s = \mathsf{copysign}\left(1, t\right) \\ \begin{array}{l} t_2 := \sqrt{2} \cdot t\_m\\ t\_s \cdot \begin{array}{l} \mathbf{if}\;l\_m \leq 3.8 \cdot 10^{+40}:\\ \;\;\;\;\frac{t\_2}{\sqrt{\frac{1 + x}{x - 1}} \cdot t\_2}\\ \mathbf{elif}\;l\_m \leq 1.75 \cdot 10^{+135}:\\ \;\;\;\;\frac{t\_2}{\sqrt{\mathsf{fma}\left(2 \cdot t\_m, t\_m, \frac{-2 \cdot \left(l\_m \cdot l\_m\right)}{-x}\right)}}\\ \mathbf{else}:\\ \;\;\;\;\frac{t\_2}{\sqrt{\frac{\frac{2}{x} - -2}{x}} \cdot l\_m}\\ \end{array} \end{array} \end{array} \]
                                                          l_m = (fabs.f64 l)
                                                          t\_m = (fabs.f64 t)
                                                          t\_s = (copysign.f64 #s(literal 1 binary64) t)
                                                          (FPCore (t_s x l_m t_m)
                                                           :precision binary64
                                                           (let* ((t_2 (* (sqrt 2.0) t_m)))
                                                             (*
                                                              t_s
                                                              (if (<= l_m 3.8e+40)
                                                                (/ t_2 (* (sqrt (/ (+ 1.0 x) (- x 1.0))) t_2))
                                                                (if (<= l_m 1.75e+135)
                                                                  (/ t_2 (sqrt (fma (* 2.0 t_m) t_m (/ (* -2.0 (* l_m l_m)) (- x)))))
                                                                  (/ t_2 (* (sqrt (/ (- (/ 2.0 x) -2.0) x)) l_m)))))))
                                                          l_m = fabs(l);
                                                          t\_m = fabs(t);
                                                          t\_s = copysign(1.0, t);
                                                          double code(double t_s, double x, double l_m, double t_m) {
                                                          	double t_2 = sqrt(2.0) * t_m;
                                                          	double tmp;
                                                          	if (l_m <= 3.8e+40) {
                                                          		tmp = t_2 / (sqrt(((1.0 + x) / (x - 1.0))) * t_2);
                                                          	} else if (l_m <= 1.75e+135) {
                                                          		tmp = t_2 / sqrt(fma((2.0 * t_m), t_m, ((-2.0 * (l_m * l_m)) / -x)));
                                                          	} else {
                                                          		tmp = t_2 / (sqrt((((2.0 / x) - -2.0) / x)) * l_m);
                                                          	}
                                                          	return t_s * tmp;
                                                          }
                                                          
                                                          l_m = abs(l)
                                                          t\_m = abs(t)
                                                          t\_s = copysign(1.0, t)
                                                          function code(t_s, x, l_m, t_m)
                                                          	t_2 = Float64(sqrt(2.0) * t_m)
                                                          	tmp = 0.0
                                                          	if (l_m <= 3.8e+40)
                                                          		tmp = Float64(t_2 / Float64(sqrt(Float64(Float64(1.0 + x) / Float64(x - 1.0))) * t_2));
                                                          	elseif (l_m <= 1.75e+135)
                                                          		tmp = Float64(t_2 / sqrt(fma(Float64(2.0 * t_m), t_m, Float64(Float64(-2.0 * Float64(l_m * l_m)) / Float64(-x)))));
                                                          	else
                                                          		tmp = Float64(t_2 / Float64(sqrt(Float64(Float64(Float64(2.0 / x) - -2.0) / x)) * l_m));
                                                          	end
                                                          	return Float64(t_s * tmp)
                                                          end
                                                          
                                                          l_m = N[Abs[l], $MachinePrecision]
                                                          t\_m = N[Abs[t], $MachinePrecision]
                                                          t\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[t]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
                                                          code[t$95$s_, x_, l$95$m_, t$95$m_] := Block[{t$95$2 = N[(N[Sqrt[2.0], $MachinePrecision] * t$95$m), $MachinePrecision]}, N[(t$95$s * If[LessEqual[l$95$m, 3.8e+40], N[(t$95$2 / N[(N[Sqrt[N[(N[(1.0 + x), $MachinePrecision] / N[(x - 1.0), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * t$95$2), $MachinePrecision]), $MachinePrecision], If[LessEqual[l$95$m, 1.75e+135], N[(t$95$2 / N[Sqrt[N[(N[(2.0 * t$95$m), $MachinePrecision] * t$95$m + N[(N[(-2.0 * N[(l$95$m * l$95$m), $MachinePrecision]), $MachinePrecision] / (-x)), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision], N[(t$95$2 / N[(N[Sqrt[N[(N[(N[(2.0 / x), $MachinePrecision] - -2.0), $MachinePrecision] / x), $MachinePrecision]], $MachinePrecision] * l$95$m), $MachinePrecision]), $MachinePrecision]]]), $MachinePrecision]]
                                                          
                                                          \begin{array}{l}
                                                          l_m = \left|\ell\right|
                                                          \\
                                                          t\_m = \left|t\right|
                                                          \\
                                                          t\_s = \mathsf{copysign}\left(1, t\right)
                                                          
                                                          \\
                                                          \begin{array}{l}
                                                          t_2 := \sqrt{2} \cdot t\_m\\
                                                          t\_s \cdot \begin{array}{l}
                                                          \mathbf{if}\;l\_m \leq 3.8 \cdot 10^{+40}:\\
                                                          \;\;\;\;\frac{t\_2}{\sqrt{\frac{1 + x}{x - 1}} \cdot t\_2}\\
                                                          
                                                          \mathbf{elif}\;l\_m \leq 1.75 \cdot 10^{+135}:\\
                                                          \;\;\;\;\frac{t\_2}{\sqrt{\mathsf{fma}\left(2 \cdot t\_m, t\_m, \frac{-2 \cdot \left(l\_m \cdot l\_m\right)}{-x}\right)}}\\
                                                          
                                                          \mathbf{else}:\\
                                                          \;\;\;\;\frac{t\_2}{\sqrt{\frac{\frac{2}{x} - -2}{x}} \cdot l\_m}\\
                                                          
                                                          
                                                          \end{array}
                                                          \end{array}
                                                          \end{array}
                                                          
                                                          Derivation
                                                          1. Split input into 3 regimes
                                                          2. if l < 3.80000000000000004e40

                                                            1. Initial program 41.7%

                                                              \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                                                            2. Add Preprocessing
                                                            3. Taylor expanded in l around 0

                                                              \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\left(t \cdot \sqrt{2}\right) \cdot \sqrt{\frac{1 + x}{x - 1}}}} \]
                                                            4. Step-by-step derivation
                                                              1. Applied rewrites40.0%

                                                                \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\sqrt{\frac{1 + x}{x - 1}} \cdot \left(\sqrt{2} \cdot t\right)}} \]

                                                              if 3.80000000000000004e40 < l < 1.7500000000000001e135

                                                              1. Initial program 22.0%

                                                                \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                                                              2. Add Preprocessing
                                                              3. Taylor expanded in x around inf

                                                                \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\color{blue}{\left(2 \cdot \frac{{t}^{2}}{x} + \left(2 \cdot {t}^{2} + \frac{{\ell}^{2}}{x}\right)\right) - -1 \cdot \frac{2 \cdot {t}^{2} + {\ell}^{2}}{x}}}} \]
                                                              4. Step-by-step derivation
                                                                1. Applied rewrites75.2%

                                                                  \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\color{blue}{\mathsf{fma}\left(\frac{t \cdot t}{x}, 2, \mathsf{fma}\left(t \cdot t, 2, \frac{\ell \cdot \ell}{x}\right)\right) - \frac{-\mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)}{x}}}} \]
                                                                2. Taylor expanded in x around -inf

                                                                  \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{-1 \cdot \frac{\left(-2 \cdot {t}^{2} + -1 \cdot {\ell}^{2}\right) - \left(2 \cdot {t}^{2} + {\ell}^{2}\right)}{x} + \color{blue}{2 \cdot {t}^{2}}}} \]
                                                                3. Step-by-step derivation
                                                                  1. Applied rewrites75.2%

                                                                    \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\mathsf{fma}\left(2 \cdot t, \color{blue}{t}, -\frac{\left(-\mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)\right) - \mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)}{x}\right)}} \]
                                                                  2. Taylor expanded in l around inf

                                                                    \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\mathsf{fma}\left(2 \cdot t, t, -\frac{-2 \cdot {\ell}^{2}}{x}\right)}} \]
                                                                  3. Step-by-step derivation
                                                                    1. Applied rewrites75.4%

                                                                      \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\mathsf{fma}\left(2 \cdot t, t, -\frac{-2 \cdot \left(\ell \cdot \ell\right)}{x}\right)}} \]

                                                                    if 1.7500000000000001e135 < l

                                                                    1. Initial program 0.6%

                                                                      \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                                                                    2. Add Preprocessing
                                                                    3. Taylor expanded in l around inf

                                                                      \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\ell \cdot \sqrt{\left(\frac{1}{x - 1} + \frac{x}{x - 1}\right) - 1}}} \]
                                                                    4. Step-by-step derivation
                                                                      1. Applied rewrites4.1%

                                                                        \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\sqrt{\frac{1 + x}{x - 1} - 1} \cdot \ell}} \]
                                                                      2. Taylor expanded in x around inf

                                                                        \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\frac{2 + 2 \cdot \frac{1}{x}}{x}} \cdot \ell} \]
                                                                      3. Step-by-step derivation
                                                                        1. Applied rewrites58.5%

                                                                          \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\frac{\frac{2}{x} - -2}{x}} \cdot \ell} \]
                                                                      4. Recombined 3 regimes into one program.
                                                                      5. Final simplification44.6%

                                                                        \[\leadsto \begin{array}{l} \mathbf{if}\;\ell \leq 3.8 \cdot 10^{+40}:\\ \;\;\;\;\frac{\sqrt{2} \cdot t}{\sqrt{\frac{1 + x}{x - 1}} \cdot \left(\sqrt{2} \cdot t\right)}\\ \mathbf{elif}\;\ell \leq 1.75 \cdot 10^{+135}:\\ \;\;\;\;\frac{\sqrt{2} \cdot t}{\sqrt{\mathsf{fma}\left(2 \cdot t, t, \frac{-2 \cdot \left(\ell \cdot \ell\right)}{-x}\right)}}\\ \mathbf{else}:\\ \;\;\;\;\frac{\sqrt{2} \cdot t}{\sqrt{\frac{\frac{2}{x} - -2}{x}} \cdot \ell}\\ \end{array} \]
                                                                      6. Add Preprocessing

                                                                      Alternative 7: 79.3% accurate, 1.0× speedup?

                                                                      \[\begin{array}{l} l_m = \left|\ell\right| \\ t\_m = \left|t\right| \\ t\_s = \mathsf{copysign}\left(1, t\right) \\ \begin{array}{l} t_2 := \sqrt{2} \cdot t\_m\\ t\_s \cdot \begin{array}{l} \mathbf{if}\;l\_m \leq 3.8 \cdot 10^{+40}:\\ \;\;\;\;\frac{t\_m}{\sqrt{\left(x - -1\right) \cdot \frac{2}{x - 1}} \cdot t\_m} \cdot \sqrt{2}\\ \mathbf{elif}\;l\_m \leq 1.75 \cdot 10^{+135}:\\ \;\;\;\;\frac{t\_2}{\sqrt{\mathsf{fma}\left(2 \cdot t\_m, t\_m, \frac{-2 \cdot \left(l\_m \cdot l\_m\right)}{-x}\right)}}\\ \mathbf{else}:\\ \;\;\;\;\frac{t\_2}{\sqrt{\frac{\frac{2}{x} - -2}{x}} \cdot l\_m}\\ \end{array} \end{array} \end{array} \]
                                                                      l_m = (fabs.f64 l)
                                                                      t\_m = (fabs.f64 t)
                                                                      t\_s = (copysign.f64 #s(literal 1 binary64) t)
                                                                      (FPCore (t_s x l_m t_m)
                                                                       :precision binary64
                                                                       (let* ((t_2 (* (sqrt 2.0) t_m)))
                                                                         (*
                                                                          t_s
                                                                          (if (<= l_m 3.8e+40)
                                                                            (* (/ t_m (* (sqrt (* (- x -1.0) (/ 2.0 (- x 1.0)))) t_m)) (sqrt 2.0))
                                                                            (if (<= l_m 1.75e+135)
                                                                              (/ t_2 (sqrt (fma (* 2.0 t_m) t_m (/ (* -2.0 (* l_m l_m)) (- x)))))
                                                                              (/ t_2 (* (sqrt (/ (- (/ 2.0 x) -2.0) x)) l_m)))))))
                                                                      l_m = fabs(l);
                                                                      t\_m = fabs(t);
                                                                      t\_s = copysign(1.0, t);
                                                                      double code(double t_s, double x, double l_m, double t_m) {
                                                                      	double t_2 = sqrt(2.0) * t_m;
                                                                      	double tmp;
                                                                      	if (l_m <= 3.8e+40) {
                                                                      		tmp = (t_m / (sqrt(((x - -1.0) * (2.0 / (x - 1.0)))) * t_m)) * sqrt(2.0);
                                                                      	} else if (l_m <= 1.75e+135) {
                                                                      		tmp = t_2 / sqrt(fma((2.0 * t_m), t_m, ((-2.0 * (l_m * l_m)) / -x)));
                                                                      	} else {
                                                                      		tmp = t_2 / (sqrt((((2.0 / x) - -2.0) / x)) * l_m);
                                                                      	}
                                                                      	return t_s * tmp;
                                                                      }
                                                                      
                                                                      l_m = abs(l)
                                                                      t\_m = abs(t)
                                                                      t\_s = copysign(1.0, t)
                                                                      function code(t_s, x, l_m, t_m)
                                                                      	t_2 = Float64(sqrt(2.0) * t_m)
                                                                      	tmp = 0.0
                                                                      	if (l_m <= 3.8e+40)
                                                                      		tmp = Float64(Float64(t_m / Float64(sqrt(Float64(Float64(x - -1.0) * Float64(2.0 / Float64(x - 1.0)))) * t_m)) * sqrt(2.0));
                                                                      	elseif (l_m <= 1.75e+135)
                                                                      		tmp = Float64(t_2 / sqrt(fma(Float64(2.0 * t_m), t_m, Float64(Float64(-2.0 * Float64(l_m * l_m)) / Float64(-x)))));
                                                                      	else
                                                                      		tmp = Float64(t_2 / Float64(sqrt(Float64(Float64(Float64(2.0 / x) - -2.0) / x)) * l_m));
                                                                      	end
                                                                      	return Float64(t_s * tmp)
                                                                      end
                                                                      
                                                                      l_m = N[Abs[l], $MachinePrecision]
                                                                      t\_m = N[Abs[t], $MachinePrecision]
                                                                      t\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[t]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
                                                                      code[t$95$s_, x_, l$95$m_, t$95$m_] := Block[{t$95$2 = N[(N[Sqrt[2.0], $MachinePrecision] * t$95$m), $MachinePrecision]}, N[(t$95$s * If[LessEqual[l$95$m, 3.8e+40], N[(N[(t$95$m / N[(N[Sqrt[N[(N[(x - -1.0), $MachinePrecision] * N[(2.0 / N[(x - 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * t$95$m), $MachinePrecision]), $MachinePrecision] * N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision], If[LessEqual[l$95$m, 1.75e+135], N[(t$95$2 / N[Sqrt[N[(N[(2.0 * t$95$m), $MachinePrecision] * t$95$m + N[(N[(-2.0 * N[(l$95$m * l$95$m), $MachinePrecision]), $MachinePrecision] / (-x)), $MachinePrecision]), $MachinePrecision]], $MachinePrecision]), $MachinePrecision], N[(t$95$2 / N[(N[Sqrt[N[(N[(N[(2.0 / x), $MachinePrecision] - -2.0), $MachinePrecision] / x), $MachinePrecision]], $MachinePrecision] * l$95$m), $MachinePrecision]), $MachinePrecision]]]), $MachinePrecision]]
                                                                      
                                                                      \begin{array}{l}
                                                                      l_m = \left|\ell\right|
                                                                      \\
                                                                      t\_m = \left|t\right|
                                                                      \\
                                                                      t\_s = \mathsf{copysign}\left(1, t\right)
                                                                      
                                                                      \\
                                                                      \begin{array}{l}
                                                                      t_2 := \sqrt{2} \cdot t\_m\\
                                                                      t\_s \cdot \begin{array}{l}
                                                                      \mathbf{if}\;l\_m \leq 3.8 \cdot 10^{+40}:\\
                                                                      \;\;\;\;\frac{t\_m}{\sqrt{\left(x - -1\right) \cdot \frac{2}{x - 1}} \cdot t\_m} \cdot \sqrt{2}\\
                                                                      
                                                                      \mathbf{elif}\;l\_m \leq 1.75 \cdot 10^{+135}:\\
                                                                      \;\;\;\;\frac{t\_2}{\sqrt{\mathsf{fma}\left(2 \cdot t\_m, t\_m, \frac{-2 \cdot \left(l\_m \cdot l\_m\right)}{-x}\right)}}\\
                                                                      
                                                                      \mathbf{else}:\\
                                                                      \;\;\;\;\frac{t\_2}{\sqrt{\frac{\frac{2}{x} - -2}{x}} \cdot l\_m}\\
                                                                      
                                                                      
                                                                      \end{array}
                                                                      \end{array}
                                                                      \end{array}
                                                                      
                                                                      Derivation
                                                                      1. Split input into 3 regimes
                                                                      2. if l < 3.80000000000000004e40

                                                                        1. Initial program 41.7%

                                                                          \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                                                                        2. Add Preprocessing
                                                                        3. Taylor expanded in l around 0

                                                                          \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\left(t \cdot \sqrt{2}\right) \cdot \sqrt{\frac{1 + x}{x - 1}}}} \]
                                                                        4. Step-by-step derivation
                                                                          1. Applied rewrites40.0%

                                                                            \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\sqrt{\frac{1 + x}{x - 1}} \cdot \left(\sqrt{2} \cdot t\right)}} \]
                                                                          2. Step-by-step derivation
                                                                            1. Applied rewrites40.0%

                                                                              \[\leadsto \frac{\sqrt{2} \cdot t}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\right) \cdot \color{blue}{\sqrt{2}}} \]
                                                                            2. Step-by-step derivation
                                                                              1. lift-/.f64N/A

                                                                                \[\leadsto \color{blue}{\frac{\sqrt{2} \cdot t}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\right) \cdot \sqrt{2}}} \]
                                                                              2. lift-*.f64N/A

                                                                                \[\leadsto \frac{\color{blue}{\sqrt{2} \cdot t}}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\right) \cdot \sqrt{2}} \]
                                                                              3. associate-/l*N/A

                                                                                \[\leadsto \color{blue}{\sqrt{2} \cdot \frac{t}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\right) \cdot \sqrt{2}}} \]
                                                                              4. *-commutativeN/A

                                                                                \[\leadsto \color{blue}{\frac{t}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\right) \cdot \sqrt{2}} \cdot \sqrt{2}} \]
                                                                              5. lower-*.f64N/A

                                                                                \[\leadsto \color{blue}{\frac{t}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\right) \cdot \sqrt{2}} \cdot \sqrt{2}} \]
                                                                            3. Applied rewrites39.9%

                                                                              \[\leadsto \color{blue}{\frac{t}{\sqrt{\left(x - -1\right) \cdot \frac{2}{x - 1}} \cdot t} \cdot \sqrt{2}} \]

                                                                            if 3.80000000000000004e40 < l < 1.7500000000000001e135

                                                                            1. Initial program 22.0%

                                                                              \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                                                                            2. Add Preprocessing
                                                                            3. Taylor expanded in x around inf

                                                                              \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\color{blue}{\left(2 \cdot \frac{{t}^{2}}{x} + \left(2 \cdot {t}^{2} + \frac{{\ell}^{2}}{x}\right)\right) - -1 \cdot \frac{2 \cdot {t}^{2} + {\ell}^{2}}{x}}}} \]
                                                                            4. Step-by-step derivation
                                                                              1. Applied rewrites75.2%

                                                                                \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\color{blue}{\mathsf{fma}\left(\frac{t \cdot t}{x}, 2, \mathsf{fma}\left(t \cdot t, 2, \frac{\ell \cdot \ell}{x}\right)\right) - \frac{-\mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)}{x}}}} \]
                                                                              2. Taylor expanded in x around -inf

                                                                                \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{-1 \cdot \frac{\left(-2 \cdot {t}^{2} + -1 \cdot {\ell}^{2}\right) - \left(2 \cdot {t}^{2} + {\ell}^{2}\right)}{x} + \color{blue}{2 \cdot {t}^{2}}}} \]
                                                                              3. Step-by-step derivation
                                                                                1. Applied rewrites75.2%

                                                                                  \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\mathsf{fma}\left(2 \cdot t, \color{blue}{t}, -\frac{\left(-\mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)\right) - \mathsf{fma}\left(t \cdot t, 2, \ell \cdot \ell\right)}{x}\right)}} \]
                                                                                2. Taylor expanded in l around inf

                                                                                  \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\mathsf{fma}\left(2 \cdot t, t, -\frac{-2 \cdot {\ell}^{2}}{x}\right)}} \]
                                                                                3. Step-by-step derivation
                                                                                  1. Applied rewrites75.4%

                                                                                    \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\mathsf{fma}\left(2 \cdot t, t, -\frac{-2 \cdot \left(\ell \cdot \ell\right)}{x}\right)}} \]

                                                                                  if 1.7500000000000001e135 < l

                                                                                  1. Initial program 0.6%

                                                                                    \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                                                                                  2. Add Preprocessing
                                                                                  3. Taylor expanded in l around inf

                                                                                    \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\ell \cdot \sqrt{\left(\frac{1}{x - 1} + \frac{x}{x - 1}\right) - 1}}} \]
                                                                                  4. Step-by-step derivation
                                                                                    1. Applied rewrites4.1%

                                                                                      \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\sqrt{\frac{1 + x}{x - 1} - 1} \cdot \ell}} \]
                                                                                    2. Taylor expanded in x around inf

                                                                                      \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\frac{2 + 2 \cdot \frac{1}{x}}{x}} \cdot \ell} \]
                                                                                    3. Step-by-step derivation
                                                                                      1. Applied rewrites58.5%

                                                                                        \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\frac{\frac{2}{x} - -2}{x}} \cdot \ell} \]
                                                                                    4. Recombined 3 regimes into one program.
                                                                                    5. Final simplification44.5%

                                                                                      \[\leadsto \begin{array}{l} \mathbf{if}\;\ell \leq 3.8 \cdot 10^{+40}:\\ \;\;\;\;\frac{t}{\sqrt{\left(x - -1\right) \cdot \frac{2}{x - 1}} \cdot t} \cdot \sqrt{2}\\ \mathbf{elif}\;\ell \leq 1.75 \cdot 10^{+135}:\\ \;\;\;\;\frac{\sqrt{2} \cdot t}{\sqrt{\mathsf{fma}\left(2 \cdot t, t, \frac{-2 \cdot \left(\ell \cdot \ell\right)}{-x}\right)}}\\ \mathbf{else}:\\ \;\;\;\;\frac{\sqrt{2} \cdot t}{\sqrt{\frac{\frac{2}{x} - -2}{x}} \cdot \ell}\\ \end{array} \]
                                                                                    6. Add Preprocessing

                                                                                    Alternative 8: 79.7% accurate, 1.1× speedup?

                                                                                    \[\begin{array}{l} l_m = \left|\ell\right| \\ t\_m = \left|t\right| \\ t\_s = \mathsf{copysign}\left(1, t\right) \\ t\_s \cdot \begin{array}{l} \mathbf{if}\;l\_m \cdot l\_m \leq 5 \cdot 10^{+270}:\\ \;\;\;\;\frac{t\_m}{\sqrt{\left(x - -1\right) \cdot \frac{2}{x - 1}} \cdot t\_m} \cdot \sqrt{2}\\ \mathbf{else}:\\ \;\;\;\;\frac{\sqrt{x}}{l\_m} \cdot t\_m\\ \end{array} \end{array} \]
                                                                                    l_m = (fabs.f64 l)
                                                                                    t\_m = (fabs.f64 t)
                                                                                    t\_s = (copysign.f64 #s(literal 1 binary64) t)
                                                                                    (FPCore (t_s x l_m t_m)
                                                                                     :precision binary64
                                                                                     (*
                                                                                      t_s
                                                                                      (if (<= (* l_m l_m) 5e+270)
                                                                                        (* (/ t_m (* (sqrt (* (- x -1.0) (/ 2.0 (- x 1.0)))) t_m)) (sqrt 2.0))
                                                                                        (* (/ (sqrt x) l_m) t_m))))
                                                                                    l_m = fabs(l);
                                                                                    t\_m = fabs(t);
                                                                                    t\_s = copysign(1.0, t);
                                                                                    double code(double t_s, double x, double l_m, double t_m) {
                                                                                    	double tmp;
                                                                                    	if ((l_m * l_m) <= 5e+270) {
                                                                                    		tmp = (t_m / (sqrt(((x - -1.0) * (2.0 / (x - 1.0)))) * t_m)) * sqrt(2.0);
                                                                                    	} else {
                                                                                    		tmp = (sqrt(x) / l_m) * t_m;
                                                                                    	}
                                                                                    	return t_s * tmp;
                                                                                    }
                                                                                    
                                                                                    l_m =     private
                                                                                    t\_m =     private
                                                                                    t\_s =     private
                                                                                    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(t_s, x, l_m, t_m)
                                                                                    use fmin_fmax_functions
                                                                                        real(8), intent (in) :: t_s
                                                                                        real(8), intent (in) :: x
                                                                                        real(8), intent (in) :: l_m
                                                                                        real(8), intent (in) :: t_m
                                                                                        real(8) :: tmp
                                                                                        if ((l_m * l_m) <= 5d+270) then
                                                                                            tmp = (t_m / (sqrt(((x - (-1.0d0)) * (2.0d0 / (x - 1.0d0)))) * t_m)) * sqrt(2.0d0)
                                                                                        else
                                                                                            tmp = (sqrt(x) / l_m) * t_m
                                                                                        end if
                                                                                        code = t_s * tmp
                                                                                    end function
                                                                                    
                                                                                    l_m = Math.abs(l);
                                                                                    t\_m = Math.abs(t);
                                                                                    t\_s = Math.copySign(1.0, t);
                                                                                    public static double code(double t_s, double x, double l_m, double t_m) {
                                                                                    	double tmp;
                                                                                    	if ((l_m * l_m) <= 5e+270) {
                                                                                    		tmp = (t_m / (Math.sqrt(((x - -1.0) * (2.0 / (x - 1.0)))) * t_m)) * Math.sqrt(2.0);
                                                                                    	} else {
                                                                                    		tmp = (Math.sqrt(x) / l_m) * t_m;
                                                                                    	}
                                                                                    	return t_s * tmp;
                                                                                    }
                                                                                    
                                                                                    l_m = math.fabs(l)
                                                                                    t\_m = math.fabs(t)
                                                                                    t\_s = math.copysign(1.0, t)
                                                                                    def code(t_s, x, l_m, t_m):
                                                                                    	tmp = 0
                                                                                    	if (l_m * l_m) <= 5e+270:
                                                                                    		tmp = (t_m / (math.sqrt(((x - -1.0) * (2.0 / (x - 1.0)))) * t_m)) * math.sqrt(2.0)
                                                                                    	else:
                                                                                    		tmp = (math.sqrt(x) / l_m) * t_m
                                                                                    	return t_s * tmp
                                                                                    
                                                                                    l_m = abs(l)
                                                                                    t\_m = abs(t)
                                                                                    t\_s = copysign(1.0, t)
                                                                                    function code(t_s, x, l_m, t_m)
                                                                                    	tmp = 0.0
                                                                                    	if (Float64(l_m * l_m) <= 5e+270)
                                                                                    		tmp = Float64(Float64(t_m / Float64(sqrt(Float64(Float64(x - -1.0) * Float64(2.0 / Float64(x - 1.0)))) * t_m)) * sqrt(2.0));
                                                                                    	else
                                                                                    		tmp = Float64(Float64(sqrt(x) / l_m) * t_m);
                                                                                    	end
                                                                                    	return Float64(t_s * tmp)
                                                                                    end
                                                                                    
                                                                                    l_m = abs(l);
                                                                                    t\_m = abs(t);
                                                                                    t\_s = sign(t) * abs(1.0);
                                                                                    function tmp_2 = code(t_s, x, l_m, t_m)
                                                                                    	tmp = 0.0;
                                                                                    	if ((l_m * l_m) <= 5e+270)
                                                                                    		tmp = (t_m / (sqrt(((x - -1.0) * (2.0 / (x - 1.0)))) * t_m)) * sqrt(2.0);
                                                                                    	else
                                                                                    		tmp = (sqrt(x) / l_m) * t_m;
                                                                                    	end
                                                                                    	tmp_2 = t_s * tmp;
                                                                                    end
                                                                                    
                                                                                    l_m = N[Abs[l], $MachinePrecision]
                                                                                    t\_m = N[Abs[t], $MachinePrecision]
                                                                                    t\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[t]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
                                                                                    code[t$95$s_, x_, l$95$m_, t$95$m_] := N[(t$95$s * If[LessEqual[N[(l$95$m * l$95$m), $MachinePrecision], 5e+270], N[(N[(t$95$m / N[(N[Sqrt[N[(N[(x - -1.0), $MachinePrecision] * N[(2.0 / N[(x - 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * t$95$m), $MachinePrecision]), $MachinePrecision] * N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision], N[(N[(N[Sqrt[x], $MachinePrecision] / l$95$m), $MachinePrecision] * t$95$m), $MachinePrecision]]), $MachinePrecision]
                                                                                    
                                                                                    \begin{array}{l}
                                                                                    l_m = \left|\ell\right|
                                                                                    \\
                                                                                    t\_m = \left|t\right|
                                                                                    \\
                                                                                    t\_s = \mathsf{copysign}\left(1, t\right)
                                                                                    
                                                                                    \\
                                                                                    t\_s \cdot \begin{array}{l}
                                                                                    \mathbf{if}\;l\_m \cdot l\_m \leq 5 \cdot 10^{+270}:\\
                                                                                    \;\;\;\;\frac{t\_m}{\sqrt{\left(x - -1\right) \cdot \frac{2}{x - 1}} \cdot t\_m} \cdot \sqrt{2}\\
                                                                                    
                                                                                    \mathbf{else}:\\
                                                                                    \;\;\;\;\frac{\sqrt{x}}{l\_m} \cdot t\_m\\
                                                                                    
                                                                                    
                                                                                    \end{array}
                                                                                    \end{array}
                                                                                    
                                                                                    Derivation
                                                                                    1. Split input into 2 regimes
                                                                                    2. if (*.f64 l l) < 4.99999999999999976e270

                                                                                      1. Initial program 44.9%

                                                                                        \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                                                                                      2. Add Preprocessing
                                                                                      3. Taylor expanded in l around 0

                                                                                        \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\left(t \cdot \sqrt{2}\right) \cdot \sqrt{\frac{1 + x}{x - 1}}}} \]
                                                                                      4. Step-by-step derivation
                                                                                        1. Applied rewrites44.7%

                                                                                          \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\sqrt{\frac{1 + x}{x - 1}} \cdot \left(\sqrt{2} \cdot t\right)}} \]
                                                                                        2. Step-by-step derivation
                                                                                          1. Applied rewrites44.7%

                                                                                            \[\leadsto \frac{\sqrt{2} \cdot t}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\right) \cdot \color{blue}{\sqrt{2}}} \]
                                                                                          2. Step-by-step derivation
                                                                                            1. lift-/.f64N/A

                                                                                              \[\leadsto \color{blue}{\frac{\sqrt{2} \cdot t}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\right) \cdot \sqrt{2}}} \]
                                                                                            2. lift-*.f64N/A

                                                                                              \[\leadsto \frac{\color{blue}{\sqrt{2} \cdot t}}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\right) \cdot \sqrt{2}} \]
                                                                                            3. associate-/l*N/A

                                                                                              \[\leadsto \color{blue}{\sqrt{2} \cdot \frac{t}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\right) \cdot \sqrt{2}}} \]
                                                                                            4. *-commutativeN/A

                                                                                              \[\leadsto \color{blue}{\frac{t}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\right) \cdot \sqrt{2}} \cdot \sqrt{2}} \]
                                                                                            5. lower-*.f64N/A

                                                                                              \[\leadsto \color{blue}{\frac{t}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\right) \cdot \sqrt{2}} \cdot \sqrt{2}} \]
                                                                                          3. Applied rewrites44.6%

                                                                                            \[\leadsto \color{blue}{\frac{t}{\sqrt{\left(x - -1\right) \cdot \frac{2}{x - 1}} \cdot t} \cdot \sqrt{2}} \]

                                                                                          if 4.99999999999999976e270 < (*.f64 l l)

                                                                                          1. Initial program 0.3%

                                                                                            \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                                                                                          2. Add Preprocessing
                                                                                          3. Taylor expanded in l around inf

                                                                                            \[\leadsto \color{blue}{\frac{t \cdot \sqrt{2}}{\ell} \cdot \sqrt{\frac{1}{\left(\frac{1}{x - 1} + \frac{x}{x - 1}\right) - 1}}} \]
                                                                                          4. Step-by-step derivation
                                                                                            1. Applied rewrites2.2%

                                                                                              \[\leadsto \color{blue}{\sqrt{\frac{1}{\frac{1 + x}{x - 1} - 1}} \cdot \frac{\sqrt{2} \cdot t}{\ell}} \]
                                                                                            2. Taylor expanded in x around inf

                                                                                              \[\leadsto \frac{t \cdot \left(\sqrt{\frac{1}{2}} \cdot \sqrt{2}\right)}{\ell} \cdot \color{blue}{\sqrt{x}} \]
                                                                                            3. Step-by-step derivation
                                                                                              1. Applied rewrites43.6%

                                                                                                \[\leadsto \frac{\left(\left(t \cdot \sqrt{0.5}\right) \cdot \sqrt{2}\right) \cdot \sqrt{x}}{\color{blue}{\ell}} \]
                                                                                              2. Step-by-step derivation
                                                                                                1. Applied rewrites43.8%

                                                                                                  \[\leadsto \color{blue}{\frac{\sqrt{x}}{\ell} \cdot \left(1 \cdot t\right)} \]
                                                                                              3. Recombined 2 regimes into one program.
                                                                                              4. Final simplification44.4%

                                                                                                \[\leadsto \begin{array}{l} \mathbf{if}\;\ell \cdot \ell \leq 5 \cdot 10^{+270}:\\ \;\;\;\;\frac{t}{\sqrt{\left(x - -1\right) \cdot \frac{2}{x - 1}} \cdot t} \cdot \sqrt{2}\\ \mathbf{else}:\\ \;\;\;\;\frac{\sqrt{x}}{\ell} \cdot t\\ \end{array} \]
                                                                                              5. Add Preprocessing

                                                                                              Alternative 9: 79.7% accurate, 1.1× speedup?

                                                                                              \[\begin{array}{l} l_m = \left|\ell\right| \\ t\_m = \left|t\right| \\ t\_s = \mathsf{copysign}\left(1, t\right) \\ t\_s \cdot \begin{array}{l} \mathbf{if}\;l\_m \cdot l\_m \leq 5 \cdot 10^{+270}:\\ \;\;\;\;t\_m \cdot \frac{\sqrt{2}}{\sqrt{\frac{x - -1}{x - 1} \cdot 2} \cdot t\_m}\\ \mathbf{else}:\\ \;\;\;\;\frac{\sqrt{x}}{l\_m} \cdot t\_m\\ \end{array} \end{array} \]
                                                                                              l_m = (fabs.f64 l)
                                                                                              t\_m = (fabs.f64 t)
                                                                                              t\_s = (copysign.f64 #s(literal 1 binary64) t)
                                                                                              (FPCore (t_s x l_m t_m)
                                                                                               :precision binary64
                                                                                               (*
                                                                                                t_s
                                                                                                (if (<= (* l_m l_m) 5e+270)
                                                                                                  (* t_m (/ (sqrt 2.0) (* (sqrt (* (/ (- x -1.0) (- x 1.0)) 2.0)) t_m)))
                                                                                                  (* (/ (sqrt x) l_m) t_m))))
                                                                                              l_m = fabs(l);
                                                                                              t\_m = fabs(t);
                                                                                              t\_s = copysign(1.0, t);
                                                                                              double code(double t_s, double x, double l_m, double t_m) {
                                                                                              	double tmp;
                                                                                              	if ((l_m * l_m) <= 5e+270) {
                                                                                              		tmp = t_m * (sqrt(2.0) / (sqrt((((x - -1.0) / (x - 1.0)) * 2.0)) * t_m));
                                                                                              	} else {
                                                                                              		tmp = (sqrt(x) / l_m) * t_m;
                                                                                              	}
                                                                                              	return t_s * tmp;
                                                                                              }
                                                                                              
                                                                                              l_m =     private
                                                                                              t\_m =     private
                                                                                              t\_s =     private
                                                                                              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(t_s, x, l_m, t_m)
                                                                                              use fmin_fmax_functions
                                                                                                  real(8), intent (in) :: t_s
                                                                                                  real(8), intent (in) :: x
                                                                                                  real(8), intent (in) :: l_m
                                                                                                  real(8), intent (in) :: t_m
                                                                                                  real(8) :: tmp
                                                                                                  if ((l_m * l_m) <= 5d+270) then
                                                                                                      tmp = t_m * (sqrt(2.0d0) / (sqrt((((x - (-1.0d0)) / (x - 1.0d0)) * 2.0d0)) * t_m))
                                                                                                  else
                                                                                                      tmp = (sqrt(x) / l_m) * t_m
                                                                                                  end if
                                                                                                  code = t_s * tmp
                                                                                              end function
                                                                                              
                                                                                              l_m = Math.abs(l);
                                                                                              t\_m = Math.abs(t);
                                                                                              t\_s = Math.copySign(1.0, t);
                                                                                              public static double code(double t_s, double x, double l_m, double t_m) {
                                                                                              	double tmp;
                                                                                              	if ((l_m * l_m) <= 5e+270) {
                                                                                              		tmp = t_m * (Math.sqrt(2.0) / (Math.sqrt((((x - -1.0) / (x - 1.0)) * 2.0)) * t_m));
                                                                                              	} else {
                                                                                              		tmp = (Math.sqrt(x) / l_m) * t_m;
                                                                                              	}
                                                                                              	return t_s * tmp;
                                                                                              }
                                                                                              
                                                                                              l_m = math.fabs(l)
                                                                                              t\_m = math.fabs(t)
                                                                                              t\_s = math.copysign(1.0, t)
                                                                                              def code(t_s, x, l_m, t_m):
                                                                                              	tmp = 0
                                                                                              	if (l_m * l_m) <= 5e+270:
                                                                                              		tmp = t_m * (math.sqrt(2.0) / (math.sqrt((((x - -1.0) / (x - 1.0)) * 2.0)) * t_m))
                                                                                              	else:
                                                                                              		tmp = (math.sqrt(x) / l_m) * t_m
                                                                                              	return t_s * tmp
                                                                                              
                                                                                              l_m = abs(l)
                                                                                              t\_m = abs(t)
                                                                                              t\_s = copysign(1.0, t)
                                                                                              function code(t_s, x, l_m, t_m)
                                                                                              	tmp = 0.0
                                                                                              	if (Float64(l_m * l_m) <= 5e+270)
                                                                                              		tmp = Float64(t_m * Float64(sqrt(2.0) / Float64(sqrt(Float64(Float64(Float64(x - -1.0) / Float64(x - 1.0)) * 2.0)) * t_m)));
                                                                                              	else
                                                                                              		tmp = Float64(Float64(sqrt(x) / l_m) * t_m);
                                                                                              	end
                                                                                              	return Float64(t_s * tmp)
                                                                                              end
                                                                                              
                                                                                              l_m = abs(l);
                                                                                              t\_m = abs(t);
                                                                                              t\_s = sign(t) * abs(1.0);
                                                                                              function tmp_2 = code(t_s, x, l_m, t_m)
                                                                                              	tmp = 0.0;
                                                                                              	if ((l_m * l_m) <= 5e+270)
                                                                                              		tmp = t_m * (sqrt(2.0) / (sqrt((((x - -1.0) / (x - 1.0)) * 2.0)) * t_m));
                                                                                              	else
                                                                                              		tmp = (sqrt(x) / l_m) * t_m;
                                                                                              	end
                                                                                              	tmp_2 = t_s * tmp;
                                                                                              end
                                                                                              
                                                                                              l_m = N[Abs[l], $MachinePrecision]
                                                                                              t\_m = N[Abs[t], $MachinePrecision]
                                                                                              t\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[t]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
                                                                                              code[t$95$s_, x_, l$95$m_, t$95$m_] := N[(t$95$s * If[LessEqual[N[(l$95$m * l$95$m), $MachinePrecision], 5e+270], N[(t$95$m * N[(N[Sqrt[2.0], $MachinePrecision] / N[(N[Sqrt[N[(N[(N[(x - -1.0), $MachinePrecision] / N[(x - 1.0), $MachinePrecision]), $MachinePrecision] * 2.0), $MachinePrecision]], $MachinePrecision] * t$95$m), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[Sqrt[x], $MachinePrecision] / l$95$m), $MachinePrecision] * t$95$m), $MachinePrecision]]), $MachinePrecision]
                                                                                              
                                                                                              \begin{array}{l}
                                                                                              l_m = \left|\ell\right|
                                                                                              \\
                                                                                              t\_m = \left|t\right|
                                                                                              \\
                                                                                              t\_s = \mathsf{copysign}\left(1, t\right)
                                                                                              
                                                                                              \\
                                                                                              t\_s \cdot \begin{array}{l}
                                                                                              \mathbf{if}\;l\_m \cdot l\_m \leq 5 \cdot 10^{+270}:\\
                                                                                              \;\;\;\;t\_m \cdot \frac{\sqrt{2}}{\sqrt{\frac{x - -1}{x - 1} \cdot 2} \cdot t\_m}\\
                                                                                              
                                                                                              \mathbf{else}:\\
                                                                                              \;\;\;\;\frac{\sqrt{x}}{l\_m} \cdot t\_m\\
                                                                                              
                                                                                              
                                                                                              \end{array}
                                                                                              \end{array}
                                                                                              
                                                                                              Derivation
                                                                                              1. Split input into 2 regimes
                                                                                              2. if (*.f64 l l) < 4.99999999999999976e270

                                                                                                1. Initial program 44.9%

                                                                                                  \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                                                                                                2. Add Preprocessing
                                                                                                3. Taylor expanded in l around 0

                                                                                                  \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\left(t \cdot \sqrt{2}\right) \cdot \sqrt{\frac{1 + x}{x - 1}}}} \]
                                                                                                4. Step-by-step derivation
                                                                                                  1. Applied rewrites44.7%

                                                                                                    \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\sqrt{\frac{1 + x}{x - 1}} \cdot \left(\sqrt{2} \cdot t\right)}} \]
                                                                                                  2. Step-by-step derivation
                                                                                                    1. lift-/.f64N/A

                                                                                                      \[\leadsto \color{blue}{\frac{\sqrt{2} \cdot t}{\sqrt{\frac{1 + x}{x - 1}} \cdot \left(\sqrt{2} \cdot t\right)}} \]
                                                                                                    2. lift-*.f64N/A

                                                                                                      \[\leadsto \frac{\color{blue}{\sqrt{2} \cdot t}}{\sqrt{\frac{1 + x}{x - 1}} \cdot \left(\sqrt{2} \cdot t\right)} \]
                                                                                                    3. *-commutativeN/A

                                                                                                      \[\leadsto \frac{\color{blue}{t \cdot \sqrt{2}}}{\sqrt{\frac{1 + x}{x - 1}} \cdot \left(\sqrt{2} \cdot t\right)} \]
                                                                                                    4. associate-/l*N/A

                                                                                                      \[\leadsto \color{blue}{t \cdot \frac{\sqrt{2}}{\sqrt{\frac{1 + x}{x - 1}} \cdot \left(\sqrt{2} \cdot t\right)}} \]
                                                                                                    5. lower-*.f64N/A

                                                                                                      \[\leadsto \color{blue}{t \cdot \frac{\sqrt{2}}{\sqrt{\frac{1 + x}{x - 1}} \cdot \left(\sqrt{2} \cdot t\right)}} \]
                                                                                                    6. lower-/.f6444.5

                                                                                                      \[\leadsto t \cdot \color{blue}{\frac{\sqrt{2}}{\sqrt{\frac{1 + x}{x - 1}} \cdot \left(\sqrt{2} \cdot t\right)}} \]
                                                                                                  3. Applied rewrites44.5%

                                                                                                    \[\leadsto \color{blue}{t \cdot \frac{\sqrt{2}}{\sqrt{\frac{x - -1}{x - 1} \cdot 2} \cdot t}} \]

                                                                                                  if 4.99999999999999976e270 < (*.f64 l l)

                                                                                                  1. Initial program 0.3%

                                                                                                    \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                                                                                                  2. Add Preprocessing
                                                                                                  3. Taylor expanded in l around inf

                                                                                                    \[\leadsto \color{blue}{\frac{t \cdot \sqrt{2}}{\ell} \cdot \sqrt{\frac{1}{\left(\frac{1}{x - 1} + \frac{x}{x - 1}\right) - 1}}} \]
                                                                                                  4. Step-by-step derivation
                                                                                                    1. Applied rewrites2.2%

                                                                                                      \[\leadsto \color{blue}{\sqrt{\frac{1}{\frac{1 + x}{x - 1} - 1}} \cdot \frac{\sqrt{2} \cdot t}{\ell}} \]
                                                                                                    2. Taylor expanded in x around inf

                                                                                                      \[\leadsto \frac{t \cdot \left(\sqrt{\frac{1}{2}} \cdot \sqrt{2}\right)}{\ell} \cdot \color{blue}{\sqrt{x}} \]
                                                                                                    3. Step-by-step derivation
                                                                                                      1. Applied rewrites43.6%

                                                                                                        \[\leadsto \frac{\left(\left(t \cdot \sqrt{0.5}\right) \cdot \sqrt{2}\right) \cdot \sqrt{x}}{\color{blue}{\ell}} \]
                                                                                                      2. Step-by-step derivation
                                                                                                        1. Applied rewrites43.8%

                                                                                                          \[\leadsto \color{blue}{\frac{\sqrt{x}}{\ell} \cdot \left(1 \cdot t\right)} \]
                                                                                                      3. Recombined 2 regimes into one program.
                                                                                                      4. Final simplification44.4%

                                                                                                        \[\leadsto \begin{array}{l} \mathbf{if}\;\ell \cdot \ell \leq 5 \cdot 10^{+270}:\\ \;\;\;\;t \cdot \frac{\sqrt{2}}{\sqrt{\frac{x - -1}{x - 1} \cdot 2} \cdot t}\\ \mathbf{else}:\\ \;\;\;\;\frac{\sqrt{x}}{\ell} \cdot t\\ \end{array} \]
                                                                                                      5. Add Preprocessing

                                                                                                      Alternative 10: 79.9% accurate, 1.2× speedup?

                                                                                                      \[\begin{array}{l} l_m = \left|\ell\right| \\ t\_m = \left|t\right| \\ t\_s = \mathsf{copysign}\left(1, t\right) \\ t\_s \cdot \begin{array}{l} \mathbf{if}\;l\_m \leq 1.9 \cdot 10^{+138}:\\ \;\;\;\;\frac{t\_m}{\sqrt{\left(x - -1\right) \cdot \frac{2}{x - 1}} \cdot t\_m} \cdot \sqrt{2}\\ \mathbf{else}:\\ \;\;\;\;\frac{\sqrt{2} \cdot t\_m}{\sqrt{\frac{\frac{2}{x} - -2}{x}} \cdot l\_m}\\ \end{array} \end{array} \]
                                                                                                      l_m = (fabs.f64 l)
                                                                                                      t\_m = (fabs.f64 t)
                                                                                                      t\_s = (copysign.f64 #s(literal 1 binary64) t)
                                                                                                      (FPCore (t_s x l_m t_m)
                                                                                                       :precision binary64
                                                                                                       (*
                                                                                                        t_s
                                                                                                        (if (<= l_m 1.9e+138)
                                                                                                          (* (/ t_m (* (sqrt (* (- x -1.0) (/ 2.0 (- x 1.0)))) t_m)) (sqrt 2.0))
                                                                                                          (/ (* (sqrt 2.0) t_m) (* (sqrt (/ (- (/ 2.0 x) -2.0) x)) l_m)))))
                                                                                                      l_m = fabs(l);
                                                                                                      t\_m = fabs(t);
                                                                                                      t\_s = copysign(1.0, t);
                                                                                                      double code(double t_s, double x, double l_m, double t_m) {
                                                                                                      	double tmp;
                                                                                                      	if (l_m <= 1.9e+138) {
                                                                                                      		tmp = (t_m / (sqrt(((x - -1.0) * (2.0 / (x - 1.0)))) * t_m)) * sqrt(2.0);
                                                                                                      	} else {
                                                                                                      		tmp = (sqrt(2.0) * t_m) / (sqrt((((2.0 / x) - -2.0) / x)) * l_m);
                                                                                                      	}
                                                                                                      	return t_s * tmp;
                                                                                                      }
                                                                                                      
                                                                                                      l_m =     private
                                                                                                      t\_m =     private
                                                                                                      t\_s =     private
                                                                                                      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(t_s, x, l_m, t_m)
                                                                                                      use fmin_fmax_functions
                                                                                                          real(8), intent (in) :: t_s
                                                                                                          real(8), intent (in) :: x
                                                                                                          real(8), intent (in) :: l_m
                                                                                                          real(8), intent (in) :: t_m
                                                                                                          real(8) :: tmp
                                                                                                          if (l_m <= 1.9d+138) then
                                                                                                              tmp = (t_m / (sqrt(((x - (-1.0d0)) * (2.0d0 / (x - 1.0d0)))) * t_m)) * sqrt(2.0d0)
                                                                                                          else
                                                                                                              tmp = (sqrt(2.0d0) * t_m) / (sqrt((((2.0d0 / x) - (-2.0d0)) / x)) * l_m)
                                                                                                          end if
                                                                                                          code = t_s * tmp
                                                                                                      end function
                                                                                                      
                                                                                                      l_m = Math.abs(l);
                                                                                                      t\_m = Math.abs(t);
                                                                                                      t\_s = Math.copySign(1.0, t);
                                                                                                      public static double code(double t_s, double x, double l_m, double t_m) {
                                                                                                      	double tmp;
                                                                                                      	if (l_m <= 1.9e+138) {
                                                                                                      		tmp = (t_m / (Math.sqrt(((x - -1.0) * (2.0 / (x - 1.0)))) * t_m)) * Math.sqrt(2.0);
                                                                                                      	} else {
                                                                                                      		tmp = (Math.sqrt(2.0) * t_m) / (Math.sqrt((((2.0 / x) - -2.0) / x)) * l_m);
                                                                                                      	}
                                                                                                      	return t_s * tmp;
                                                                                                      }
                                                                                                      
                                                                                                      l_m = math.fabs(l)
                                                                                                      t\_m = math.fabs(t)
                                                                                                      t\_s = math.copysign(1.0, t)
                                                                                                      def code(t_s, x, l_m, t_m):
                                                                                                      	tmp = 0
                                                                                                      	if l_m <= 1.9e+138:
                                                                                                      		tmp = (t_m / (math.sqrt(((x - -1.0) * (2.0 / (x - 1.0)))) * t_m)) * math.sqrt(2.0)
                                                                                                      	else:
                                                                                                      		tmp = (math.sqrt(2.0) * t_m) / (math.sqrt((((2.0 / x) - -2.0) / x)) * l_m)
                                                                                                      	return t_s * tmp
                                                                                                      
                                                                                                      l_m = abs(l)
                                                                                                      t\_m = abs(t)
                                                                                                      t\_s = copysign(1.0, t)
                                                                                                      function code(t_s, x, l_m, t_m)
                                                                                                      	tmp = 0.0
                                                                                                      	if (l_m <= 1.9e+138)
                                                                                                      		tmp = Float64(Float64(t_m / Float64(sqrt(Float64(Float64(x - -1.0) * Float64(2.0 / Float64(x - 1.0)))) * t_m)) * sqrt(2.0));
                                                                                                      	else
                                                                                                      		tmp = Float64(Float64(sqrt(2.0) * t_m) / Float64(sqrt(Float64(Float64(Float64(2.0 / x) - -2.0) / x)) * l_m));
                                                                                                      	end
                                                                                                      	return Float64(t_s * tmp)
                                                                                                      end
                                                                                                      
                                                                                                      l_m = abs(l);
                                                                                                      t\_m = abs(t);
                                                                                                      t\_s = sign(t) * abs(1.0);
                                                                                                      function tmp_2 = code(t_s, x, l_m, t_m)
                                                                                                      	tmp = 0.0;
                                                                                                      	if (l_m <= 1.9e+138)
                                                                                                      		tmp = (t_m / (sqrt(((x - -1.0) * (2.0 / (x - 1.0)))) * t_m)) * sqrt(2.0);
                                                                                                      	else
                                                                                                      		tmp = (sqrt(2.0) * t_m) / (sqrt((((2.0 / x) - -2.0) / x)) * l_m);
                                                                                                      	end
                                                                                                      	tmp_2 = t_s * tmp;
                                                                                                      end
                                                                                                      
                                                                                                      l_m = N[Abs[l], $MachinePrecision]
                                                                                                      t\_m = N[Abs[t], $MachinePrecision]
                                                                                                      t\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[t]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
                                                                                                      code[t$95$s_, x_, l$95$m_, t$95$m_] := N[(t$95$s * If[LessEqual[l$95$m, 1.9e+138], N[(N[(t$95$m / N[(N[Sqrt[N[(N[(x - -1.0), $MachinePrecision] * N[(2.0 / N[(x - 1.0), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * t$95$m), $MachinePrecision]), $MachinePrecision] * N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision], N[(N[(N[Sqrt[2.0], $MachinePrecision] * t$95$m), $MachinePrecision] / N[(N[Sqrt[N[(N[(N[(2.0 / x), $MachinePrecision] - -2.0), $MachinePrecision] / x), $MachinePrecision]], $MachinePrecision] * l$95$m), $MachinePrecision]), $MachinePrecision]]), $MachinePrecision]
                                                                                                      
                                                                                                      \begin{array}{l}
                                                                                                      l_m = \left|\ell\right|
                                                                                                      \\
                                                                                                      t\_m = \left|t\right|
                                                                                                      \\
                                                                                                      t\_s = \mathsf{copysign}\left(1, t\right)
                                                                                                      
                                                                                                      \\
                                                                                                      t\_s \cdot \begin{array}{l}
                                                                                                      \mathbf{if}\;l\_m \leq 1.9 \cdot 10^{+138}:\\
                                                                                                      \;\;\;\;\frac{t\_m}{\sqrt{\left(x - -1\right) \cdot \frac{2}{x - 1}} \cdot t\_m} \cdot \sqrt{2}\\
                                                                                                      
                                                                                                      \mathbf{else}:\\
                                                                                                      \;\;\;\;\frac{\sqrt{2} \cdot t\_m}{\sqrt{\frac{\frac{2}{x} - -2}{x}} \cdot l\_m}\\
                                                                                                      
                                                                                                      
                                                                                                      \end{array}
                                                                                                      \end{array}
                                                                                                      
                                                                                                      Derivation
                                                                                                      1. Split input into 2 regimes
                                                                                                      2. if l < 1.90000000000000006e138

                                                                                                        1. Initial program 39.8%

                                                                                                          \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                                                                                                        2. Add Preprocessing
                                                                                                        3. Taylor expanded in l around 0

                                                                                                          \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\left(t \cdot \sqrt{2}\right) \cdot \sqrt{\frac{1 + x}{x - 1}}}} \]
                                                                                                        4. Step-by-step derivation
                                                                                                          1. Applied rewrites40.4%

                                                                                                            \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\sqrt{\frac{1 + x}{x - 1}} \cdot \left(\sqrt{2} \cdot t\right)}} \]
                                                                                                          2. Step-by-step derivation
                                                                                                            1. Applied rewrites40.4%

                                                                                                              \[\leadsto \frac{\sqrt{2} \cdot t}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\right) \cdot \color{blue}{\sqrt{2}}} \]
                                                                                                            2. Step-by-step derivation
                                                                                                              1. lift-/.f64N/A

                                                                                                                \[\leadsto \color{blue}{\frac{\sqrt{2} \cdot t}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\right) \cdot \sqrt{2}}} \]
                                                                                                              2. lift-*.f64N/A

                                                                                                                \[\leadsto \frac{\color{blue}{\sqrt{2} \cdot t}}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\right) \cdot \sqrt{2}} \]
                                                                                                              3. associate-/l*N/A

                                                                                                                \[\leadsto \color{blue}{\sqrt{2} \cdot \frac{t}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\right) \cdot \sqrt{2}}} \]
                                                                                                              4. *-commutativeN/A

                                                                                                                \[\leadsto \color{blue}{\frac{t}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\right) \cdot \sqrt{2}} \cdot \sqrt{2}} \]
                                                                                                              5. lower-*.f64N/A

                                                                                                                \[\leadsto \color{blue}{\frac{t}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\right) \cdot \sqrt{2}} \cdot \sqrt{2}} \]
                                                                                                            3. Applied rewrites40.3%

                                                                                                              \[\leadsto \color{blue}{\frac{t}{\sqrt{\left(x - -1\right) \cdot \frac{2}{x - 1}} \cdot t} \cdot \sqrt{2}} \]

                                                                                                            if 1.90000000000000006e138 < l

                                                                                                            1. Initial program 0.5%

                                                                                                              \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                                                                                                            2. Add Preprocessing
                                                                                                            3. Taylor expanded in l around inf

                                                                                                              \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\ell \cdot \sqrt{\left(\frac{1}{x - 1} + \frac{x}{x - 1}\right) - 1}}} \]
                                                                                                            4. Step-by-step derivation
                                                                                                              1. Applied rewrites4.1%

                                                                                                                \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\sqrt{\frac{1 + x}{x - 1} - 1} \cdot \ell}} \]
                                                                                                              2. Taylor expanded in x around inf

                                                                                                                \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\frac{2 + 2 \cdot \frac{1}{x}}{x}} \cdot \ell} \]
                                                                                                              3. Step-by-step derivation
                                                                                                                1. Applied rewrites60.7%

                                                                                                                  \[\leadsto \frac{\sqrt{2} \cdot t}{\sqrt{\frac{\frac{2}{x} - -2}{x}} \cdot \ell} \]
                                                                                                              4. Recombined 2 regimes into one program.
                                                                                                              5. Add Preprocessing

                                                                                                              Alternative 11: 79.0% accurate, 1.2× speedup?

                                                                                                              \[\begin{array}{l} l_m = \left|\ell\right| \\ t\_m = \left|t\right| \\ t\_s = \mathsf{copysign}\left(1, t\right) \\ t\_s \cdot \begin{array}{l} \mathbf{if}\;l\_m \cdot l\_m \leq 5 \cdot 10^{+270}:\\ \;\;\;\;\left(\sqrt{\frac{x - 1}{1 + x}} \cdot \sqrt{0.5}\right) \cdot \sqrt{2}\\ \mathbf{else}:\\ \;\;\;\;\frac{\sqrt{x}}{l\_m} \cdot t\_m\\ \end{array} \end{array} \]
                                                                                                              l_m = (fabs.f64 l)
                                                                                                              t\_m = (fabs.f64 t)
                                                                                                              t\_s = (copysign.f64 #s(literal 1 binary64) t)
                                                                                                              (FPCore (t_s x l_m t_m)
                                                                                                               :precision binary64
                                                                                                               (*
                                                                                                                t_s
                                                                                                                (if (<= (* l_m l_m) 5e+270)
                                                                                                                  (* (* (sqrt (/ (- x 1.0) (+ 1.0 x))) (sqrt 0.5)) (sqrt 2.0))
                                                                                                                  (* (/ (sqrt x) l_m) t_m))))
                                                                                                              l_m = fabs(l);
                                                                                                              t\_m = fabs(t);
                                                                                                              t\_s = copysign(1.0, t);
                                                                                                              double code(double t_s, double x, double l_m, double t_m) {
                                                                                                              	double tmp;
                                                                                                              	if ((l_m * l_m) <= 5e+270) {
                                                                                                              		tmp = (sqrt(((x - 1.0) / (1.0 + x))) * sqrt(0.5)) * sqrt(2.0);
                                                                                                              	} else {
                                                                                                              		tmp = (sqrt(x) / l_m) * t_m;
                                                                                                              	}
                                                                                                              	return t_s * tmp;
                                                                                                              }
                                                                                                              
                                                                                                              l_m =     private
                                                                                                              t\_m =     private
                                                                                                              t\_s =     private
                                                                                                              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(t_s, x, l_m, t_m)
                                                                                                              use fmin_fmax_functions
                                                                                                                  real(8), intent (in) :: t_s
                                                                                                                  real(8), intent (in) :: x
                                                                                                                  real(8), intent (in) :: l_m
                                                                                                                  real(8), intent (in) :: t_m
                                                                                                                  real(8) :: tmp
                                                                                                                  if ((l_m * l_m) <= 5d+270) then
                                                                                                                      tmp = (sqrt(((x - 1.0d0) / (1.0d0 + x))) * sqrt(0.5d0)) * sqrt(2.0d0)
                                                                                                                  else
                                                                                                                      tmp = (sqrt(x) / l_m) * t_m
                                                                                                                  end if
                                                                                                                  code = t_s * tmp
                                                                                                              end function
                                                                                                              
                                                                                                              l_m = Math.abs(l);
                                                                                                              t\_m = Math.abs(t);
                                                                                                              t\_s = Math.copySign(1.0, t);
                                                                                                              public static double code(double t_s, double x, double l_m, double t_m) {
                                                                                                              	double tmp;
                                                                                                              	if ((l_m * l_m) <= 5e+270) {
                                                                                                              		tmp = (Math.sqrt(((x - 1.0) / (1.0 + x))) * Math.sqrt(0.5)) * Math.sqrt(2.0);
                                                                                                              	} else {
                                                                                                              		tmp = (Math.sqrt(x) / l_m) * t_m;
                                                                                                              	}
                                                                                                              	return t_s * tmp;
                                                                                                              }
                                                                                                              
                                                                                                              l_m = math.fabs(l)
                                                                                                              t\_m = math.fabs(t)
                                                                                                              t\_s = math.copysign(1.0, t)
                                                                                                              def code(t_s, x, l_m, t_m):
                                                                                                              	tmp = 0
                                                                                                              	if (l_m * l_m) <= 5e+270:
                                                                                                              		tmp = (math.sqrt(((x - 1.0) / (1.0 + x))) * math.sqrt(0.5)) * math.sqrt(2.0)
                                                                                                              	else:
                                                                                                              		tmp = (math.sqrt(x) / l_m) * t_m
                                                                                                              	return t_s * tmp
                                                                                                              
                                                                                                              l_m = abs(l)
                                                                                                              t\_m = abs(t)
                                                                                                              t\_s = copysign(1.0, t)
                                                                                                              function code(t_s, x, l_m, t_m)
                                                                                                              	tmp = 0.0
                                                                                                              	if (Float64(l_m * l_m) <= 5e+270)
                                                                                                              		tmp = Float64(Float64(sqrt(Float64(Float64(x - 1.0) / Float64(1.0 + x))) * sqrt(0.5)) * sqrt(2.0));
                                                                                                              	else
                                                                                                              		tmp = Float64(Float64(sqrt(x) / l_m) * t_m);
                                                                                                              	end
                                                                                                              	return Float64(t_s * tmp)
                                                                                                              end
                                                                                                              
                                                                                                              l_m = abs(l);
                                                                                                              t\_m = abs(t);
                                                                                                              t\_s = sign(t) * abs(1.0);
                                                                                                              function tmp_2 = code(t_s, x, l_m, t_m)
                                                                                                              	tmp = 0.0;
                                                                                                              	if ((l_m * l_m) <= 5e+270)
                                                                                                              		tmp = (sqrt(((x - 1.0) / (1.0 + x))) * sqrt(0.5)) * sqrt(2.0);
                                                                                                              	else
                                                                                                              		tmp = (sqrt(x) / l_m) * t_m;
                                                                                                              	end
                                                                                                              	tmp_2 = t_s * tmp;
                                                                                                              end
                                                                                                              
                                                                                                              l_m = N[Abs[l], $MachinePrecision]
                                                                                                              t\_m = N[Abs[t], $MachinePrecision]
                                                                                                              t\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[t]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
                                                                                                              code[t$95$s_, x_, l$95$m_, t$95$m_] := N[(t$95$s * If[LessEqual[N[(l$95$m * l$95$m), $MachinePrecision], 5e+270], N[(N[(N[Sqrt[N[(N[(x - 1.0), $MachinePrecision] / N[(1.0 + x), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * N[Sqrt[0.5], $MachinePrecision]), $MachinePrecision] * N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision], N[(N[(N[Sqrt[x], $MachinePrecision] / l$95$m), $MachinePrecision] * t$95$m), $MachinePrecision]]), $MachinePrecision]
                                                                                                              
                                                                                                              \begin{array}{l}
                                                                                                              l_m = \left|\ell\right|
                                                                                                              \\
                                                                                                              t\_m = \left|t\right|
                                                                                                              \\
                                                                                                              t\_s = \mathsf{copysign}\left(1, t\right)
                                                                                                              
                                                                                                              \\
                                                                                                              t\_s \cdot \begin{array}{l}
                                                                                                              \mathbf{if}\;l\_m \cdot l\_m \leq 5 \cdot 10^{+270}:\\
                                                                                                              \;\;\;\;\left(\sqrt{\frac{x - 1}{1 + x}} \cdot \sqrt{0.5}\right) \cdot \sqrt{2}\\
                                                                                                              
                                                                                                              \mathbf{else}:\\
                                                                                                              \;\;\;\;\frac{\sqrt{x}}{l\_m} \cdot t\_m\\
                                                                                                              
                                                                                                              
                                                                                                              \end{array}
                                                                                                              \end{array}
                                                                                                              
                                                                                                              Derivation
                                                                                                              1. Split input into 2 regimes
                                                                                                              2. if (*.f64 l l) < 4.99999999999999976e270

                                                                                                                1. Initial program 44.9%

                                                                                                                  \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                                                                                                                2. Add Preprocessing
                                                                                                                3. Taylor expanded in l around 0

                                                                                                                  \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\left(t \cdot \sqrt{2}\right) \cdot \sqrt{\frac{1 + x}{x - 1}}}} \]
                                                                                                                4. Step-by-step derivation
                                                                                                                  1. Applied rewrites44.7%

                                                                                                                    \[\leadsto \frac{\sqrt{2} \cdot t}{\color{blue}{\sqrt{\frac{1 + x}{x - 1}} \cdot \left(\sqrt{2} \cdot t\right)}} \]
                                                                                                                  2. Step-by-step derivation
                                                                                                                    1. Applied rewrites44.7%

                                                                                                                      \[\leadsto \frac{\sqrt{2} \cdot t}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\right) \cdot \color{blue}{\sqrt{2}}} \]
                                                                                                                    2. Step-by-step derivation
                                                                                                                      1. lift-/.f64N/A

                                                                                                                        \[\leadsto \color{blue}{\frac{\sqrt{2} \cdot t}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\right) \cdot \sqrt{2}}} \]
                                                                                                                      2. lift-*.f64N/A

                                                                                                                        \[\leadsto \frac{\color{blue}{\sqrt{2} \cdot t}}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\right) \cdot \sqrt{2}} \]
                                                                                                                      3. associate-/l*N/A

                                                                                                                        \[\leadsto \color{blue}{\sqrt{2} \cdot \frac{t}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\right) \cdot \sqrt{2}}} \]
                                                                                                                      4. *-commutativeN/A

                                                                                                                        \[\leadsto \color{blue}{\frac{t}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\right) \cdot \sqrt{2}} \cdot \sqrt{2}} \]
                                                                                                                      5. lower-*.f64N/A

                                                                                                                        \[\leadsto \color{blue}{\frac{t}{\left(\sqrt{\frac{x - -1}{x - 1}} \cdot t\right) \cdot \sqrt{2}} \cdot \sqrt{2}} \]
                                                                                                                    3. Applied rewrites44.6%

                                                                                                                      \[\leadsto \color{blue}{\frac{t}{\sqrt{\left(x - -1\right) \cdot \frac{2}{x - 1}} \cdot t} \cdot \sqrt{2}} \]
                                                                                                                    4. Taylor expanded in l around 0

                                                                                                                      \[\leadsto \color{blue}{\left(\sqrt{\frac{1}{2}} \cdot \sqrt{\frac{x - 1}{1 + x}}\right)} \cdot \sqrt{2} \]
                                                                                                                    5. Step-by-step derivation
                                                                                                                      1. Applied rewrites44.1%

                                                                                                                        \[\leadsto \color{blue}{\left(\sqrt{\frac{x - 1}{1 + x}} \cdot \sqrt{0.5}\right)} \cdot \sqrt{2} \]

                                                                                                                      if 4.99999999999999976e270 < (*.f64 l l)

                                                                                                                      1. Initial program 0.3%

                                                                                                                        \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                                                                                                                      2. Add Preprocessing
                                                                                                                      3. Taylor expanded in l around inf

                                                                                                                        \[\leadsto \color{blue}{\frac{t \cdot \sqrt{2}}{\ell} \cdot \sqrt{\frac{1}{\left(\frac{1}{x - 1} + \frac{x}{x - 1}\right) - 1}}} \]
                                                                                                                      4. Step-by-step derivation
                                                                                                                        1. Applied rewrites2.2%

                                                                                                                          \[\leadsto \color{blue}{\sqrt{\frac{1}{\frac{1 + x}{x - 1} - 1}} \cdot \frac{\sqrt{2} \cdot t}{\ell}} \]
                                                                                                                        2. Taylor expanded in x around inf

                                                                                                                          \[\leadsto \frac{t \cdot \left(\sqrt{\frac{1}{2}} \cdot \sqrt{2}\right)}{\ell} \cdot \color{blue}{\sqrt{x}} \]
                                                                                                                        3. Step-by-step derivation
                                                                                                                          1. Applied rewrites43.6%

                                                                                                                            \[\leadsto \frac{\left(\left(t \cdot \sqrt{0.5}\right) \cdot \sqrt{2}\right) \cdot \sqrt{x}}{\color{blue}{\ell}} \]
                                                                                                                          2. Step-by-step derivation
                                                                                                                            1. Applied rewrites43.8%

                                                                                                                              \[\leadsto \color{blue}{\frac{\sqrt{x}}{\ell} \cdot \left(1 \cdot t\right)} \]
                                                                                                                          3. Recombined 2 regimes into one program.
                                                                                                                          4. Final simplification44.0%

                                                                                                                            \[\leadsto \begin{array}{l} \mathbf{if}\;\ell \cdot \ell \leq 5 \cdot 10^{+270}:\\ \;\;\;\;\left(\sqrt{\frac{x - 1}{1 + x}} \cdot \sqrt{0.5}\right) \cdot \sqrt{2}\\ \mathbf{else}:\\ \;\;\;\;\frac{\sqrt{x}}{\ell} \cdot t\\ \end{array} \]
                                                                                                                          5. Add Preprocessing

                                                                                                                          Alternative 12: 79.0% accurate, 1.2× speedup?

                                                                                                                          \[\begin{array}{l} l_m = \left|\ell\right| \\ t\_m = \left|t\right| \\ t\_s = \mathsf{copysign}\left(1, t\right) \\ t\_s \cdot \begin{array}{l} \mathbf{if}\;l\_m \cdot l\_m \leq 5 \cdot 10^{+270}:\\ \;\;\;\;\sqrt{\frac{x - 1}{1 + x}} \cdot \left(\sqrt{0.5} \cdot \sqrt{2}\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{\sqrt{x}}{l\_m} \cdot t\_m\\ \end{array} \end{array} \]
                                                                                                                          l_m = (fabs.f64 l)
                                                                                                                          t\_m = (fabs.f64 t)
                                                                                                                          t\_s = (copysign.f64 #s(literal 1 binary64) t)
                                                                                                                          (FPCore (t_s x l_m t_m)
                                                                                                                           :precision binary64
                                                                                                                           (*
                                                                                                                            t_s
                                                                                                                            (if (<= (* l_m l_m) 5e+270)
                                                                                                                              (* (sqrt (/ (- x 1.0) (+ 1.0 x))) (* (sqrt 0.5) (sqrt 2.0)))
                                                                                                                              (* (/ (sqrt x) l_m) t_m))))
                                                                                                                          l_m = fabs(l);
                                                                                                                          t\_m = fabs(t);
                                                                                                                          t\_s = copysign(1.0, t);
                                                                                                                          double code(double t_s, double x, double l_m, double t_m) {
                                                                                                                          	double tmp;
                                                                                                                          	if ((l_m * l_m) <= 5e+270) {
                                                                                                                          		tmp = sqrt(((x - 1.0) / (1.0 + x))) * (sqrt(0.5) * sqrt(2.0));
                                                                                                                          	} else {
                                                                                                                          		tmp = (sqrt(x) / l_m) * t_m;
                                                                                                                          	}
                                                                                                                          	return t_s * tmp;
                                                                                                                          }
                                                                                                                          
                                                                                                                          l_m =     private
                                                                                                                          t\_m =     private
                                                                                                                          t\_s =     private
                                                                                                                          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(t_s, x, l_m, t_m)
                                                                                                                          use fmin_fmax_functions
                                                                                                                              real(8), intent (in) :: t_s
                                                                                                                              real(8), intent (in) :: x
                                                                                                                              real(8), intent (in) :: l_m
                                                                                                                              real(8), intent (in) :: t_m
                                                                                                                              real(8) :: tmp
                                                                                                                              if ((l_m * l_m) <= 5d+270) then
                                                                                                                                  tmp = sqrt(((x - 1.0d0) / (1.0d0 + x))) * (sqrt(0.5d0) * sqrt(2.0d0))
                                                                                                                              else
                                                                                                                                  tmp = (sqrt(x) / l_m) * t_m
                                                                                                                              end if
                                                                                                                              code = t_s * tmp
                                                                                                                          end function
                                                                                                                          
                                                                                                                          l_m = Math.abs(l);
                                                                                                                          t\_m = Math.abs(t);
                                                                                                                          t\_s = Math.copySign(1.0, t);
                                                                                                                          public static double code(double t_s, double x, double l_m, double t_m) {
                                                                                                                          	double tmp;
                                                                                                                          	if ((l_m * l_m) <= 5e+270) {
                                                                                                                          		tmp = Math.sqrt(((x - 1.0) / (1.0 + x))) * (Math.sqrt(0.5) * Math.sqrt(2.0));
                                                                                                                          	} else {
                                                                                                                          		tmp = (Math.sqrt(x) / l_m) * t_m;
                                                                                                                          	}
                                                                                                                          	return t_s * tmp;
                                                                                                                          }
                                                                                                                          
                                                                                                                          l_m = math.fabs(l)
                                                                                                                          t\_m = math.fabs(t)
                                                                                                                          t\_s = math.copysign(1.0, t)
                                                                                                                          def code(t_s, x, l_m, t_m):
                                                                                                                          	tmp = 0
                                                                                                                          	if (l_m * l_m) <= 5e+270:
                                                                                                                          		tmp = math.sqrt(((x - 1.0) / (1.0 + x))) * (math.sqrt(0.5) * math.sqrt(2.0))
                                                                                                                          	else:
                                                                                                                          		tmp = (math.sqrt(x) / l_m) * t_m
                                                                                                                          	return t_s * tmp
                                                                                                                          
                                                                                                                          l_m = abs(l)
                                                                                                                          t\_m = abs(t)
                                                                                                                          t\_s = copysign(1.0, t)
                                                                                                                          function code(t_s, x, l_m, t_m)
                                                                                                                          	tmp = 0.0
                                                                                                                          	if (Float64(l_m * l_m) <= 5e+270)
                                                                                                                          		tmp = Float64(sqrt(Float64(Float64(x - 1.0) / Float64(1.0 + x))) * Float64(sqrt(0.5) * sqrt(2.0)));
                                                                                                                          	else
                                                                                                                          		tmp = Float64(Float64(sqrt(x) / l_m) * t_m);
                                                                                                                          	end
                                                                                                                          	return Float64(t_s * tmp)
                                                                                                                          end
                                                                                                                          
                                                                                                                          l_m = abs(l);
                                                                                                                          t\_m = abs(t);
                                                                                                                          t\_s = sign(t) * abs(1.0);
                                                                                                                          function tmp_2 = code(t_s, x, l_m, t_m)
                                                                                                                          	tmp = 0.0;
                                                                                                                          	if ((l_m * l_m) <= 5e+270)
                                                                                                                          		tmp = sqrt(((x - 1.0) / (1.0 + x))) * (sqrt(0.5) * sqrt(2.0));
                                                                                                                          	else
                                                                                                                          		tmp = (sqrt(x) / l_m) * t_m;
                                                                                                                          	end
                                                                                                                          	tmp_2 = t_s * tmp;
                                                                                                                          end
                                                                                                                          
                                                                                                                          l_m = N[Abs[l], $MachinePrecision]
                                                                                                                          t\_m = N[Abs[t], $MachinePrecision]
                                                                                                                          t\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[t]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
                                                                                                                          code[t$95$s_, x_, l$95$m_, t$95$m_] := N[(t$95$s * If[LessEqual[N[(l$95$m * l$95$m), $MachinePrecision], 5e+270], N[(N[Sqrt[N[(N[(x - 1.0), $MachinePrecision] / N[(1.0 + x), $MachinePrecision]), $MachinePrecision]], $MachinePrecision] * N[(N[Sqrt[0.5], $MachinePrecision] * N[Sqrt[2.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(N[Sqrt[x], $MachinePrecision] / l$95$m), $MachinePrecision] * t$95$m), $MachinePrecision]]), $MachinePrecision]
                                                                                                                          
                                                                                                                          \begin{array}{l}
                                                                                                                          l_m = \left|\ell\right|
                                                                                                                          \\
                                                                                                                          t\_m = \left|t\right|
                                                                                                                          \\
                                                                                                                          t\_s = \mathsf{copysign}\left(1, t\right)
                                                                                                                          
                                                                                                                          \\
                                                                                                                          t\_s \cdot \begin{array}{l}
                                                                                                                          \mathbf{if}\;l\_m \cdot l\_m \leq 5 \cdot 10^{+270}:\\
                                                                                                                          \;\;\;\;\sqrt{\frac{x - 1}{1 + x}} \cdot \left(\sqrt{0.5} \cdot \sqrt{2}\right)\\
                                                                                                                          
                                                                                                                          \mathbf{else}:\\
                                                                                                                          \;\;\;\;\frac{\sqrt{x}}{l\_m} \cdot t\_m\\
                                                                                                                          
                                                                                                                          
                                                                                                                          \end{array}
                                                                                                                          \end{array}
                                                                                                                          
                                                                                                                          Derivation
                                                                                                                          1. Split input into 2 regimes
                                                                                                                          2. if (*.f64 l l) < 4.99999999999999976e270

                                                                                                                            1. Initial program 44.9%

                                                                                                                              \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                                                                                                                            2. Add Preprocessing
                                                                                                                            3. Taylor expanded in l around 0

                                                                                                                              \[\leadsto \color{blue}{\left(\sqrt{\frac{1}{2}} \cdot \sqrt{2}\right) \cdot \sqrt{\frac{x - 1}{1 + x}}} \]
                                                                                                                            4. Step-by-step derivation
                                                                                                                              1. Applied rewrites44.0%

                                                                                                                                \[\leadsto \color{blue}{\sqrt{\frac{x - 1}{1 + x}} \cdot \left(\sqrt{0.5} \cdot \sqrt{2}\right)} \]

                                                                                                                              if 4.99999999999999976e270 < (*.f64 l l)

                                                                                                                              1. Initial program 0.3%

                                                                                                                                \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                                                                                                                              2. Add Preprocessing
                                                                                                                              3. Taylor expanded in l around inf

                                                                                                                                \[\leadsto \color{blue}{\frac{t \cdot \sqrt{2}}{\ell} \cdot \sqrt{\frac{1}{\left(\frac{1}{x - 1} + \frac{x}{x - 1}\right) - 1}}} \]
                                                                                                                              4. Step-by-step derivation
                                                                                                                                1. Applied rewrites2.2%

                                                                                                                                  \[\leadsto \color{blue}{\sqrt{\frac{1}{\frac{1 + x}{x - 1} - 1}} \cdot \frac{\sqrt{2} \cdot t}{\ell}} \]
                                                                                                                                2. Taylor expanded in x around inf

                                                                                                                                  \[\leadsto \frac{t \cdot \left(\sqrt{\frac{1}{2}} \cdot \sqrt{2}\right)}{\ell} \cdot \color{blue}{\sqrt{x}} \]
                                                                                                                                3. Step-by-step derivation
                                                                                                                                  1. Applied rewrites43.6%

                                                                                                                                    \[\leadsto \frac{\left(\left(t \cdot \sqrt{0.5}\right) \cdot \sqrt{2}\right) \cdot \sqrt{x}}{\color{blue}{\ell}} \]
                                                                                                                                  2. Step-by-step derivation
                                                                                                                                    1. Applied rewrites43.8%

                                                                                                                                      \[\leadsto \color{blue}{\frac{\sqrt{x}}{\ell} \cdot \left(1 \cdot t\right)} \]
                                                                                                                                  3. Recombined 2 regimes into one program.
                                                                                                                                  4. Final simplification44.0%

                                                                                                                                    \[\leadsto \begin{array}{l} \mathbf{if}\;\ell \cdot \ell \leq 5 \cdot 10^{+270}:\\ \;\;\;\;\sqrt{\frac{x - 1}{1 + x}} \cdot \left(\sqrt{0.5} \cdot \sqrt{2}\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{\sqrt{x}}{\ell} \cdot t\\ \end{array} \]
                                                                                                                                  5. Add Preprocessing

                                                                                                                                  Alternative 13: 78.8% accurate, 2.2× speedup?

                                                                                                                                  \[\begin{array}{l} l_m = \left|\ell\right| \\ t\_m = \left|t\right| \\ t\_s = \mathsf{copysign}\left(1, t\right) \\ t\_s \cdot \begin{array}{l} \mathbf{if}\;l\_m \cdot l\_m \leq 5 \cdot 10^{+270}:\\ \;\;\;\;1\\ \mathbf{else}:\\ \;\;\;\;\frac{\sqrt{x}}{l\_m} \cdot t\_m\\ \end{array} \end{array} \]
                                                                                                                                  l_m = (fabs.f64 l)
                                                                                                                                  t\_m = (fabs.f64 t)
                                                                                                                                  t\_s = (copysign.f64 #s(literal 1 binary64) t)
                                                                                                                                  (FPCore (t_s x l_m t_m)
                                                                                                                                   :precision binary64
                                                                                                                                   (* t_s (if (<= (* l_m l_m) 5e+270) 1.0 (* (/ (sqrt x) l_m) t_m))))
                                                                                                                                  l_m = fabs(l);
                                                                                                                                  t\_m = fabs(t);
                                                                                                                                  t\_s = copysign(1.0, t);
                                                                                                                                  double code(double t_s, double x, double l_m, double t_m) {
                                                                                                                                  	double tmp;
                                                                                                                                  	if ((l_m * l_m) <= 5e+270) {
                                                                                                                                  		tmp = 1.0;
                                                                                                                                  	} else {
                                                                                                                                  		tmp = (sqrt(x) / l_m) * t_m;
                                                                                                                                  	}
                                                                                                                                  	return t_s * tmp;
                                                                                                                                  }
                                                                                                                                  
                                                                                                                                  l_m =     private
                                                                                                                                  t\_m =     private
                                                                                                                                  t\_s =     private
                                                                                                                                  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(t_s, x, l_m, t_m)
                                                                                                                                  use fmin_fmax_functions
                                                                                                                                      real(8), intent (in) :: t_s
                                                                                                                                      real(8), intent (in) :: x
                                                                                                                                      real(8), intent (in) :: l_m
                                                                                                                                      real(8), intent (in) :: t_m
                                                                                                                                      real(8) :: tmp
                                                                                                                                      if ((l_m * l_m) <= 5d+270) then
                                                                                                                                          tmp = 1.0d0
                                                                                                                                      else
                                                                                                                                          tmp = (sqrt(x) / l_m) * t_m
                                                                                                                                      end if
                                                                                                                                      code = t_s * tmp
                                                                                                                                  end function
                                                                                                                                  
                                                                                                                                  l_m = Math.abs(l);
                                                                                                                                  t\_m = Math.abs(t);
                                                                                                                                  t\_s = Math.copySign(1.0, t);
                                                                                                                                  public static double code(double t_s, double x, double l_m, double t_m) {
                                                                                                                                  	double tmp;
                                                                                                                                  	if ((l_m * l_m) <= 5e+270) {
                                                                                                                                  		tmp = 1.0;
                                                                                                                                  	} else {
                                                                                                                                  		tmp = (Math.sqrt(x) / l_m) * t_m;
                                                                                                                                  	}
                                                                                                                                  	return t_s * tmp;
                                                                                                                                  }
                                                                                                                                  
                                                                                                                                  l_m = math.fabs(l)
                                                                                                                                  t\_m = math.fabs(t)
                                                                                                                                  t\_s = math.copysign(1.0, t)
                                                                                                                                  def code(t_s, x, l_m, t_m):
                                                                                                                                  	tmp = 0
                                                                                                                                  	if (l_m * l_m) <= 5e+270:
                                                                                                                                  		tmp = 1.0
                                                                                                                                  	else:
                                                                                                                                  		tmp = (math.sqrt(x) / l_m) * t_m
                                                                                                                                  	return t_s * tmp
                                                                                                                                  
                                                                                                                                  l_m = abs(l)
                                                                                                                                  t\_m = abs(t)
                                                                                                                                  t\_s = copysign(1.0, t)
                                                                                                                                  function code(t_s, x, l_m, t_m)
                                                                                                                                  	tmp = 0.0
                                                                                                                                  	if (Float64(l_m * l_m) <= 5e+270)
                                                                                                                                  		tmp = 1.0;
                                                                                                                                  	else
                                                                                                                                  		tmp = Float64(Float64(sqrt(x) / l_m) * t_m);
                                                                                                                                  	end
                                                                                                                                  	return Float64(t_s * tmp)
                                                                                                                                  end
                                                                                                                                  
                                                                                                                                  l_m = abs(l);
                                                                                                                                  t\_m = abs(t);
                                                                                                                                  t\_s = sign(t) * abs(1.0);
                                                                                                                                  function tmp_2 = code(t_s, x, l_m, t_m)
                                                                                                                                  	tmp = 0.0;
                                                                                                                                  	if ((l_m * l_m) <= 5e+270)
                                                                                                                                  		tmp = 1.0;
                                                                                                                                  	else
                                                                                                                                  		tmp = (sqrt(x) / l_m) * t_m;
                                                                                                                                  	end
                                                                                                                                  	tmp_2 = t_s * tmp;
                                                                                                                                  end
                                                                                                                                  
                                                                                                                                  l_m = N[Abs[l], $MachinePrecision]
                                                                                                                                  t\_m = N[Abs[t], $MachinePrecision]
                                                                                                                                  t\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[t]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
                                                                                                                                  code[t$95$s_, x_, l$95$m_, t$95$m_] := N[(t$95$s * If[LessEqual[N[(l$95$m * l$95$m), $MachinePrecision], 5e+270], 1.0, N[(N[(N[Sqrt[x], $MachinePrecision] / l$95$m), $MachinePrecision] * t$95$m), $MachinePrecision]]), $MachinePrecision]
                                                                                                                                  
                                                                                                                                  \begin{array}{l}
                                                                                                                                  l_m = \left|\ell\right|
                                                                                                                                  \\
                                                                                                                                  t\_m = \left|t\right|
                                                                                                                                  \\
                                                                                                                                  t\_s = \mathsf{copysign}\left(1, t\right)
                                                                                                                                  
                                                                                                                                  \\
                                                                                                                                  t\_s \cdot \begin{array}{l}
                                                                                                                                  \mathbf{if}\;l\_m \cdot l\_m \leq 5 \cdot 10^{+270}:\\
                                                                                                                                  \;\;\;\;1\\
                                                                                                                                  
                                                                                                                                  \mathbf{else}:\\
                                                                                                                                  \;\;\;\;\frac{\sqrt{x}}{l\_m} \cdot t\_m\\
                                                                                                                                  
                                                                                                                                  
                                                                                                                                  \end{array}
                                                                                                                                  \end{array}
                                                                                                                                  
                                                                                                                                  Derivation
                                                                                                                                  1. Split input into 2 regimes
                                                                                                                                  2. if (*.f64 l l) < 4.99999999999999976e270

                                                                                                                                    1. Initial program 44.9%

                                                                                                                                      \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                                                                                                                                    2. Add Preprocessing
                                                                                                                                    3. Taylor expanded in x around inf

                                                                                                                                      \[\leadsto \color{blue}{\sqrt{\frac{1}{2}} \cdot \sqrt{2}} \]
                                                                                                                                    4. Step-by-step derivation
                                                                                                                                      1. Applied rewrites43.3%

                                                                                                                                        \[\leadsto \color{blue}{\sqrt{0.5} \cdot \sqrt{2}} \]
                                                                                                                                      2. Step-by-step derivation
                                                                                                                                        1. Applied rewrites44.0%

                                                                                                                                          \[\leadsto \color{blue}{1} \]

                                                                                                                                        if 4.99999999999999976e270 < (*.f64 l l)

                                                                                                                                        1. Initial program 0.3%

                                                                                                                                          \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                                                                                                                                        2. Add Preprocessing
                                                                                                                                        3. Taylor expanded in l around inf

                                                                                                                                          \[\leadsto \color{blue}{\frac{t \cdot \sqrt{2}}{\ell} \cdot \sqrt{\frac{1}{\left(\frac{1}{x - 1} + \frac{x}{x - 1}\right) - 1}}} \]
                                                                                                                                        4. Step-by-step derivation
                                                                                                                                          1. Applied rewrites2.2%

                                                                                                                                            \[\leadsto \color{blue}{\sqrt{\frac{1}{\frac{1 + x}{x - 1} - 1}} \cdot \frac{\sqrt{2} \cdot t}{\ell}} \]
                                                                                                                                          2. Taylor expanded in x around inf

                                                                                                                                            \[\leadsto \frac{t \cdot \left(\sqrt{\frac{1}{2}} \cdot \sqrt{2}\right)}{\ell} \cdot \color{blue}{\sqrt{x}} \]
                                                                                                                                          3. Step-by-step derivation
                                                                                                                                            1. Applied rewrites43.6%

                                                                                                                                              \[\leadsto \frac{\left(\left(t \cdot \sqrt{0.5}\right) \cdot \sqrt{2}\right) \cdot \sqrt{x}}{\color{blue}{\ell}} \]
                                                                                                                                            2. Step-by-step derivation
                                                                                                                                              1. Applied rewrites43.8%

                                                                                                                                                \[\leadsto \color{blue}{\frac{\sqrt{x}}{\ell} \cdot \left(1 \cdot t\right)} \]
                                                                                                                                            3. Recombined 2 regimes into one program.
                                                                                                                                            4. Final simplification43.9%

                                                                                                                                              \[\leadsto \begin{array}{l} \mathbf{if}\;\ell \cdot \ell \leq 5 \cdot 10^{+270}:\\ \;\;\;\;1\\ \mathbf{else}:\\ \;\;\;\;\frac{\sqrt{x}}{\ell} \cdot t\\ \end{array} \]
                                                                                                                                            5. Add Preprocessing

                                                                                                                                            Alternative 14: 76.5% accurate, 85.0× speedup?

                                                                                                                                            \[\begin{array}{l} l_m = \left|\ell\right| \\ t\_m = \left|t\right| \\ t\_s = \mathsf{copysign}\left(1, t\right) \\ t\_s \cdot 1 \end{array} \]
                                                                                                                                            l_m = (fabs.f64 l)
                                                                                                                                            t\_m = (fabs.f64 t)
                                                                                                                                            t\_s = (copysign.f64 #s(literal 1 binary64) t)
                                                                                                                                            (FPCore (t_s x l_m t_m) :precision binary64 (* t_s 1.0))
                                                                                                                                            l_m = fabs(l);
                                                                                                                                            t\_m = fabs(t);
                                                                                                                                            t\_s = copysign(1.0, t);
                                                                                                                                            double code(double t_s, double x, double l_m, double t_m) {
                                                                                                                                            	return t_s * 1.0;
                                                                                                                                            }
                                                                                                                                            
                                                                                                                                            l_m =     private
                                                                                                                                            t\_m =     private
                                                                                                                                            t\_s =     private
                                                                                                                                            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(t_s, x, l_m, t_m)
                                                                                                                                            use fmin_fmax_functions
                                                                                                                                                real(8), intent (in) :: t_s
                                                                                                                                                real(8), intent (in) :: x
                                                                                                                                                real(8), intent (in) :: l_m
                                                                                                                                                real(8), intent (in) :: t_m
                                                                                                                                                code = t_s * 1.0d0
                                                                                                                                            end function
                                                                                                                                            
                                                                                                                                            l_m = Math.abs(l);
                                                                                                                                            t\_m = Math.abs(t);
                                                                                                                                            t\_s = Math.copySign(1.0, t);
                                                                                                                                            public static double code(double t_s, double x, double l_m, double t_m) {
                                                                                                                                            	return t_s * 1.0;
                                                                                                                                            }
                                                                                                                                            
                                                                                                                                            l_m = math.fabs(l)
                                                                                                                                            t\_m = math.fabs(t)
                                                                                                                                            t\_s = math.copysign(1.0, t)
                                                                                                                                            def code(t_s, x, l_m, t_m):
                                                                                                                                            	return t_s * 1.0
                                                                                                                                            
                                                                                                                                            l_m = abs(l)
                                                                                                                                            t\_m = abs(t)
                                                                                                                                            t\_s = copysign(1.0, t)
                                                                                                                                            function code(t_s, x, l_m, t_m)
                                                                                                                                            	return Float64(t_s * 1.0)
                                                                                                                                            end
                                                                                                                                            
                                                                                                                                            l_m = abs(l);
                                                                                                                                            t\_m = abs(t);
                                                                                                                                            t\_s = sign(t) * abs(1.0);
                                                                                                                                            function tmp = code(t_s, x, l_m, t_m)
                                                                                                                                            	tmp = t_s * 1.0;
                                                                                                                                            end
                                                                                                                                            
                                                                                                                                            l_m = N[Abs[l], $MachinePrecision]
                                                                                                                                            t\_m = N[Abs[t], $MachinePrecision]
                                                                                                                                            t\_s = N[With[{TMP1 = Abs[1.0], TMP2 = Sign[t]}, TMP1 * If[TMP2 == 0, 1, TMP2]], $MachinePrecision]
                                                                                                                                            code[t$95$s_, x_, l$95$m_, t$95$m_] := N[(t$95$s * 1.0), $MachinePrecision]
                                                                                                                                            
                                                                                                                                            \begin{array}{l}
                                                                                                                                            l_m = \left|\ell\right|
                                                                                                                                            \\
                                                                                                                                            t\_m = \left|t\right|
                                                                                                                                            \\
                                                                                                                                            t\_s = \mathsf{copysign}\left(1, t\right)
                                                                                                                                            
                                                                                                                                            \\
                                                                                                                                            t\_s \cdot 1
                                                                                                                                            \end{array}
                                                                                                                                            
                                                                                                                                            Derivation
                                                                                                                                            1. Initial program 36.0%

                                                                                                                                              \[\frac{\sqrt{2} \cdot t}{\sqrt{\frac{x + 1}{x - 1} \cdot \left(\ell \cdot \ell + 2 \cdot \left(t \cdot t\right)\right) - \ell \cdot \ell}} \]
                                                                                                                                            2. Add Preprocessing
                                                                                                                                            3. Taylor expanded in x around inf

                                                                                                                                              \[\leadsto \color{blue}{\sqrt{\frac{1}{2}} \cdot \sqrt{2}} \]
                                                                                                                                            4. Step-by-step derivation
                                                                                                                                              1. Applied rewrites37.6%

                                                                                                                                                \[\leadsto \color{blue}{\sqrt{0.5} \cdot \sqrt{2}} \]
                                                                                                                                              2. Step-by-step derivation
                                                                                                                                                1. Applied rewrites38.1%

                                                                                                                                                  \[\leadsto \color{blue}{1} \]
                                                                                                                                                2. Add Preprocessing

                                                                                                                                                Reproduce

                                                                                                                                                ?
                                                                                                                                                herbie shell --seed 2025024 
                                                                                                                                                (FPCore (x l t)
                                                                                                                                                  :name "Toniolo and Linder, Equation (7)"
                                                                                                                                                  :precision binary64
                                                                                                                                                  (/ (* (sqrt 2.0) t) (sqrt (- (* (/ (+ x 1.0) (- x 1.0)) (+ (* l l) (* 2.0 (* t t)))) (* l l)))))