2tan (problem 3.3.2)

?

Percentage Accurate: 42.6% → 98.3%
Time: 19.0s
Precision: binary64
Cost: 248456

?

\[\tan \left(x + \varepsilon\right) - \tan x \]
\[\begin{array}{l} t_0 := \frac{\sin x}{\cos x}\\ t_1 := {\sin x}^{2}\\ t_2 := {\cos x}^{2}\\ t_3 := 1 - \tan \varepsilon \cdot \tan x\\ t_4 := \frac{\tan \varepsilon}{t_3}\\ t_5 := t_0 \cdot -0.3333333333333333\\ t_6 := \frac{\sin x}{\frac{\cos x}{t_5}} - \frac{{\sin x}^{4}}{{\cos x}^{4}}\\ \mathbf{if}\;\varepsilon \leq -1.2 \cdot 10^{+15}:\\ \;\;\;\;t_4 - \left(\tan x - \frac{t_0}{1 - t_0 \cdot \frac{\sin \varepsilon}{\cos \varepsilon}}\right)\\ \mathbf{elif}\;\varepsilon \leq 1.6 \cdot 10^{-27}:\\ \;\;\;\;t_4 + \left(\mathsf{fma}\left(-{\varepsilon}^{4}, \frac{t_1}{\frac{t_2}{t_5}} + \frac{\sin x}{\frac{\cos x}{t_6}}, \frac{\varepsilon \cdot t_1}{t_2}\right) + \left(\frac{\varepsilon \cdot \varepsilon}{\frac{{\cos x}^{3}}{{\sin x}^{3}}} - t_6 \cdot {\varepsilon}^{3}\right)\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{t_3}{\tan \varepsilon + \tan x}} - \tan x\\ \end{array} \]
(FPCore (x eps) :precision binary64 (- (tan (+ x eps)) (tan x)))
(FPCore (x eps)
 :precision binary64
 (let* ((t_0 (/ (sin x) (cos x)))
        (t_1 (pow (sin x) 2.0))
        (t_2 (pow (cos x) 2.0))
        (t_3 (- 1.0 (* (tan eps) (tan x))))
        (t_4 (/ (tan eps) t_3))
        (t_5 (* t_0 -0.3333333333333333))
        (t_6
         (-
          (/ (sin x) (/ (cos x) t_5))
          (/ (pow (sin x) 4.0) (pow (cos x) 4.0)))))
   (if (<= eps -1.2e+15)
     (- t_4 (- (tan x) (/ t_0 (- 1.0 (* t_0 (/ (sin eps) (cos eps)))))))
     (if (<= eps 1.6e-27)
       (+
        t_4
        (+
         (fma
          (- (pow eps 4.0))
          (+ (/ t_1 (/ t_2 t_5)) (/ (sin x) (/ (cos x) t_6)))
          (/ (* eps t_1) t_2))
         (-
          (/ (* eps eps) (/ (pow (cos x) 3.0) (pow (sin x) 3.0)))
          (* t_6 (pow eps 3.0)))))
       (- (/ 1.0 (/ t_3 (+ (tan eps) (tan x)))) (tan x))))))
double code(double x, double eps) {
	return tan((x + eps)) - tan(x);
}
double code(double x, double eps) {
	double t_0 = sin(x) / cos(x);
	double t_1 = pow(sin(x), 2.0);
	double t_2 = pow(cos(x), 2.0);
	double t_3 = 1.0 - (tan(eps) * tan(x));
	double t_4 = tan(eps) / t_3;
	double t_5 = t_0 * -0.3333333333333333;
	double t_6 = (sin(x) / (cos(x) / t_5)) - (pow(sin(x), 4.0) / pow(cos(x), 4.0));
	double tmp;
	if (eps <= -1.2e+15) {
		tmp = t_4 - (tan(x) - (t_0 / (1.0 - (t_0 * (sin(eps) / cos(eps))))));
	} else if (eps <= 1.6e-27) {
		tmp = t_4 + (fma(-pow(eps, 4.0), ((t_1 / (t_2 / t_5)) + (sin(x) / (cos(x) / t_6))), ((eps * t_1) / t_2)) + (((eps * eps) / (pow(cos(x), 3.0) / pow(sin(x), 3.0))) - (t_6 * pow(eps, 3.0))));
	} else {
		tmp = (1.0 / (t_3 / (tan(eps) + tan(x)))) - tan(x);
	}
	return tmp;
}
function code(x, eps)
	return Float64(tan(Float64(x + eps)) - tan(x))
end
function code(x, eps)
	t_0 = Float64(sin(x) / cos(x))
	t_1 = sin(x) ^ 2.0
	t_2 = cos(x) ^ 2.0
	t_3 = Float64(1.0 - Float64(tan(eps) * tan(x)))
	t_4 = Float64(tan(eps) / t_3)
	t_5 = Float64(t_0 * -0.3333333333333333)
	t_6 = Float64(Float64(sin(x) / Float64(cos(x) / t_5)) - Float64((sin(x) ^ 4.0) / (cos(x) ^ 4.0)))
	tmp = 0.0
	if (eps <= -1.2e+15)
		tmp = Float64(t_4 - Float64(tan(x) - Float64(t_0 / Float64(1.0 - Float64(t_0 * Float64(sin(eps) / cos(eps)))))));
	elseif (eps <= 1.6e-27)
		tmp = Float64(t_4 + Float64(fma(Float64(-(eps ^ 4.0)), Float64(Float64(t_1 / Float64(t_2 / t_5)) + Float64(sin(x) / Float64(cos(x) / t_6))), Float64(Float64(eps * t_1) / t_2)) + Float64(Float64(Float64(eps * eps) / Float64((cos(x) ^ 3.0) / (sin(x) ^ 3.0))) - Float64(t_6 * (eps ^ 3.0)))));
	else
		tmp = Float64(Float64(1.0 / Float64(t_3 / Float64(tan(eps) + tan(x)))) - tan(x));
	end
	return tmp
end
code[x_, eps_] := N[(N[Tan[N[(x + eps), $MachinePrecision]], $MachinePrecision] - N[Tan[x], $MachinePrecision]), $MachinePrecision]
code[x_, eps_] := Block[{t$95$0 = N[(N[Sin[x], $MachinePrecision] / N[Cos[x], $MachinePrecision]), $MachinePrecision]}, Block[{t$95$1 = N[Power[N[Sin[x], $MachinePrecision], 2.0], $MachinePrecision]}, Block[{t$95$2 = N[Power[N[Cos[x], $MachinePrecision], 2.0], $MachinePrecision]}, Block[{t$95$3 = N[(1.0 - N[(N[Tan[eps], $MachinePrecision] * N[Tan[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, Block[{t$95$4 = N[(N[Tan[eps], $MachinePrecision] / t$95$3), $MachinePrecision]}, Block[{t$95$5 = N[(t$95$0 * -0.3333333333333333), $MachinePrecision]}, Block[{t$95$6 = N[(N[(N[Sin[x], $MachinePrecision] / N[(N[Cos[x], $MachinePrecision] / t$95$5), $MachinePrecision]), $MachinePrecision] - N[(N[Power[N[Sin[x], $MachinePrecision], 4.0], $MachinePrecision] / N[Power[N[Cos[x], $MachinePrecision], 4.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[eps, -1.2e+15], N[(t$95$4 - N[(N[Tan[x], $MachinePrecision] - N[(t$95$0 / N[(1.0 - N[(t$95$0 * N[(N[Sin[eps], $MachinePrecision] / N[Cos[eps], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], If[LessEqual[eps, 1.6e-27], N[(t$95$4 + N[(N[((-N[Power[eps, 4.0], $MachinePrecision]) * N[(N[(t$95$1 / N[(t$95$2 / t$95$5), $MachinePrecision]), $MachinePrecision] + N[(N[Sin[x], $MachinePrecision] / N[(N[Cos[x], $MachinePrecision] / t$95$6), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] + N[(N[(eps * t$95$1), $MachinePrecision] / t$95$2), $MachinePrecision]), $MachinePrecision] + N[(N[(N[(eps * eps), $MachinePrecision] / N[(N[Power[N[Cos[x], $MachinePrecision], 3.0], $MachinePrecision] / N[Power[N[Sin[x], $MachinePrecision], 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[(t$95$6 * N[Power[eps, 3.0], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], N[(N[(1.0 / N[(t$95$3 / N[(N[Tan[eps], $MachinePrecision] + N[Tan[x], $MachinePrecision]), $MachinePrecision]), $MachinePrecision]), $MachinePrecision] - N[Tan[x], $MachinePrecision]), $MachinePrecision]]]]]]]]]]
\tan \left(x + \varepsilon\right) - \tan x
\begin{array}{l}
t_0 := \frac{\sin x}{\cos x}\\
t_1 := {\sin x}^{2}\\
t_2 := {\cos x}^{2}\\
t_3 := 1 - \tan \varepsilon \cdot \tan x\\
t_4 := \frac{\tan \varepsilon}{t_3}\\
t_5 := t_0 \cdot -0.3333333333333333\\
t_6 := \frac{\sin x}{\frac{\cos x}{t_5}} - \frac{{\sin x}^{4}}{{\cos x}^{4}}\\
\mathbf{if}\;\varepsilon \leq -1.2 \cdot 10^{+15}:\\
\;\;\;\;t_4 - \left(\tan x - \frac{t_0}{1 - t_0 \cdot \frac{\sin \varepsilon}{\cos \varepsilon}}\right)\\

\mathbf{elif}\;\varepsilon \leq 1.6 \cdot 10^{-27}:\\
\;\;\;\;t_4 + \left(\mathsf{fma}\left(-{\varepsilon}^{4}, \frac{t_1}{\frac{t_2}{t_5}} + \frac{\sin x}{\frac{\cos x}{t_6}}, \frac{\varepsilon \cdot t_1}{t_2}\right) + \left(\frac{\varepsilon \cdot \varepsilon}{\frac{{\cos x}^{3}}{{\sin x}^{3}}} - t_6 \cdot {\varepsilon}^{3}\right)\right)\\

\mathbf{else}:\\
\;\;\;\;\frac{1}{\frac{t_3}{\tan \varepsilon + \tan x}} - \tan x\\


\end{array}

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.

Herbie found 15 alternatives:

AlternativeAccuracySpeedup

Accuracy vs Speed

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.

Bogosity?

Bogosity

Target

Original42.6%
Target76.6%
Herbie98.3%
\[\frac{\sin \varepsilon}{\cos x \cdot \cos \left(x + \varepsilon\right)} \]

Derivation?

  1. Split input into 3 regimes
  2. if eps < -1.2e15

    1. Initial program 49.3%

      \[\tan \left(x + \varepsilon\right) - \tan x \]
    2. Applied egg-rr99.5%

      \[\leadsto \color{blue}{\mathsf{fma}\left(\tan x + \tan \varepsilon, \frac{1}{1 - \tan x \cdot \tan \varepsilon}, -\tan x\right)} \]
      Step-by-step derivation

      [Start]49.3%

      \[ \tan \left(x + \varepsilon\right) - \tan x \]

      tan-sum [=>]99.5%

      \[ \color{blue}{\frac{\tan x + \tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon}} - \tan x \]

      div-inv [=>]99.5%

      \[ \color{blue}{\left(\tan x + \tan \varepsilon\right) \cdot \frac{1}{1 - \tan x \cdot \tan \varepsilon}} - \tan x \]

      fma-neg [=>]99.5%

      \[ \color{blue}{\mathsf{fma}\left(\tan x + \tan \varepsilon, \frac{1}{1 - \tan x \cdot \tan \varepsilon}, -\tan x\right)} \]
    3. Simplified99.5%

      \[\leadsto \color{blue}{\frac{\tan x + \tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon} - \tan x} \]
      Step-by-step derivation

      [Start]99.5%

      \[ \mathsf{fma}\left(\tan x + \tan \varepsilon, \frac{1}{1 - \tan x \cdot \tan \varepsilon}, -\tan x\right) \]

      fma-neg [<=]99.5%

      \[ \color{blue}{\left(\tan x + \tan \varepsilon\right) \cdot \frac{1}{1 - \tan x \cdot \tan \varepsilon} - \tan x} \]

      associate-*r/ [=>]99.5%

      \[ \color{blue}{\frac{\left(\tan x + \tan \varepsilon\right) \cdot 1}{1 - \tan x \cdot \tan \varepsilon}} - \tan x \]

      *-rgt-identity [=>]99.5%

      \[ \frac{\color{blue}{\tan x + \tan \varepsilon}}{1 - \tan x \cdot \tan \varepsilon} - \tan x \]
    4. Taylor expanded in x around inf 99.1%

      \[\leadsto \color{blue}{\left(\frac{\sin \varepsilon}{\cos \varepsilon \cdot \left(1 - \frac{\sin x \cdot \sin \varepsilon}{\cos \varepsilon \cdot \cos x}\right)} + \frac{\sin x}{\cos x \cdot \left(1 - \frac{\sin x \cdot \sin \varepsilon}{\cos \varepsilon \cdot \cos x}\right)}\right) - \frac{\sin x}{\cos x}} \]
    5. Simplified99.2%

      \[\leadsto \color{blue}{\frac{\sin \varepsilon}{\cos \varepsilon \cdot \left(1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}\right)} + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \frac{\sin x}{\cos x}\right)} \]
      Step-by-step derivation

      [Start]99.1%

      \[ \left(\frac{\sin \varepsilon}{\cos \varepsilon \cdot \left(1 - \frac{\sin x \cdot \sin \varepsilon}{\cos \varepsilon \cdot \cos x}\right)} + \frac{\sin x}{\cos x \cdot \left(1 - \frac{\sin x \cdot \sin \varepsilon}{\cos \varepsilon \cdot \cos x}\right)}\right) - \frac{\sin x}{\cos x} \]

      associate--l+ [=>]99.2%

      \[ \color{blue}{\frac{\sin \varepsilon}{\cos \varepsilon \cdot \left(1 - \frac{\sin x \cdot \sin \varepsilon}{\cos \varepsilon \cdot \cos x}\right)} + \left(\frac{\sin x}{\cos x \cdot \left(1 - \frac{\sin x \cdot \sin \varepsilon}{\cos \varepsilon \cdot \cos x}\right)} - \frac{\sin x}{\cos x}\right)} \]
    6. Applied egg-rr82.7%

      \[\leadsto \color{blue}{\left(e^{\mathsf{log1p}\left(\frac{\tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon}\right)} - 1\right)} + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \frac{\sin x}{\cos x}\right) \]
      Step-by-step derivation

      [Start]99.2%

      \[ \frac{\sin \varepsilon}{\cos \varepsilon \cdot \left(1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}\right)} + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \frac{\sin x}{\cos x}\right) \]

      expm1-log1p-u [=>]82.9%

      \[ \color{blue}{\mathsf{expm1}\left(\mathsf{log1p}\left(\frac{\sin \varepsilon}{\cos \varepsilon \cdot \left(1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}\right)}\right)\right)} + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \frac{\sin x}{\cos x}\right) \]

      expm1-udef [=>]82.7%

      \[ \color{blue}{\left(e^{\mathsf{log1p}\left(\frac{\sin \varepsilon}{\cos \varepsilon \cdot \left(1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}\right)}\right)} - 1\right)} + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \frac{\sin x}{\cos x}\right) \]

      associate-/r* [=>]82.6%

      \[ \left(e^{\mathsf{log1p}\left(\color{blue}{\frac{\frac{\sin \varepsilon}{\cos \varepsilon}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}}}\right)} - 1\right) + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \frac{\sin x}{\cos x}\right) \]

      tan-quot [<=]82.7%

      \[ \left(e^{\mathsf{log1p}\left(\frac{\color{blue}{\tan \varepsilon}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}}\right)} - 1\right) + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \frac{\sin x}{\cos x}\right) \]

      tan-quot [<=]82.7%

      \[ \left(e^{\mathsf{log1p}\left(\frac{\tan \varepsilon}{1 - \color{blue}{\tan x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}}\right)} - 1\right) + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \frac{\sin x}{\cos x}\right) \]

      tan-quot [<=]82.7%

      \[ \left(e^{\mathsf{log1p}\left(\frac{\tan \varepsilon}{1 - \tan x \cdot \color{blue}{\tan \varepsilon}}\right)} - 1\right) + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \frac{\sin x}{\cos x}\right) \]
    7. Simplified99.6%

      \[\leadsto \color{blue}{\frac{\tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon}} + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \frac{\sin x}{\cos x}\right) \]
      Step-by-step derivation

      [Start]82.7%

      \[ \left(e^{\mathsf{log1p}\left(\frac{\tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon}\right)} - 1\right) + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \frac{\sin x}{\cos x}\right) \]

      expm1-def [=>]83.0%

      \[ \color{blue}{\mathsf{expm1}\left(\mathsf{log1p}\left(\frac{\tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon}\right)\right)} + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \frac{\sin x}{\cos x}\right) \]

      expm1-log1p [=>]99.6%

      \[ \color{blue}{\frac{\tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon}} + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \frac{\sin x}{\cos x}\right) \]
    8. Applied egg-rr88.0%

      \[\leadsto \frac{\tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon} + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \color{blue}{\left(e^{\mathsf{log1p}\left(\tan x\right)} - 1\right)}\right) \]
      Step-by-step derivation

      [Start]99.6%

      \[ \frac{\tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon} + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \frac{\sin x}{\cos x}\right) \]

      tan-quot [<=]99.6%

      \[ \frac{\tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon} + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \color{blue}{\tan x}\right) \]

      expm1-log1p-u [=>]88.1%

      \[ \frac{\tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon} + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \color{blue}{\mathsf{expm1}\left(\mathsf{log1p}\left(\tan x\right)\right)}\right) \]

      expm1-udef [=>]88.0%

      \[ \frac{\tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon} + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \color{blue}{\left(e^{\mathsf{log1p}\left(\tan x\right)} - 1\right)}\right) \]
    9. Simplified99.6%

      \[\leadsto \frac{\tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon} + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \color{blue}{\tan x}\right) \]
      Step-by-step derivation

      [Start]88.0%

      \[ \frac{\tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon} + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \left(e^{\mathsf{log1p}\left(\tan x\right)} - 1\right)\right) \]

      expm1-def [=>]88.1%

      \[ \frac{\tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon} + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \color{blue}{\mathsf{expm1}\left(\mathsf{log1p}\left(\tan x\right)\right)}\right) \]

      expm1-log1p [=>]99.6%

      \[ \frac{\tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon} + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \color{blue}{\tan x}\right) \]

    if -1.2e15 < eps < 1.59999999999999995e-27

    1. Initial program 25.9%

      \[\tan \left(x + \varepsilon\right) - \tan x \]
    2. Applied egg-rr27.1%

      \[\leadsto \color{blue}{\mathsf{fma}\left(\tan x + \tan \varepsilon, \frac{1}{1 - \tan x \cdot \tan \varepsilon}, -\tan x\right)} \]
      Step-by-step derivation

      [Start]25.9%

      \[ \tan \left(x + \varepsilon\right) - \tan x \]

      tan-sum [=>]27.1%

      \[ \color{blue}{\frac{\tan x + \tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon}} - \tan x \]

      div-inv [=>]27.1%

      \[ \color{blue}{\left(\tan x + \tan \varepsilon\right) \cdot \frac{1}{1 - \tan x \cdot \tan \varepsilon}} - \tan x \]

      fma-neg [=>]27.1%

      \[ \color{blue}{\mathsf{fma}\left(\tan x + \tan \varepsilon, \frac{1}{1 - \tan x \cdot \tan \varepsilon}, -\tan x\right)} \]
    3. Simplified27.1%

      \[\leadsto \color{blue}{\frac{\tan x + \tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon} - \tan x} \]
      Step-by-step derivation

      [Start]27.1%

      \[ \mathsf{fma}\left(\tan x + \tan \varepsilon, \frac{1}{1 - \tan x \cdot \tan \varepsilon}, -\tan x\right) \]

      fma-neg [<=]27.1%

      \[ \color{blue}{\left(\tan x + \tan \varepsilon\right) \cdot \frac{1}{1 - \tan x \cdot \tan \varepsilon} - \tan x} \]

      associate-*r/ [=>]27.1%

      \[ \color{blue}{\frac{\left(\tan x + \tan \varepsilon\right) \cdot 1}{1 - \tan x \cdot \tan \varepsilon}} - \tan x \]

      *-rgt-identity [=>]27.1%

      \[ \frac{\color{blue}{\tan x + \tan \varepsilon}}{1 - \tan x \cdot \tan \varepsilon} - \tan x \]
    4. Taylor expanded in x around inf 27.1%

      \[\leadsto \color{blue}{\left(\frac{\sin \varepsilon}{\cos \varepsilon \cdot \left(1 - \frac{\sin x \cdot \sin \varepsilon}{\cos \varepsilon \cdot \cos x}\right)} + \frac{\sin x}{\cos x \cdot \left(1 - \frac{\sin x \cdot \sin \varepsilon}{\cos \varepsilon \cdot \cos x}\right)}\right) - \frac{\sin x}{\cos x}} \]
    5. Simplified59.6%

      \[\leadsto \color{blue}{\frac{\sin \varepsilon}{\cos \varepsilon \cdot \left(1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}\right)} + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \frac{\sin x}{\cos x}\right)} \]
      Step-by-step derivation

      [Start]27.1%

      \[ \left(\frac{\sin \varepsilon}{\cos \varepsilon \cdot \left(1 - \frac{\sin x \cdot \sin \varepsilon}{\cos \varepsilon \cdot \cos x}\right)} + \frac{\sin x}{\cos x \cdot \left(1 - \frac{\sin x \cdot \sin \varepsilon}{\cos \varepsilon \cdot \cos x}\right)}\right) - \frac{\sin x}{\cos x} \]

      associate--l+ [=>]59.6%

      \[ \color{blue}{\frac{\sin \varepsilon}{\cos \varepsilon \cdot \left(1 - \frac{\sin x \cdot \sin \varepsilon}{\cos \varepsilon \cdot \cos x}\right)} + \left(\frac{\sin x}{\cos x \cdot \left(1 - \frac{\sin x \cdot \sin \varepsilon}{\cos \varepsilon \cdot \cos x}\right)} - \frac{\sin x}{\cos x}\right)} \]
    6. Applied egg-rr8.4%

      \[\leadsto \color{blue}{\left(e^{\mathsf{log1p}\left(\frac{\tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon}\right)} - 1\right)} + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \frac{\sin x}{\cos x}\right) \]
      Step-by-step derivation

      [Start]59.6%

      \[ \frac{\sin \varepsilon}{\cos \varepsilon \cdot \left(1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}\right)} + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \frac{\sin x}{\cos x}\right) \]

      expm1-log1p-u [=>]59.6%

      \[ \color{blue}{\mathsf{expm1}\left(\mathsf{log1p}\left(\frac{\sin \varepsilon}{\cos \varepsilon \cdot \left(1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}\right)}\right)\right)} + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \frac{\sin x}{\cos x}\right) \]

      expm1-udef [=>]8.4%

      \[ \color{blue}{\left(e^{\mathsf{log1p}\left(\frac{\sin \varepsilon}{\cos \varepsilon \cdot \left(1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}\right)}\right)} - 1\right)} + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \frac{\sin x}{\cos x}\right) \]

      associate-/r* [=>]8.4%

      \[ \left(e^{\mathsf{log1p}\left(\color{blue}{\frac{\frac{\sin \varepsilon}{\cos \varepsilon}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}}}\right)} - 1\right) + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \frac{\sin x}{\cos x}\right) \]

      tan-quot [<=]8.4%

      \[ \left(e^{\mathsf{log1p}\left(\frac{\color{blue}{\tan \varepsilon}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}}\right)} - 1\right) + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \frac{\sin x}{\cos x}\right) \]

      tan-quot [<=]8.4%

      \[ \left(e^{\mathsf{log1p}\left(\frac{\tan \varepsilon}{1 - \color{blue}{\tan x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}}\right)} - 1\right) + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \frac{\sin x}{\cos x}\right) \]

      tan-quot [<=]8.4%

      \[ \left(e^{\mathsf{log1p}\left(\frac{\tan \varepsilon}{1 - \tan x \cdot \color{blue}{\tan \varepsilon}}\right)} - 1\right) + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \frac{\sin x}{\cos x}\right) \]
    7. Simplified59.6%

      \[\leadsto \color{blue}{\frac{\tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon}} + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \frac{\sin x}{\cos x}\right) \]
      Step-by-step derivation

      [Start]8.4%

      \[ \left(e^{\mathsf{log1p}\left(\frac{\tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon}\right)} - 1\right) + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \frac{\sin x}{\cos x}\right) \]

      expm1-def [=>]59.6%

      \[ \color{blue}{\mathsf{expm1}\left(\mathsf{log1p}\left(\frac{\tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon}\right)\right)} + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \frac{\sin x}{\cos x}\right) \]

      expm1-log1p [=>]59.6%

      \[ \color{blue}{\frac{\tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon}} + \left(\frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - \frac{\sin x}{\cos x}\right) \]
    8. Taylor expanded in eps around 0 99.7%

      \[\leadsto \frac{\tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon} + \color{blue}{\left(-1 \cdot \left({\varepsilon}^{4} \cdot \left(\frac{{\sin x}^{2} \cdot \left(-0.5 \cdot \frac{\sin x}{\cos x} - -0.16666666666666666 \cdot \frac{\sin x}{\cos x}\right)}{{\cos x}^{2}} + \frac{\sin x \cdot \left(\frac{\sin x \cdot \left(-0.5 \cdot \frac{\sin x}{\cos x} - -0.16666666666666666 \cdot \frac{\sin x}{\cos x}\right)}{\cos x} + -1 \cdot \frac{{\sin x}^{4}}{{\cos x}^{4}}\right)}{\cos x}\right)\right) + \left(\frac{\varepsilon \cdot {\sin x}^{2}}{{\cos x}^{2}} + \left(\frac{{\varepsilon}^{2} \cdot {\sin x}^{3}}{{\cos x}^{3}} + -1 \cdot \left({\varepsilon}^{3} \cdot \left(\frac{\sin x \cdot \left(-0.5 \cdot \frac{\sin x}{\cos x} - -0.16666666666666666 \cdot \frac{\sin x}{\cos x}\right)}{\cos x} + -1 \cdot \frac{{\sin x}^{4}}{{\cos x}^{4}}\right)\right)\right)\right)\right)} \]
    9. Simplified99.7%

      \[\leadsto \frac{\tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon} + \color{blue}{\left(\mathsf{fma}\left(-{\varepsilon}^{4}, \frac{{\sin x}^{2}}{\frac{{\cos x}^{2}}{\frac{\sin x}{\cos x} \cdot -0.3333333333333333}} + \frac{\sin x}{\frac{\cos x}{\frac{\sin x}{\frac{\cos x}{\frac{\sin x}{\cos x} \cdot -0.3333333333333333}} - \frac{{\sin x}^{4}}{{\cos x}^{4}}}}, \frac{\varepsilon \cdot {\sin x}^{2}}{{\cos x}^{2}}\right) + \left(\frac{\varepsilon \cdot \varepsilon}{\frac{{\cos x}^{3}}{{\sin x}^{3}}} - {\varepsilon}^{3} \cdot \left(\frac{\sin x}{\frac{\cos x}{\frac{\sin x}{\cos x} \cdot -0.3333333333333333}} - \frac{{\sin x}^{4}}{{\cos x}^{4}}\right)\right)\right)} \]
      Step-by-step derivation

      [Start]99.7%

      \[ \frac{\tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon} + \left(-1 \cdot \left({\varepsilon}^{4} \cdot \left(\frac{{\sin x}^{2} \cdot \left(-0.5 \cdot \frac{\sin x}{\cos x} - -0.16666666666666666 \cdot \frac{\sin x}{\cos x}\right)}{{\cos x}^{2}} + \frac{\sin x \cdot \left(\frac{\sin x \cdot \left(-0.5 \cdot \frac{\sin x}{\cos x} - -0.16666666666666666 \cdot \frac{\sin x}{\cos x}\right)}{\cos x} + -1 \cdot \frac{{\sin x}^{4}}{{\cos x}^{4}}\right)}{\cos x}\right)\right) + \left(\frac{\varepsilon \cdot {\sin x}^{2}}{{\cos x}^{2}} + \left(\frac{{\varepsilon}^{2} \cdot {\sin x}^{3}}{{\cos x}^{3}} + -1 \cdot \left({\varepsilon}^{3} \cdot \left(\frac{\sin x \cdot \left(-0.5 \cdot \frac{\sin x}{\cos x} - -0.16666666666666666 \cdot \frac{\sin x}{\cos x}\right)}{\cos x} + -1 \cdot \frac{{\sin x}^{4}}{{\cos x}^{4}}\right)\right)\right)\right)\right) \]

      associate-+r+ [=>]99.7%

      \[ \frac{\tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon} + \color{blue}{\left(\left(-1 \cdot \left({\varepsilon}^{4} \cdot \left(\frac{{\sin x}^{2} \cdot \left(-0.5 \cdot \frac{\sin x}{\cos x} - -0.16666666666666666 \cdot \frac{\sin x}{\cos x}\right)}{{\cos x}^{2}} + \frac{\sin x \cdot \left(\frac{\sin x \cdot \left(-0.5 \cdot \frac{\sin x}{\cos x} - -0.16666666666666666 \cdot \frac{\sin x}{\cos x}\right)}{\cos x} + -1 \cdot \frac{{\sin x}^{4}}{{\cos x}^{4}}\right)}{\cos x}\right)\right) + \frac{\varepsilon \cdot {\sin x}^{2}}{{\cos x}^{2}}\right) + \left(\frac{{\varepsilon}^{2} \cdot {\sin x}^{3}}{{\cos x}^{3}} + -1 \cdot \left({\varepsilon}^{3} \cdot \left(\frac{\sin x \cdot \left(-0.5 \cdot \frac{\sin x}{\cos x} - -0.16666666666666666 \cdot \frac{\sin x}{\cos x}\right)}{\cos x} + -1 \cdot \frac{{\sin x}^{4}}{{\cos x}^{4}}\right)\right)\right)\right)} \]

    if 1.59999999999999995e-27 < eps

    1. Initial program 45.0%

      \[\tan \left(x + \varepsilon\right) - \tan x \]
    2. Applied egg-rr99.3%

      \[\leadsto \color{blue}{\frac{1}{\frac{1 - \tan x \cdot \tan \varepsilon}{\tan x + \tan \varepsilon}}} - \tan x \]
      Step-by-step derivation

      [Start]45.0%

      \[ \tan \left(x + \varepsilon\right) - \tan x \]

      tan-sum [=>]99.2%

      \[ \color{blue}{\frac{\tan x + \tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon}} - \tan x \]

      clear-num [=>]99.3%

      \[ \color{blue}{\frac{1}{\frac{1 - \tan x \cdot \tan \varepsilon}{\tan x + \tan \varepsilon}}} - \tan x \]
  3. Recombined 3 regimes into one program.
  4. Final simplification99.6%

    \[\leadsto \begin{array}{l} \mathbf{if}\;\varepsilon \leq -1.2 \cdot 10^{+15}:\\ \;\;\;\;\frac{\tan \varepsilon}{1 - \tan \varepsilon \cdot \tan x} - \left(\tan x - \frac{\frac{\sin x}{\cos x}}{1 - \frac{\sin x}{\cos x} \cdot \frac{\sin \varepsilon}{\cos \varepsilon}}\right)\\ \mathbf{elif}\;\varepsilon \leq 1.6 \cdot 10^{-27}:\\ \;\;\;\;\frac{\tan \varepsilon}{1 - \tan \varepsilon \cdot \tan x} + \left(\mathsf{fma}\left(-{\varepsilon}^{4}, \frac{{\sin x}^{2}}{\frac{{\cos x}^{2}}{\frac{\sin x}{\cos x} \cdot -0.3333333333333333}} + \frac{\sin x}{\frac{\cos x}{\frac{\sin x}{\frac{\cos x}{\frac{\sin x}{\cos x} \cdot -0.3333333333333333}} - \frac{{\sin x}^{4}}{{\cos x}^{4}}}}, \frac{\varepsilon \cdot {\sin x}^{2}}{{\cos x}^{2}}\right) + \left(\frac{\varepsilon \cdot \varepsilon}{\frac{{\cos x}^{3}}{{\sin x}^{3}}} - \left(\frac{\sin x}{\frac{\cos x}{\frac{\sin x}{\cos x} \cdot -0.3333333333333333}} - \frac{{\sin x}^{4}}{{\cos x}^{4}}\right) \cdot {\varepsilon}^{3}\right)\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{1 - \tan \varepsilon \cdot \tan x}{\tan \varepsilon + \tan x}} - \tan x\\ \end{array} \]

Alternatives

Alternative 1
Accuracy98.3%
Cost248456
\[\begin{array}{l} t_0 := \frac{\sin x}{\cos x}\\ t_1 := {\sin x}^{2}\\ t_2 := {\cos x}^{2}\\ t_3 := 1 - \tan \varepsilon \cdot \tan x\\ t_4 := \frac{\tan \varepsilon}{t_3}\\ t_5 := t_0 \cdot -0.3333333333333333\\ t_6 := \frac{\sin x}{\frac{\cos x}{t_5}} - \frac{{\sin x}^{4}}{{\cos x}^{4}}\\ \mathbf{if}\;\varepsilon \leq -1.2 \cdot 10^{+15}:\\ \;\;\;\;t_4 - \left(\tan x - \frac{t_0}{1 - t_0 \cdot \frac{\sin \varepsilon}{\cos \varepsilon}}\right)\\ \mathbf{elif}\;\varepsilon \leq 1.6 \cdot 10^{-27}:\\ \;\;\;\;t_4 + \left(\mathsf{fma}\left(-{\varepsilon}^{4}, \frac{t_1}{\frac{t_2}{t_5}} + \frac{\sin x}{\frac{\cos x}{t_6}}, \frac{\varepsilon \cdot t_1}{t_2}\right) + \left(\frac{\varepsilon \cdot \varepsilon}{\frac{{\cos x}^{3}}{{\sin x}^{3}}} - t_6 \cdot {\varepsilon}^{3}\right)\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{t_3}{\tan \varepsilon + \tan x}} - \tan x\\ \end{array} \]
Alternative 2
Accuracy99.0%
Cost131080
\[\begin{array}{l} t_0 := \frac{\sin x}{\cos x}\\ t_1 := 1 - \tan \varepsilon \cdot \tan x\\ t_2 := \frac{\tan \varepsilon}{t_1}\\ \mathbf{if}\;\varepsilon \leq -5.4 \cdot 10^{-5}:\\ \;\;\;\;t_2 + \left(\frac{t_0}{1 - t_0 \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - t_0\right)\\ \mathbf{elif}\;\varepsilon \leq 1.6 \cdot 10^{-27}:\\ \;\;\;\;t_2 + \left(\frac{\varepsilon \cdot {\sin x}^{2}}{{\cos x}^{2}} + \left(\frac{\varepsilon \cdot \varepsilon}{\frac{{\cos x}^{3}}{{\sin x}^{3}}} - \left(\frac{\sin x}{\frac{\cos x}{t_0 \cdot -0.3333333333333333}} - \frac{{\sin x}^{4}}{{\cos x}^{4}}\right) \cdot {\varepsilon}^{3}\right)\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{t_1}{\tan \varepsilon + \tan x}} - \tan x\\ \end{array} \]
Alternative 3
Accuracy99.0%
Cost72264
\[\begin{array}{l} t_0 := 1 - \tan \varepsilon \cdot \tan x\\ t_1 := \frac{\tan \varepsilon}{t_0}\\ \mathbf{if}\;\varepsilon \leq -3.35 \cdot 10^{-6}:\\ \;\;\;\;t_1 + \left(\frac{\tan x}{t_0} - \tan x\right)\\ \mathbf{elif}\;\varepsilon \leq 1.6 \cdot 10^{-27}:\\ \;\;\;\;t_1 + \left(\frac{\varepsilon \cdot {\sin x}^{2}}{{\cos x}^{2}} + \frac{\varepsilon \cdot \varepsilon}{\frac{{\cos x}^{3}}{{\sin x}^{3}}}\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{t_0}{\tan \varepsilon + \tan x}} - \tan x\\ \end{array} \]
Alternative 4
Accuracy98.9%
Cost72264
\[\begin{array}{l} t_0 := \frac{\sin x}{\cos x}\\ t_1 := 1 - \tan \varepsilon \cdot \tan x\\ t_2 := \frac{\tan \varepsilon}{t_1}\\ \mathbf{if}\;\varepsilon \leq -2.85 \cdot 10^{-6}:\\ \;\;\;\;t_2 + \left(\frac{t_0}{1 - t_0 \cdot \frac{\sin \varepsilon}{\cos \varepsilon}} - t_0\right)\\ \mathbf{elif}\;\varepsilon \leq 1.6 \cdot 10^{-27}:\\ \;\;\;\;t_2 + \left(\frac{\varepsilon \cdot {\sin x}^{2}}{{\cos x}^{2}} + \frac{\varepsilon \cdot \varepsilon}{\frac{{\cos x}^{3}}{{\sin x}^{3}}}\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{t_1}{\tan \varepsilon + \tan x}} - \tan x\\ \end{array} \]
Alternative 5
Accuracy98.9%
Cost65736
\[\begin{array}{l} t_0 := 1 - \tan \varepsilon \cdot \tan x\\ \mathbf{if}\;\varepsilon \leq -2.6 \cdot 10^{-7}:\\ \;\;\;\;\frac{\tan \varepsilon}{t_0} + \left(\frac{\tan x}{t_0} - \tan x\right)\\ \mathbf{elif}\;\varepsilon \leq 1.6 \cdot 10^{-27}:\\ \;\;\;\;\left(\varepsilon + \varepsilon \cdot \frac{{\sin x}^{2}}{{\cos x}^{2}}\right) + \left(\varepsilon \cdot \varepsilon\right) \cdot \left(\frac{\sin x}{\cos x} + \frac{{\sin x}^{3}}{{\cos x}^{3}}\right)\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{t_0}{\tan \varepsilon + \tan x}} - \tan x\\ \end{array} \]
Alternative 6
Accuracy98.9%
Cost46024
\[\begin{array}{l} t_0 := 1 - \tan \varepsilon \cdot \tan x\\ t_1 := \frac{\tan \varepsilon}{t_0}\\ \mathbf{if}\;\varepsilon \leq -2.2 \cdot 10^{-8}:\\ \;\;\;\;t_1 + \tan x \cdot \left(\frac{1}{t_0} + -1\right)\\ \mathbf{elif}\;\varepsilon \leq 1.6 \cdot 10^{-27}:\\ \;\;\;\;t_1 + \frac{\varepsilon \cdot {\sin x}^{2}}{{\cos x}^{2}}\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{t_0}{\tan \varepsilon + \tan x}} - \tan x\\ \end{array} \]
Alternative 7
Accuracy98.9%
Cost46024
\[\begin{array}{l} t_0 := 1 - \tan \varepsilon \cdot \tan x\\ t_1 := \frac{\tan \varepsilon}{t_0}\\ \mathbf{if}\;\varepsilon \leq -2.25 \cdot 10^{-8}:\\ \;\;\;\;t_1 + \left(\frac{\tan x}{t_0} - \tan x\right)\\ \mathbf{elif}\;\varepsilon \leq 1.6 \cdot 10^{-27}:\\ \;\;\;\;t_1 + \frac{\varepsilon \cdot {\sin x}^{2}}{{\cos x}^{2}}\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{t_0}{\tan \varepsilon + \tan x}} - \tan x\\ \end{array} \]
Alternative 8
Accuracy98.9%
Cost39748
\[\begin{array}{l} t_0 := 1 - \tan \varepsilon \cdot \tan x\\ \mathbf{if}\;\varepsilon \leq -4.8 \cdot 10^{-9}:\\ \;\;\;\;\frac{\tan \varepsilon}{t_0} + \tan x \cdot \left(\frac{1}{t_0} + -1\right)\\ \mathbf{elif}\;\varepsilon \leq 1.6 \cdot 10^{-27}:\\ \;\;\;\;\varepsilon + \varepsilon \cdot \frac{{\sin x}^{2}}{{\cos x}^{2}}\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{t_0}{\tan \varepsilon + \tan x}} - \tan x\\ \end{array} \]
Alternative 9
Accuracy98.9%
Cost39300
\[\begin{array}{l} t_0 := \tan \varepsilon + \tan x\\ t_1 := 1 - \tan \varepsilon \cdot \tan x\\ \mathbf{if}\;\varepsilon \leq -2.85 \cdot 10^{-9}:\\ \;\;\;\;\mathsf{fma}\left(t_0, \frac{1}{t_1}, -\tan x\right)\\ \mathbf{elif}\;\varepsilon \leq 1.6 \cdot 10^{-27}:\\ \;\;\;\;\varepsilon + \varepsilon \cdot \frac{{\sin x}^{2}}{{\cos x}^{2}}\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{t_1}{t_0}} - \tan x\\ \end{array} \]
Alternative 10
Accuracy98.9%
Cost33096
\[\begin{array}{l} t_0 := \tan \varepsilon + \tan x\\ t_1 := 1 - \tan \varepsilon \cdot \tan x\\ \mathbf{if}\;\varepsilon \leq -4.8 \cdot 10^{-9}:\\ \;\;\;\;\frac{t_0}{t_1} - \tan x\\ \mathbf{elif}\;\varepsilon \leq 1.6 \cdot 10^{-27}:\\ \;\;\;\;\varepsilon + \varepsilon \cdot \frac{{\sin x}^{2}}{{\cos x}^{2}}\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{\frac{t_1}{t_0}} - \tan x\\ \end{array} \]
Alternative 11
Accuracy98.9%
Cost32969
\[\begin{array}{l} \mathbf{if}\;\varepsilon \leq -2 \cdot 10^{-9} \lor \neg \left(\varepsilon \leq 1.6 \cdot 10^{-27}\right):\\ \;\;\;\;\frac{\tan \varepsilon + \tan x}{1 - \tan \varepsilon \cdot \tan x} - \tan x\\ \mathbf{else}:\\ \;\;\;\;\varepsilon + \varepsilon \cdot \frac{{\sin x}^{2}}{{\cos x}^{2}}\\ \end{array} \]
Alternative 12
Accuracy77.0%
Cost26696
\[\begin{array}{l} \mathbf{if}\;\varepsilon \leq -8 \cdot 10^{-5}:\\ \;\;\;\;\tan \varepsilon\\ \mathbf{elif}\;\varepsilon \leq 1.6 \cdot 10^{-27}:\\ \;\;\;\;\varepsilon + \varepsilon \cdot \frac{{\sin x}^{2}}{{\cos x}^{2}}\\ \mathbf{else}:\\ \;\;\;\;\sin \left(\varepsilon + x\right) \cdot \frac{1}{\cos \varepsilon - x \cdot \sin \varepsilon} - \tan x\\ \end{array} \]
Alternative 13
Accuracy77.2%
Cost26440
\[\begin{array}{l} \mathbf{if}\;\varepsilon \leq -0.00011:\\ \;\;\;\;\tan \varepsilon\\ \mathbf{elif}\;\varepsilon \leq 1.6 \cdot 10^{-27}:\\ \;\;\;\;\varepsilon + \varepsilon \cdot \frac{{\sin x}^{2}}{{\cos x}^{2}}\\ \mathbf{else}:\\ \;\;\;\;\tan \varepsilon\\ \end{array} \]
Alternative 14
Accuracy58.3%
Cost6464
\[\tan \varepsilon \]
Alternative 15
Accuracy30.6%
Cost64
\[\varepsilon \]

Reproduce?

herbie shell --seed 2023165 
(FPCore (x eps)
  :name "2tan (problem 3.3.2)"
  :precision binary64

  :herbie-target
  (/ (sin eps) (* (cos x) (cos (+ x eps))))

  (- (tan (+ x eps)) (tan x)))