Average Error: 37.1 → 15.2
Time: 26.8s
Precision: 64
\[\tan \left(x + \varepsilon\right) - \tan x\]
\[\begin{array}{l} \mathbf{if}\;\varepsilon \le -8.360406307762016700753533365740142087902 \cdot 10^{-81}:\\ \;\;\;\;\frac{\mathsf{fma}\left(\cos x, \tan \varepsilon + \tan x, \sin x \cdot \left(-1 + \tan x \cdot \tan \varepsilon\right)\right)}{\left(1 - \tan x \cdot \tan \varepsilon\right) \cdot \cos x}\\ \mathbf{elif}\;\varepsilon \le 5.858392615759789249871478064054441017892 \cdot 10^{-32}:\\ \;\;\;\;\varepsilon + \left(x \cdot \varepsilon\right) \cdot \left(\varepsilon + x\right)\\ \mathbf{else}:\\ \;\;\;\;\mathsf{fma}\left(\frac{\tan x + \tan \varepsilon}{1 - \sqrt[3]{{\left(\tan x \cdot \tan \varepsilon\right)}^{6}}}, 1 + \frac{\sin x \cdot \sin \varepsilon}{\cos \varepsilon \cdot \cos x}, -\tan x\right)\\ \end{array}\]
\tan \left(x + \varepsilon\right) - \tan x
\begin{array}{l}
\mathbf{if}\;\varepsilon \le -8.360406307762016700753533365740142087902 \cdot 10^{-81}:\\
\;\;\;\;\frac{\mathsf{fma}\left(\cos x, \tan \varepsilon + \tan x, \sin x \cdot \left(-1 + \tan x \cdot \tan \varepsilon\right)\right)}{\left(1 - \tan x \cdot \tan \varepsilon\right) \cdot \cos x}\\

\mathbf{elif}\;\varepsilon \le 5.858392615759789249871478064054441017892 \cdot 10^{-32}:\\
\;\;\;\;\varepsilon + \left(x \cdot \varepsilon\right) \cdot \left(\varepsilon + x\right)\\

\mathbf{else}:\\
\;\;\;\;\mathsf{fma}\left(\frac{\tan x + \tan \varepsilon}{1 - \sqrt[3]{{\left(\tan x \cdot \tan \varepsilon\right)}^{6}}}, 1 + \frac{\sin x \cdot \sin \varepsilon}{\cos \varepsilon \cdot \cos x}, -\tan x\right)\\

\end{array}
double f(double x, double eps) {
        double r60301 = x;
        double r60302 = eps;
        double r60303 = r60301 + r60302;
        double r60304 = tan(r60303);
        double r60305 = tan(r60301);
        double r60306 = r60304 - r60305;
        return r60306;
}

double f(double x, double eps) {
        double r60307 = eps;
        double r60308 = -8.360406307762017e-81;
        bool r60309 = r60307 <= r60308;
        double r60310 = x;
        double r60311 = cos(r60310);
        double r60312 = tan(r60307);
        double r60313 = tan(r60310);
        double r60314 = r60312 + r60313;
        double r60315 = sin(r60310);
        double r60316 = -1.0;
        double r60317 = r60313 * r60312;
        double r60318 = r60316 + r60317;
        double r60319 = r60315 * r60318;
        double r60320 = fma(r60311, r60314, r60319);
        double r60321 = 1.0;
        double r60322 = r60321 - r60317;
        double r60323 = r60322 * r60311;
        double r60324 = r60320 / r60323;
        double r60325 = 5.858392615759789e-32;
        bool r60326 = r60307 <= r60325;
        double r60327 = r60310 * r60307;
        double r60328 = r60307 + r60310;
        double r60329 = r60327 * r60328;
        double r60330 = r60307 + r60329;
        double r60331 = r60313 + r60312;
        double r60332 = 6.0;
        double r60333 = pow(r60317, r60332);
        double r60334 = cbrt(r60333);
        double r60335 = r60321 - r60334;
        double r60336 = r60331 / r60335;
        double r60337 = sin(r60307);
        double r60338 = r60315 * r60337;
        double r60339 = cos(r60307);
        double r60340 = r60339 * r60311;
        double r60341 = r60338 / r60340;
        double r60342 = r60321 + r60341;
        double r60343 = -r60313;
        double r60344 = fma(r60336, r60342, r60343);
        double r60345 = r60326 ? r60330 : r60344;
        double r60346 = r60309 ? r60324 : r60345;
        return r60346;
}

Error

Bits error versus x

Bits error versus eps

Target

Original37.1
Target15.3
Herbie15.2
\[\frac{\sin \varepsilon}{\cos x \cdot \cos \left(x + \varepsilon\right)}\]

Derivation

  1. Split input into 3 regimes
  2. if eps < -8.360406307762017e-81

    1. Initial program 30.3

      \[\tan \left(x + \varepsilon\right) - \tan x\]
    2. Using strategy rm
    3. Applied tan-sum5.9

      \[\leadsto \color{blue}{\frac{\tan x + \tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon}} - \tan x\]
    4. Using strategy rm
    5. Applied tan-quot5.9

      \[\leadsto \frac{\tan x + \tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon} - \color{blue}{\frac{\sin x}{\cos x}}\]
    6. Applied frac-sub6.0

      \[\leadsto \color{blue}{\frac{\left(\tan x + \tan \varepsilon\right) \cdot \cos x - \left(1 - \tan x \cdot \tan \varepsilon\right) \cdot \sin x}{\left(1 - \tan x \cdot \tan \varepsilon\right) \cdot \cos x}}\]
    7. Simplified5.9

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

    if -8.360406307762017e-81 < eps < 5.858392615759789e-32

    1. Initial program 46.7

      \[\tan \left(x + \varepsilon\right) - \tan x\]
    2. Using strategy rm
    3. Applied tan-sum46.7

      \[\leadsto \color{blue}{\frac{\tan x + \tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon}} - \tan x\]
    4. Taylor expanded around 0 31.1

      \[\leadsto \color{blue}{x \cdot {\varepsilon}^{2} + \left(\varepsilon + {x}^{2} \cdot \varepsilon\right)}\]
    5. Simplified30.8

      \[\leadsto \color{blue}{\varepsilon + \left(x \cdot \varepsilon\right) \cdot \left(\varepsilon + x\right)}\]

    if 5.858392615759789e-32 < eps

    1. Initial program 30.3

      \[\tan \left(x + \varepsilon\right) - \tan x\]
    2. Using strategy rm
    3. Applied tan-sum2.0

      \[\leadsto \color{blue}{\frac{\tan x + \tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon}} - \tan x\]
    4. Using strategy rm
    5. Applied flip--2.1

      \[\leadsto \frac{\tan x + \tan \varepsilon}{\color{blue}{\frac{1 \cdot 1 - \left(\tan x \cdot \tan \varepsilon\right) \cdot \left(\tan x \cdot \tan \varepsilon\right)}{1 + \tan x \cdot \tan \varepsilon}}} - \tan x\]
    6. Applied associate-/r/2.1

      \[\leadsto \color{blue}{\frac{\tan x + \tan \varepsilon}{1 \cdot 1 - \left(\tan x \cdot \tan \varepsilon\right) \cdot \left(\tan x \cdot \tan \varepsilon\right)} \cdot \left(1 + \tan x \cdot \tan \varepsilon\right)} - \tan x\]
    7. Applied fma-neg2.1

      \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{\tan x + \tan \varepsilon}{1 \cdot 1 - \left(\tan x \cdot \tan \varepsilon\right) \cdot \left(\tan x \cdot \tan \varepsilon\right)}, 1 + \tan x \cdot \tan \varepsilon, -\tan x\right)}\]
    8. Using strategy rm
    9. Applied add-cbrt-cube2.1

      \[\leadsto \mathsf{fma}\left(\frac{\tan x + \tan \varepsilon}{1 \cdot 1 - \left(\tan x \cdot \tan \varepsilon\right) \cdot \left(\tan x \cdot \color{blue}{\sqrt[3]{\left(\tan \varepsilon \cdot \tan \varepsilon\right) \cdot \tan \varepsilon}}\right)}, 1 + \tan x \cdot \tan \varepsilon, -\tan x\right)\]
    10. Applied add-cbrt-cube2.1

      \[\leadsto \mathsf{fma}\left(\frac{\tan x + \tan \varepsilon}{1 \cdot 1 - \left(\tan x \cdot \tan \varepsilon\right) \cdot \left(\color{blue}{\sqrt[3]{\left(\tan x \cdot \tan x\right) \cdot \tan x}} \cdot \sqrt[3]{\left(\tan \varepsilon \cdot \tan \varepsilon\right) \cdot \tan \varepsilon}\right)}, 1 + \tan x \cdot \tan \varepsilon, -\tan x\right)\]
    11. Applied cbrt-unprod2.1

      \[\leadsto \mathsf{fma}\left(\frac{\tan x + \tan \varepsilon}{1 \cdot 1 - \left(\tan x \cdot \tan \varepsilon\right) \cdot \color{blue}{\sqrt[3]{\left(\left(\tan x \cdot \tan x\right) \cdot \tan x\right) \cdot \left(\left(\tan \varepsilon \cdot \tan \varepsilon\right) \cdot \tan \varepsilon\right)}}}, 1 + \tan x \cdot \tan \varepsilon, -\tan x\right)\]
    12. Applied add-cbrt-cube2.1

      \[\leadsto \mathsf{fma}\left(\frac{\tan x + \tan \varepsilon}{1 \cdot 1 - \left(\tan x \cdot \color{blue}{\sqrt[3]{\left(\tan \varepsilon \cdot \tan \varepsilon\right) \cdot \tan \varepsilon}}\right) \cdot \sqrt[3]{\left(\left(\tan x \cdot \tan x\right) \cdot \tan x\right) \cdot \left(\left(\tan \varepsilon \cdot \tan \varepsilon\right) \cdot \tan \varepsilon\right)}}, 1 + \tan x \cdot \tan \varepsilon, -\tan x\right)\]
    13. Applied add-cbrt-cube2.2

      \[\leadsto \mathsf{fma}\left(\frac{\tan x + \tan \varepsilon}{1 \cdot 1 - \left(\color{blue}{\sqrt[3]{\left(\tan x \cdot \tan x\right) \cdot \tan x}} \cdot \sqrt[3]{\left(\tan \varepsilon \cdot \tan \varepsilon\right) \cdot \tan \varepsilon}\right) \cdot \sqrt[3]{\left(\left(\tan x \cdot \tan x\right) \cdot \tan x\right) \cdot \left(\left(\tan \varepsilon \cdot \tan \varepsilon\right) \cdot \tan \varepsilon\right)}}, 1 + \tan x \cdot \tan \varepsilon, -\tan x\right)\]
    14. Applied cbrt-unprod2.2

      \[\leadsto \mathsf{fma}\left(\frac{\tan x + \tan \varepsilon}{1 \cdot 1 - \color{blue}{\sqrt[3]{\left(\left(\tan x \cdot \tan x\right) \cdot \tan x\right) \cdot \left(\left(\tan \varepsilon \cdot \tan \varepsilon\right) \cdot \tan \varepsilon\right)}} \cdot \sqrt[3]{\left(\left(\tan x \cdot \tan x\right) \cdot \tan x\right) \cdot \left(\left(\tan \varepsilon \cdot \tan \varepsilon\right) \cdot \tan \varepsilon\right)}}, 1 + \tan x \cdot \tan \varepsilon, -\tan x\right)\]
    15. Applied cbrt-unprod2.1

      \[\leadsto \mathsf{fma}\left(\frac{\tan x + \tan \varepsilon}{1 \cdot 1 - \color{blue}{\sqrt[3]{\left(\left(\left(\tan x \cdot \tan x\right) \cdot \tan x\right) \cdot \left(\left(\tan \varepsilon \cdot \tan \varepsilon\right) \cdot \tan \varepsilon\right)\right) \cdot \left(\left(\left(\tan x \cdot \tan x\right) \cdot \tan x\right) \cdot \left(\left(\tan \varepsilon \cdot \tan \varepsilon\right) \cdot \tan \varepsilon\right)\right)}}}, 1 + \tan x \cdot \tan \varepsilon, -\tan x\right)\]
    16. Simplified2.1

      \[\leadsto \mathsf{fma}\left(\frac{\tan x + \tan \varepsilon}{1 \cdot 1 - \sqrt[3]{\color{blue}{{\left(\tan x \cdot \tan \varepsilon\right)}^{\left(2 \cdot 3\right)}}}}, 1 + \tan x \cdot \tan \varepsilon, -\tan x\right)\]
    17. Taylor expanded around inf 2.1

      \[\leadsto \mathsf{fma}\left(\frac{\tan x + \tan \varepsilon}{1 \cdot 1 - \sqrt[3]{{\left(\tan x \cdot \tan \varepsilon\right)}^{\left(2 \cdot 3\right)}}}, 1 + \color{blue}{\frac{\sin x \cdot \sin \varepsilon}{\cos \varepsilon \cdot \cos x}}, -\tan x\right)\]
  3. Recombined 3 regimes into one program.
  4. Final simplification15.2

    \[\leadsto \begin{array}{l} \mathbf{if}\;\varepsilon \le -8.360406307762016700753533365740142087902 \cdot 10^{-81}:\\ \;\;\;\;\frac{\mathsf{fma}\left(\cos x, \tan \varepsilon + \tan x, \sin x \cdot \left(-1 + \tan x \cdot \tan \varepsilon\right)\right)}{\left(1 - \tan x \cdot \tan \varepsilon\right) \cdot \cos x}\\ \mathbf{elif}\;\varepsilon \le 5.858392615759789249871478064054441017892 \cdot 10^{-32}:\\ \;\;\;\;\varepsilon + \left(x \cdot \varepsilon\right) \cdot \left(\varepsilon + x\right)\\ \mathbf{else}:\\ \;\;\;\;\mathsf{fma}\left(\frac{\tan x + \tan \varepsilon}{1 - \sqrt[3]{{\left(\tan x \cdot \tan \varepsilon\right)}^{6}}}, 1 + \frac{\sin x \cdot \sin \varepsilon}{\cos \varepsilon \cdot \cos x}, -\tan x\right)\\ \end{array}\]

Reproduce

herbie shell --seed 2019326 +o rules:numerics
(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)))