Average Error: 36.6 → 15.1
Time: 7.5s
Precision: binary64
\[\tan \left(x + \varepsilon\right) - \tan x\]
\[\begin{array}{l} \mathbf{if}\;\varepsilon \le -9.21724289424431991 \cdot 10^{-76}:\\ \;\;\;\;\frac{\left(-\sin x\right) \cdot \left(\left(1 + {\left(\tan x \cdot \tan \varepsilon\right)}^{2}\right) - \tan x \cdot \tan \varepsilon\right) + \left(\frac{\tan x + \tan \varepsilon}{1 - {\left(\tan x \cdot \tan \varepsilon\right)}^{2}} \cdot \left(1 + {\left(\tan x \cdot \tan \varepsilon\right)}^{3}\right)\right) \cdot \cos x}{\cos x \cdot \left(\left(1 + {\left(\tan x \cdot \tan \varepsilon\right)}^{2}\right) - \tan x \cdot \tan \varepsilon\right)}\\ \mathbf{elif}\;\varepsilon \le 1.0191077428645162 \cdot 10^{-28}:\\ \;\;\;\;\left(\varepsilon \cdot x\right) \cdot \left(x + \varepsilon\right) + \varepsilon\\ \mathbf{else}:\\ \;\;\;\;\frac{\tan x + \tan \varepsilon}{1 - {\left(\tan x \cdot \tan \varepsilon\right)}^{2}} \cdot \left(1 + \tan x \cdot \tan \varepsilon\right) - \tan x\\ \end{array}\]

Error

Bits error versus x

Bits error versus eps

Target

Original36.6
Target14.9
Herbie15.1
\[\frac{\sin \varepsilon}{\cos x \cdot \cos \left(x + \varepsilon\right)}\]

Derivation

  1. Split input into 3 regimes
  2. if eps < -9.21724289424431991e-76

    1. Initial program 30.2

      \[\tan \left(x + \varepsilon\right) - \tan x\]
    2. Using strategy rm
    3. Applied tan-sum5.8

      \[\leadsto \color{blue}{\frac{\tan x + \tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon}} - \tan x\]
    4. Using strategy rm
    5. Applied flip--5.8

      \[\leadsto \frac{\tan x + \tan \varepsilon}{\color{blue}{\frac{1 \cdot 1 - \left(\tan x \cdot \tan \varepsilon\right) \cdot \left(\tan x \cdot \tan \varepsilon\right)}{1 + \tan x \cdot \tan \varepsilon}}} - \tan x\]
    6. Applied associate-/r/5.8

      \[\leadsto \color{blue}{\frac{\tan x + \tan \varepsilon}{1 \cdot 1 - \left(\tan x \cdot \tan \varepsilon\right) \cdot \left(\tan x \cdot \tan \varepsilon\right)} \cdot \left(1 + \tan x \cdot \tan \varepsilon\right)} - \tan x\]
    7. Simplified5.8

      \[\leadsto \color{blue}{\frac{\tan x + \tan \varepsilon}{1 - \left(\tan x \cdot \tan \varepsilon\right) \cdot \left(\tan x \cdot \tan \varepsilon\right)}} \cdot \left(1 + \tan x \cdot \tan \varepsilon\right) - \tan x\]
    8. Using strategy rm
    9. Applied pow15.8

      \[\leadsto \frac{\tan x + \tan \varepsilon}{1 - \left(\tan x \cdot \tan \varepsilon\right) \cdot \left(\tan x \cdot \color{blue}{{\left(\tan \varepsilon\right)}^{1}}\right)} \cdot \left(1 + \tan x \cdot \tan \varepsilon\right) - \tan x\]
    10. Applied pow15.8

      \[\leadsto \frac{\tan x + \tan \varepsilon}{1 - \left(\tan x \cdot \tan \varepsilon\right) \cdot \left(\color{blue}{{\left(\tan x\right)}^{1}} \cdot {\left(\tan \varepsilon\right)}^{1}\right)} \cdot \left(1 + \tan x \cdot \tan \varepsilon\right) - \tan x\]
    11. Applied pow-prod-down5.8

      \[\leadsto \frac{\tan x + \tan \varepsilon}{1 - \left(\tan x \cdot \tan \varepsilon\right) \cdot \color{blue}{{\left(\tan x \cdot \tan \varepsilon\right)}^{1}}} \cdot \left(1 + \tan x \cdot \tan \varepsilon\right) - \tan x\]
    12. Applied pow15.8

      \[\leadsto \frac{\tan x + \tan \varepsilon}{1 - \left(\tan x \cdot \color{blue}{{\left(\tan \varepsilon\right)}^{1}}\right) \cdot {\left(\tan x \cdot \tan \varepsilon\right)}^{1}} \cdot \left(1 + \tan x \cdot \tan \varepsilon\right) - \tan x\]
    13. Applied pow15.8

      \[\leadsto \frac{\tan x + \tan \varepsilon}{1 - \left(\color{blue}{{\left(\tan x\right)}^{1}} \cdot {\left(\tan \varepsilon\right)}^{1}\right) \cdot {\left(\tan x \cdot \tan \varepsilon\right)}^{1}} \cdot \left(1 + \tan x \cdot \tan \varepsilon\right) - \tan x\]
    14. Applied pow-prod-down5.8

      \[\leadsto \frac{\tan x + \tan \varepsilon}{1 - \color{blue}{{\left(\tan x \cdot \tan \varepsilon\right)}^{1}} \cdot {\left(\tan x \cdot \tan \varepsilon\right)}^{1}} \cdot \left(1 + \tan x \cdot \tan \varepsilon\right) - \tan x\]
    15. Applied pow-prod-up5.8

      \[\leadsto \frac{\tan x + \tan \varepsilon}{1 - \color{blue}{{\left(\tan x \cdot \tan \varepsilon\right)}^{\left(1 + 1\right)}}} \cdot \left(1 + \tan x \cdot \tan \varepsilon\right) - \tan x\]
    16. Simplified5.8

      \[\leadsto \frac{\tan x + \tan \varepsilon}{1 - {\left(\tan x \cdot \tan \varepsilon\right)}^{\color{blue}{2}}} \cdot \left(1 + \tan x \cdot \tan \varepsilon\right) - \tan x\]
    17. Using strategy rm
    18. Applied tan-quot5.8

      \[\leadsto \frac{\tan x + \tan \varepsilon}{1 - {\left(\tan x \cdot \tan \varepsilon\right)}^{2}} \cdot \left(1 + \tan x \cdot \tan \varepsilon\right) - \color{blue}{\frac{\sin x}{\cos x}}\]
    19. Applied flip3-+5.9

      \[\leadsto \frac{\tan x + \tan \varepsilon}{1 - {\left(\tan x \cdot \tan \varepsilon\right)}^{2}} \cdot \color{blue}{\frac{{1}^{3} + {\left(\tan x \cdot \tan \varepsilon\right)}^{3}}{1 \cdot 1 + \left(\left(\tan x \cdot \tan \varepsilon\right) \cdot \left(\tan x \cdot \tan \varepsilon\right) - 1 \cdot \left(\tan x \cdot \tan \varepsilon\right)\right)}} - \frac{\sin x}{\cos x}\]
    20. Applied associate-*r/5.9

      \[\leadsto \color{blue}{\frac{\frac{\tan x + \tan \varepsilon}{1 - {\left(\tan x \cdot \tan \varepsilon\right)}^{2}} \cdot \left({1}^{3} + {\left(\tan x \cdot \tan \varepsilon\right)}^{3}\right)}{1 \cdot 1 + \left(\left(\tan x \cdot \tan \varepsilon\right) \cdot \left(\tan x \cdot \tan \varepsilon\right) - 1 \cdot \left(\tan x \cdot \tan \varepsilon\right)\right)}} - \frac{\sin x}{\cos x}\]
    21. Applied frac-sub5.9

      \[\leadsto \color{blue}{\frac{\left(\frac{\tan x + \tan \varepsilon}{1 - {\left(\tan x \cdot \tan \varepsilon\right)}^{2}} \cdot \left({1}^{3} + {\left(\tan x \cdot \tan \varepsilon\right)}^{3}\right)\right) \cdot \cos x - \left(1 \cdot 1 + \left(\left(\tan x \cdot \tan \varepsilon\right) \cdot \left(\tan x \cdot \tan \varepsilon\right) - 1 \cdot \left(\tan x \cdot \tan \varepsilon\right)\right)\right) \cdot \sin x}{\left(1 \cdot 1 + \left(\left(\tan x \cdot \tan \varepsilon\right) \cdot \left(\tan x \cdot \tan \varepsilon\right) - 1 \cdot \left(\tan x \cdot \tan \varepsilon\right)\right)\right) \cdot \cos x}}\]
    22. Simplified5.9

      \[\leadsto \frac{\color{blue}{\left(-\sin x\right) \cdot \left(\left(1 + {\left(\tan x \cdot \tan \varepsilon\right)}^{2}\right) - \tan x \cdot \tan \varepsilon\right) + \left(\frac{\tan x + \tan \varepsilon}{1 - {\left(\tan x \cdot \tan \varepsilon\right)}^{2}} \cdot \left(1 + {\left(\tan x \cdot \tan \varepsilon\right)}^{3}\right)\right) \cdot \cos x}}{\left(1 \cdot 1 + \left(\left(\tan x \cdot \tan \varepsilon\right) \cdot \left(\tan x \cdot \tan \varepsilon\right) - 1 \cdot \left(\tan x \cdot \tan \varepsilon\right)\right)\right) \cdot \cos x}\]
    23. Simplified5.9

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

    if -9.21724289424431991e-76 < eps < 1.0191077428645162e-28

    1. Initial program 45.9

      \[\tan \left(x + \varepsilon\right) - \tan x\]
    2. Taylor expanded around 0 30.4

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

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

    if 1.0191077428645162e-28 < eps

    1. Initial program 29.3

      \[\tan \left(x + \varepsilon\right) - \tan x\]
    2. Using strategy rm
    3. Applied tan-sum1.9

      \[\leadsto \color{blue}{\frac{\tan x + \tan \varepsilon}{1 - \tan x \cdot \tan \varepsilon}} - \tan x\]
    4. Using strategy rm
    5. Applied flip--2.0

      \[\leadsto \frac{\tan x + \tan \varepsilon}{\color{blue}{\frac{1 \cdot 1 - \left(\tan x \cdot \tan \varepsilon\right) \cdot \left(\tan x \cdot \tan \varepsilon\right)}{1 + \tan x \cdot \tan \varepsilon}}} - \tan x\]
    6. Applied associate-/r/1.9

      \[\leadsto \color{blue}{\frac{\tan x + \tan \varepsilon}{1 \cdot 1 - \left(\tan x \cdot \tan \varepsilon\right) \cdot \left(\tan x \cdot \tan \varepsilon\right)} \cdot \left(1 + \tan x \cdot \tan \varepsilon\right)} - \tan x\]
    7. Simplified1.9

      \[\leadsto \color{blue}{\frac{\tan x + \tan \varepsilon}{1 - \left(\tan x \cdot \tan \varepsilon\right) \cdot \left(\tan x \cdot \tan \varepsilon\right)}} \cdot \left(1 + \tan x \cdot \tan \varepsilon\right) - \tan x\]
    8. Using strategy rm
    9. Applied pow11.9

      \[\leadsto \frac{\tan x + \tan \varepsilon}{1 - \left(\tan x \cdot \tan \varepsilon\right) \cdot \left(\tan x \cdot \color{blue}{{\left(\tan \varepsilon\right)}^{1}}\right)} \cdot \left(1 + \tan x \cdot \tan \varepsilon\right) - \tan x\]
    10. Applied pow11.9

      \[\leadsto \frac{\tan x + \tan \varepsilon}{1 - \left(\tan x \cdot \tan \varepsilon\right) \cdot \left(\color{blue}{{\left(\tan x\right)}^{1}} \cdot {\left(\tan \varepsilon\right)}^{1}\right)} \cdot \left(1 + \tan x \cdot \tan \varepsilon\right) - \tan x\]
    11. Applied pow-prod-down1.9

      \[\leadsto \frac{\tan x + \tan \varepsilon}{1 - \left(\tan x \cdot \tan \varepsilon\right) \cdot \color{blue}{{\left(\tan x \cdot \tan \varepsilon\right)}^{1}}} \cdot \left(1 + \tan x \cdot \tan \varepsilon\right) - \tan x\]
    12. Applied pow11.9

      \[\leadsto \frac{\tan x + \tan \varepsilon}{1 - \left(\tan x \cdot \color{blue}{{\left(\tan \varepsilon\right)}^{1}}\right) \cdot {\left(\tan x \cdot \tan \varepsilon\right)}^{1}} \cdot \left(1 + \tan x \cdot \tan \varepsilon\right) - \tan x\]
    13. Applied pow11.9

      \[\leadsto \frac{\tan x + \tan \varepsilon}{1 - \left(\color{blue}{{\left(\tan x\right)}^{1}} \cdot {\left(\tan \varepsilon\right)}^{1}\right) \cdot {\left(\tan x \cdot \tan \varepsilon\right)}^{1}} \cdot \left(1 + \tan x \cdot \tan \varepsilon\right) - \tan x\]
    14. Applied pow-prod-down1.9

      \[\leadsto \frac{\tan x + \tan \varepsilon}{1 - \color{blue}{{\left(\tan x \cdot \tan \varepsilon\right)}^{1}} \cdot {\left(\tan x \cdot \tan \varepsilon\right)}^{1}} \cdot \left(1 + \tan x \cdot \tan \varepsilon\right) - \tan x\]
    15. Applied pow-prod-up1.9

      \[\leadsto \frac{\tan x + \tan \varepsilon}{1 - \color{blue}{{\left(\tan x \cdot \tan \varepsilon\right)}^{\left(1 + 1\right)}}} \cdot \left(1 + \tan x \cdot \tan \varepsilon\right) - \tan x\]
    16. Simplified1.9

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

    \[\leadsto \begin{array}{l} \mathbf{if}\;\varepsilon \le -9.21724289424431991 \cdot 10^{-76}:\\ \;\;\;\;\frac{\left(-\sin x\right) \cdot \left(\left(1 + {\left(\tan x \cdot \tan \varepsilon\right)}^{2}\right) - \tan x \cdot \tan \varepsilon\right) + \left(\frac{\tan x + \tan \varepsilon}{1 - {\left(\tan x \cdot \tan \varepsilon\right)}^{2}} \cdot \left(1 + {\left(\tan x \cdot \tan \varepsilon\right)}^{3}\right)\right) \cdot \cos x}{\cos x \cdot \left(\left(1 + {\left(\tan x \cdot \tan \varepsilon\right)}^{2}\right) - \tan x \cdot \tan \varepsilon\right)}\\ \mathbf{elif}\;\varepsilon \le 1.0191077428645162 \cdot 10^{-28}:\\ \;\;\;\;\left(\varepsilon \cdot x\right) \cdot \left(x + \varepsilon\right) + \varepsilon\\ \mathbf{else}:\\ \;\;\;\;\frac{\tan x + \tan \varepsilon}{1 - {\left(\tan x \cdot \tan \varepsilon\right)}^{2}} \cdot \left(1 + \tan x \cdot \tan \varepsilon\right) - \tan x\\ \end{array}\]

Reproduce

herbie shell --seed 2020161 
(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)))