Average Error: 15.1 → 0.1
Time: 21.0s
Precision: 64
Internal Precision: 128
\[\frac{x}{x \cdot x + 1}\]
\[\begin{array}{l} \mathbf{if}\;x \le -1.4714156703422162 \cdot 10^{+154} \lor \neg \left(x \le 0.10988009230650758\right):\\ \;\;\;\;\left(\frac{1}{x} + \frac{1}{{x}^{5}}\right) - \frac{1}{{x}^{3}}\\ \mathbf{else}:\\ \;\;\;\;\frac{\frac{x}{\sqrt{(x \cdot x + 1)_*}}}{\sqrt{(x \cdot x + 1)_*}}\\ \end{array}\]

Error

Bits error versus x

Target

Original15.1
Target0.1
Herbie0.1
\[\frac{1}{x + \frac{1}{x}}\]

Derivation

  1. Split input into 2 regimes
  2. if x < -1.4714156703422162e+154 or 0.10988009230650758 < x

    1. Initial program 39.2

      \[\frac{x}{x \cdot x + 1}\]
    2. Initial simplification39.2

      \[\leadsto \frac{x}{(x \cdot x + 1)_*}\]
    3. Using strategy rm
    4. Applied add-sqr-sqrt39.2

      \[\leadsto \frac{x}{\color{blue}{\sqrt{(x \cdot x + 1)_*} \cdot \sqrt{(x \cdot x + 1)_*}}}\]
    5. Applied associate-/r*39.1

      \[\leadsto \color{blue}{\frac{\frac{x}{\sqrt{(x \cdot x + 1)_*}}}{\sqrt{(x \cdot x + 1)_*}}}\]
    6. Taylor expanded around -inf 0.3

      \[\leadsto \color{blue}{\left(\frac{1}{{x}^{5}} + \frac{1}{x}\right) - \frac{1}{{x}^{3}}}\]

    if -1.4714156703422162e+154 < x < 0.10988009230650758

    1. Initial program 0.1

      \[\frac{x}{x \cdot x + 1}\]
    2. Initial simplification0.1

      \[\leadsto \frac{x}{(x \cdot x + 1)_*}\]
    3. Using strategy rm
    4. Applied add-sqr-sqrt0.1

      \[\leadsto \frac{x}{\color{blue}{\sqrt{(x \cdot x + 1)_*} \cdot \sqrt{(x \cdot x + 1)_*}}}\]
    5. Applied associate-/r*0.0

      \[\leadsto \color{blue}{\frac{\frac{x}{\sqrt{(x \cdot x + 1)_*}}}{\sqrt{(x \cdot x + 1)_*}}}\]
  3. Recombined 2 regimes into one program.
  4. Final simplification0.1

    \[\leadsto \begin{array}{l} \mathbf{if}\;x \le -1.4714156703422162 \cdot 10^{+154} \lor \neg \left(x \le 0.10988009230650758\right):\\ \;\;\;\;\left(\frac{1}{x} + \frac{1}{{x}^{5}}\right) - \frac{1}{{x}^{3}}\\ \mathbf{else}:\\ \;\;\;\;\frac{\frac{x}{\sqrt{(x \cdot x + 1)_*}}}{\sqrt{(x \cdot x + 1)_*}}\\ \end{array}\]

Runtime

Time bar (total: 21.0s)Debug logProfile

herbie shell --seed 2018277 +o rules:numerics
(FPCore (x)
  :name "x / (x^2 + 1)"

  :herbie-target
  (/ 1 (+ x (/ 1 x)))

  (/ x (+ (* x x) 1)))