Average Error: 58.5 → 3.8
Time: 54.5s
Precision: 64
Internal Precision: 128
\[\frac{\varepsilon \cdot \left(e^{\left(a + b\right) \cdot \varepsilon} - 1\right)}{\left(e^{a \cdot \varepsilon} - 1\right) \cdot \left(e^{b \cdot \varepsilon} - 1\right)}\]
\[\begin{array}{l} \mathbf{if}\;b \le -3.242293021325741 \cdot 10^{+93}:\\ \;\;\;\;\frac{(e^{\left(a + b\right) \cdot \varepsilon} - 1)^*}{(e^{\varepsilon \cdot b} - 1)^*} \cdot (\left((\frac{1}{12} \cdot \left(a \cdot \varepsilon\right) + \frac{-1}{2})_*\right) \cdot \varepsilon + \left(\frac{1}{a}\right))_*\\ \mathbf{elif}\;b \le -1.8298542524217673 \cdot 10^{+48}:\\ \;\;\;\;\frac{\frac{\varepsilon}{(e^{a \cdot \varepsilon} - 1)^*} \cdot (e^{\left(a + b\right) \cdot \varepsilon} - 1)^*}{(e^{\varepsilon \cdot b} - 1)^*}\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{b} + \frac{1}{a}\\ \end{array}\]

Error

Bits error versus a

Bits error versus b

Bits error versus eps

Target

Original58.5
Target14.7
Herbie3.8
\[\frac{a + b}{a \cdot b}\]

Derivation

  1. Split input into 3 regimes
  2. if b < -3.242293021325741e+93

    1. Initial program 51.6

      \[\frac{\varepsilon \cdot \left(e^{\left(a + b\right) \cdot \varepsilon} - 1\right)}{\left(e^{a \cdot \varepsilon} - 1\right) \cdot \left(e^{b \cdot \varepsilon} - 1\right)}\]
    2. Initial simplification18.4

      \[\leadsto \frac{(e^{\left(a + b\right) \cdot \varepsilon} - 1)^*}{(e^{\varepsilon \cdot b} - 1)^*} \cdot \frac{\varepsilon}{(e^{\varepsilon \cdot a} - 1)^*}\]
    3. Taylor expanded around 0 10.4

      \[\leadsto \frac{(e^{\left(a + b\right) \cdot \varepsilon} - 1)^*}{(e^{\varepsilon \cdot b} - 1)^*} \cdot \color{blue}{\left(\left(\frac{1}{a} + \frac{1}{12} \cdot \left(a \cdot {\varepsilon}^{2}\right)\right) - \frac{1}{2} \cdot \varepsilon\right)}\]
    4. Simplified10.4

      \[\leadsto \frac{(e^{\left(a + b\right) \cdot \varepsilon} - 1)^*}{(e^{\varepsilon \cdot b} - 1)^*} \cdot \color{blue}{(\left((\frac{1}{12} \cdot \left(a \cdot \varepsilon\right) + \frac{-1}{2})_*\right) \cdot \varepsilon + \left(\frac{1}{a}\right))_*}\]

    if -3.242293021325741e+93 < b < -1.8298542524217673e+48

    1. Initial program 54.7

      \[\frac{\varepsilon \cdot \left(e^{\left(a + b\right) \cdot \varepsilon} - 1\right)}{\left(e^{a \cdot \varepsilon} - 1\right) \cdot \left(e^{b \cdot \varepsilon} - 1\right)}\]
    2. Initial simplification16.2

      \[\leadsto \frac{(e^{\left(a + b\right) \cdot \varepsilon} - 1)^*}{(e^{\varepsilon \cdot b} - 1)^*} \cdot \frac{\varepsilon}{(e^{\varepsilon \cdot a} - 1)^*}\]
    3. Using strategy rm
    4. Applied associate-*l/16.3

      \[\leadsto \color{blue}{\frac{(e^{\left(a + b\right) \cdot \varepsilon} - 1)^* \cdot \frac{\varepsilon}{(e^{\varepsilon \cdot a} - 1)^*}}{(e^{\varepsilon \cdot b} - 1)^*}}\]

    if -1.8298542524217673e+48 < b

    1. Initial program 59.9

      \[\frac{\varepsilon \cdot \left(e^{\left(a + b\right) \cdot \varepsilon} - 1\right)}{\left(e^{a \cdot \varepsilon} - 1\right) \cdot \left(e^{b \cdot \varepsilon} - 1\right)}\]
    2. Initial simplification30.3

      \[\leadsto \frac{(e^{\left(a + b\right) \cdot \varepsilon} - 1)^*}{(e^{\varepsilon \cdot b} - 1)^*} \cdot \frac{\varepsilon}{(e^{\varepsilon \cdot a} - 1)^*}\]
    3. Taylor expanded around 0 2.1

      \[\leadsto \color{blue}{\frac{1}{a} + \frac{1}{b}}\]
  3. Recombined 3 regimes into one program.
  4. Final simplification3.8

    \[\leadsto \begin{array}{l} \mathbf{if}\;b \le -3.242293021325741 \cdot 10^{+93}:\\ \;\;\;\;\frac{(e^{\left(a + b\right) \cdot \varepsilon} - 1)^*}{(e^{\varepsilon \cdot b} - 1)^*} \cdot (\left((\frac{1}{12} \cdot \left(a \cdot \varepsilon\right) + \frac{-1}{2})_*\right) \cdot \varepsilon + \left(\frac{1}{a}\right))_*\\ \mathbf{elif}\;b \le -1.8298542524217673 \cdot 10^{+48}:\\ \;\;\;\;\frac{\frac{\varepsilon}{(e^{a \cdot \varepsilon} - 1)^*} \cdot (e^{\left(a + b\right) \cdot \varepsilon} - 1)^*}{(e^{\varepsilon \cdot b} - 1)^*}\\ \mathbf{else}:\\ \;\;\;\;\frac{1}{b} + \frac{1}{a}\\ \end{array}\]

Runtime

Time bar (total: 54.5s)Debug logProfile

herbie shell --seed 2018277 +o rules:numerics
(FPCore (a b eps)
  :name "expq3 (problem 3.4.2)"
  :pre (and (< -1 eps) (< eps 1))

  :herbie-target
  (/ (+ a b) (* a b))

  (/ (* eps (- (exp (* (+ a b) eps)) 1)) (* (- (exp (* a eps)) 1) (- (exp (* b eps)) 1))))