Average Error: 10.6 → 1.4
Time: 4.5s
Precision: binary64
\[x + \frac{\left(y - z\right) \cdot t}{a - z}\]
\[x + \left(\frac{y}{a - z} - \frac{z}{a - z}\right) \cdot t\]
x + \frac{\left(y - z\right) \cdot t}{a - z}
x + \left(\frac{y}{a - z} - \frac{z}{a - z}\right) \cdot t
double code(double x, double y, double z, double t, double a) {
	return ((double) (x + ((double) (((double) (((double) (y - z)) * t)) / ((double) (a - z))))));
}
double code(double x, double y, double z, double t, double a) {
	return ((double) (x + ((double) (((double) (((double) (y / ((double) (a - z)))) - ((double) (z / ((double) (a - z)))))) * t))));
}

Error

Bits error versus x

Bits error versus y

Bits error versus z

Bits error versus t

Bits error versus a

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original10.6
Target0.5
Herbie1.4
\[\begin{array}{l} \mathbf{if}\;t \lt -1.0682974490174067 \cdot 10^{-39}:\\ \;\;\;\;x + \frac{y - z}{a - z} \cdot t\\ \mathbf{elif}\;t \lt 3.9110949887586375 \cdot 10^{-141}:\\ \;\;\;\;x + \frac{\left(y - z\right) \cdot t}{a - z}\\ \mathbf{else}:\\ \;\;\;\;x + \frac{y - z}{a - z} \cdot t\\ \end{array}\]

Derivation

  1. Initial program 10.6

    \[x + \frac{\left(y - z\right) \cdot t}{a - z}\]
  2. Using strategy rm
  3. Applied associate-/l*2.9

    \[\leadsto x + \color{blue}{\frac{y - z}{\frac{a - z}{t}}}\]
  4. Using strategy rm
  5. Applied associate-/r/1.4

    \[\leadsto x + \color{blue}{\frac{y - z}{a - z} \cdot t}\]
  6. Using strategy rm
  7. Applied div-sub1.4

    \[\leadsto x + \color{blue}{\left(\frac{y}{a - z} - \frac{z}{a - z}\right)} \cdot t\]
  8. Final simplification1.4

    \[\leadsto x + \left(\frac{y}{a - z} - \frac{z}{a - z}\right) \cdot t\]

Reproduce

herbie shell --seed 2020147 
(FPCore (x y z t a)
  :name "Graphics.Rendering.Plot.Render.Plot.Axis:renderAxisTick from plot-0.2.3.4, A"
  :precision binary64

  :herbie-target
  (if (< t -1.0682974490174067e-39) (+ x (* (/ (- y z) (- a z)) t)) (if (< t 3.9110949887586375e-141) (+ x (/ (* (- y z) t) (- a z))) (+ x (* (/ (- y z) (- a z)) t))))

  (+ x (/ (* (- y z) t) (- a z))))