Average Error: 10.9 → 0.7
Time: 17.9s
Precision: 64
\[x + \frac{y \cdot \left(z - t\right)}{a - t}\]
↓
\[\begin{array}{l} \mathbf{if}\;\frac{y \cdot \left(z - t\right)}{a - t} \le -1.611599144545034992288746807936135012432 \cdot 10^{-25} \lor \neg \left(\frac{y \cdot \left(z - t\right)}{a - t} \le 1.054258060746243275263708971660933948259 \cdot 10^{299}\right):\\ \;\;\;\;\frac{z - t}{\frac{a - t}{y}} + x\\ \mathbf{else}:\\ \;\;\;\;x + \frac{y \cdot \left(z - t\right)}{a - t}\\ \end{array}\]
x + \frac{y \cdot \left(z - t\right)}{a - t}
↓
\begin{array}{l}
\mathbf{if}\;\frac{y \cdot \left(z - t\right)}{a - t} \le -1.611599144545034992288746807936135012432 \cdot 10^{-25} \lor \neg \left(\frac{y \cdot \left(z - t\right)}{a - t} \le 1.054258060746243275263708971660933948259 \cdot 10^{299}\right):\\
\;\;\;\;\frac{z - t}{\frac{a - t}{y}} + x\\

\mathbf{else}:\\
\;\;\;\;x + \frac{y \cdot \left(z - t\right)}{a - t}\\

\end{array}
double f(double x, double y, double z, double t, double a) {
        double r374382 = x;
        double r374383 = y;
        double r374384 = z;
        double r374385 = t;
        double r374386 = r374384 - r374385;
        double r374387 = r374383 * r374386;
        double r374388 = a;
        double r374389 = r374388 - r374385;
        double r374390 = r374387 / r374389;
        double r374391 = r374382 + r374390;
        return r374391;
}
↓
double f(double x, double y, double z, double t, double a) {
        double r374392 = y;
        double r374393 = z;
        double r374394 = t;
        double r374395 = r374393 - r374394;
        double r374396 = r374392 * r374395;
        double r374397 = a;
        double r374398 = r374397 - r374394;
        double r374399 = r374396 / r374398;
        double r374400 = -1.611599144545035e-25;
        bool r374401 = r374399 <= r374400;
        double r374402 = 1.0542580607462433e+299;
        bool r374403 = r374399 <= r374402;
        double r374404 = !r374403;
        bool r374405 = r374401 || r374404;
        double r374406 = r374398 / r374392;
        double r374407 = r374395 / r374406;
        double r374408 = x;
        double r374409 = r374407 + r374408;
        double r374410 = r374408 + r374399;
        double r374411 = r374405 ? r374409 : r374410;
        return r374411;
}

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

Original10.9
Target1.3
Herbie0.7
\[x + \frac{y}{\frac{a - t}{z - t}}\]

Derivation

  1. Split input into 2 regimes

  2. if (/ (* y (- z t)) (- a t)) < -1.611599144545035e-25 or 1.0542580607462433e+299 < (/ (* y (- z t)) (- a t))

    1. Initial program 32.2

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

    2. Simplified1.8

      \[\leadsto \color{blue}{\mathsf{fma}\left(\frac{y}{a - t}, z - t, x\right)}\]
    3. Using strategy rm

    4. Applied clear-num1.9

      \[\leadsto \mathsf{fma}\left(\color{blue}{\frac{1}{\frac{a - t}{y}}}, z - t, x\right)\]
    5. Using strategy rm

    6. Applied fma-udef1.9

      \[\leadsto \color{blue}{\frac{1}{\frac{a - t}{y}} \cdot \left(z - t\right) + x}\]

    7. Simplified1.7

      \[\leadsto \color{blue}{\frac{z - t}{\frac{a - t}{y}}} + x\]

    if -1.611599144545035e-25 < (/ (* y (- z t)) (- a t)) < 1.0542580607462433e+299

    1. Initial program 0.2

      \[x + \frac{y \cdot \left(z - t\right)}{a - t}\]
  3. Recombined 2 regimes into one program.

  4. Final simplification0.7

    \[\leadsto \begin{array}{l} \mathbf{if}\;\frac{y \cdot \left(z - t\right)}{a - t} \le -1.611599144545034992288746807936135012432 \cdot 10^{-25} \lor \neg \left(\frac{y \cdot \left(z - t\right)}{a - t} \le 1.054258060746243275263708971660933948259 \cdot 10^{299}\right):\\ \;\;\;\;\frac{z - t}{\frac{a - t}{y}} + x\\ \mathbf{else}:\\ \;\;\;\;x + \frac{y \cdot \left(z - t\right)}{a - t}\\ \end{array}\]

Reproduce

herbie shell --seed 2019323 +o rules:numerics
(FPCore (x y z t a)
  :name "Graphics.Rendering.Plot.Render.Plot.Axis:renderAxisTicks from plot-0.2.3.4, B"
  :precision binary64

  :herbie-target
  (+ x (/ y (/ (- a t) (- z t))))

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