Average Error: 25.1 → 9.6
Time: 5.0s
Precision: binary64
\[x + \frac{\left(y - x\right) \cdot \left(z - t\right)}{a - t}\]
\[\begin{array}{l} \mathbf{if}\;a \le -6.5350000720937164 \cdot 10^{-137} \lor \neg \left(a \le 2.3678722054596781 \cdot 10^{-161}\right):\\ \;\;\;\;x + \frac{y - x}{\frac{a - t}{z - t}}\\ \mathbf{else}:\\ \;\;\;\;y + \left(z \cdot \frac{x}{t} - y \cdot \frac{z}{t}\right)\\ \end{array}\]
x + \frac{\left(y - x\right) \cdot \left(z - t\right)}{a - t}
\begin{array}{l}
\mathbf{if}\;a \le -6.5350000720937164 \cdot 10^{-137} \lor \neg \left(a \le 2.3678722054596781 \cdot 10^{-161}\right):\\
\;\;\;\;x + \frac{y - x}{\frac{a - t}{z - t}}\\

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

\end{array}
double code(double x, double y, double z, double t, double a) {
	return ((double) (x + (((double) (((double) (y - x)) * ((double) (z - t)))) / ((double) (a - t)))));
}
double code(double x, double y, double z, double t, double a) {
	double VAR;
	if (((a <= -6.535000072093716e-137) || !(a <= 2.367872205459678e-161))) {
		VAR = ((double) (x + (((double) (y - x)) / (((double) (a - t)) / ((double) (z - t))))));
	} else {
		VAR = ((double) (y + ((double) (((double) (z * (x / t))) - ((double) (y * (z / t)))))));
	}
	return VAR;
}

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

Original25.1
Target9.4
Herbie9.6
\[\begin{array}{l} \mathbf{if}\;a \lt -1.6153062845442575 \cdot 10^{-142}:\\ \;\;\;\;x + \frac{y - x}{1} \cdot \frac{z - t}{a - t}\\ \mathbf{elif}\;a \lt 3.7744031700831742 \cdot 10^{-182}:\\ \;\;\;\;y - \frac{z}{t} \cdot \left(y - x\right)\\ \mathbf{else}:\\ \;\;\;\;x + \frac{y - x}{1} \cdot \frac{z - t}{a - t}\\ \end{array}\]

Derivation

  1. Split input into 2 regimes
  2. if a < -6.5350000720937164e-137 or 2.3678722054596781e-161 < a

    1. Initial program 23.6

      \[x + \frac{\left(y - x\right) \cdot \left(z - t\right)}{a - t}\]
    2. Simplified9.3

      \[\leadsto \color{blue}{x + \left(y - x\right) \cdot \frac{z - t}{a - t}}\]
    3. Using strategy rm
    4. Applied clear-num9.4

      \[\leadsto x + \left(y - x\right) \cdot \color{blue}{\frac{1}{\frac{a - t}{z - t}}}\]
    5. Using strategy rm
    6. Applied un-div-inv9.3

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

    if -6.5350000720937164e-137 < a < 2.3678722054596781e-161

    1. Initial program 30.4

      \[x + \frac{\left(y - x\right) \cdot \left(z - t\right)}{a - t}\]
    2. Simplified20.4

      \[\leadsto \color{blue}{x + \left(y - x\right) \cdot \frac{z - t}{a - t}}\]
    3. Taylor expanded around inf 13.1

      \[\leadsto \color{blue}{\left(\frac{x \cdot z}{t} + y\right) - \frac{z \cdot y}{t}}\]
    4. Simplified10.5

      \[\leadsto \color{blue}{y + \left(\frac{x}{t} \cdot z - \frac{z}{t} \cdot y\right)}\]
  3. Recombined 2 regimes into one program.
  4. Final simplification9.6

    \[\leadsto \begin{array}{l} \mathbf{if}\;a \le -6.5350000720937164 \cdot 10^{-137} \lor \neg \left(a \le 2.3678722054596781 \cdot 10^{-161}\right):\\ \;\;\;\;x + \frac{y - x}{\frac{a - t}{z - t}}\\ \mathbf{else}:\\ \;\;\;\;y + \left(z \cdot \frac{x}{t} - y \cdot \frac{z}{t}\right)\\ \end{array}\]

Reproduce

herbie shell --seed 2020182 
(FPCore (x y z t a)
  :name "Graphics.Rendering.Chart.Axis.Types:linMap from Chart-1.5.3"
  :precision binary64

  :herbie-target
  (if (< a -1.6153062845442575e-142) (+ x (* (/ (- y x) 1.0) (/ (- z t) (- a t)))) (if (< a 3.774403170083174e-182) (- y (* (/ z t) (- y x))) (+ x (* (/ (- y x) 1.0) (/ (- z t) (- a t))))))

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