Average Error: 24.8 → 11.1
Time: 11.6s
Precision: binary64
\[x + \frac{\left(y - x\right) \cdot \left(z - t\right)}{a - t}\]
\[\begin{array}{l} \mathbf{if}\;a \leq -1.9298566122944367 \cdot 10^{-78} \lor \neg \left(a \leq 4.953885231570819 \cdot 10^{-211}\right):\\ \;\;\;\;x + \frac{y - x}{\frac{a - t}{z - t}}\\ \mathbf{else}:\\ \;\;\;\;\left(y + \frac{x \cdot z}{t}\right) - \frac{y \cdot z}{t}\\ \end{array}\]
x + \frac{\left(y - x\right) \cdot \left(z - t\right)}{a - t}
\begin{array}{l}
\mathbf{if}\;a \leq -1.9298566122944367 \cdot 10^{-78} \lor \neg \left(a \leq 4.953885231570819 \cdot 10^{-211}\right):\\
\;\;\;\;x + \frac{y - x}{\frac{a - t}{z - t}}\\

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

\end{array}
(FPCore (x y z t a) :precision binary64 (+ x (/ (* (- y x) (- z t)) (- a t))))
(FPCore (x y z t a)
 :precision binary64
 (if (or (<= a -1.9298566122944367e-78) (not (<= a 4.953885231570819e-211)))
   (+ x (/ (- y x) (/ (- a t) (- z t))))
   (- (+ y (/ (* x z) t)) (/ (* y z) t))))
double code(double x, double y, double z, double t, double a) {
	return x + (((y - x) * (z - t)) / (a - t));
}
double code(double x, double y, double z, double t, double a) {
	double tmp;
	if ((a <= -1.9298566122944367e-78) || !(a <= 4.953885231570819e-211)) {
		tmp = x + ((y - x) / ((a - t) / (z - t)));
	} else {
		tmp = (y + ((x * z) / t)) - ((y * z) / t);
	}
	return tmp;
}

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

Original24.8
Target9.7
Herbie11.1
\[\begin{array}{l} \mathbf{if}\;a < -1.6153062845442575 \cdot 10^{-142}:\\ \;\;\;\;x + \frac{y - x}{1} \cdot \frac{z - t}{a - t}\\ \mathbf{elif}\;a < 3.774403170083174 \cdot 10^{-182}:\\ \;\;\;\;y - \frac{z}{t} \cdot \left(y - x\right)\\ \mathbf{else}:\\ \;\;\;\;x + \frac{y - x}{1} \cdot \frac{z - t}{a - t}\\ \end{array}\]

Derivation

  1. Split input into 2 regimes
  2. if a < -1.9298566122944367e-78 or 4.9538852315708193e-211 < a

    1. Initial program 23.3

      \[x + \frac{\left(y - x\right) \cdot \left(z - t\right)}{a - t}\]
    2. Using strategy rm
    3. Applied associate-/l*_binary64_175689.8

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

    if -1.9298566122944367e-78 < a < 4.9538852315708193e-211

    1. Initial program 29.8

      \[x + \frac{\left(y - x\right) \cdot \left(z - t\right)}{a - t}\]
    2. Taylor expanded around inf 15.3

      \[\leadsto \color{blue}{\left(\frac{x \cdot z}{t} + y\right) - \frac{z \cdot y}{t}}\]
    3. Simplified15.3

      \[\leadsto \color{blue}{\left(y + \frac{x \cdot z}{t}\right) - \frac{y \cdot z}{t}}\]
  3. Recombined 2 regimes into one program.
  4. Final simplification11.1

    \[\leadsto \begin{array}{l} \mathbf{if}\;a \leq -1.9298566122944367 \cdot 10^{-78} \lor \neg \left(a \leq 4.953885231570819 \cdot 10^{-211}\right):\\ \;\;\;\;x + \frac{y - x}{\frac{a - t}{z - t}}\\ \mathbf{else}:\\ \;\;\;\;\left(y + \frac{x \cdot z}{t}\right) - \frac{y \cdot z}{t}\\ \end{array}\]

Reproduce

herbie shell --seed 2020277 
(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))))