Average Error: 16.4 → 9.4
Time: 7.6s
Precision: binary64
\[\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t}\]
↓
\[\begin{array}{l} \mathbf{if}\;a \leq -4.06012244061433 \cdot 10^{-89}:\\ \;\;\;\;\left(x + y\right) - \frac{z - t}{\frac{1}{\frac{y}{a - t}}}\\ \mathbf{elif}\;a \leq 1.5876893569634118 \cdot 10^{-41}:\\ \;\;\;\;x + \frac{z}{\frac{t}{y}}\\ \mathbf{else}:\\ \;\;\;\;\left(x + y\right) - y \cdot \frac{z - t}{a - t}\\ \end{array}\]
\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t}
↓
\begin{array}{l}
\mathbf{if}\;a \leq -4.06012244061433 \cdot 10^{-89}:\\
\;\;\;\;\left(x + y\right) - \frac{z - t}{\frac{1}{\frac{y}{a - t}}}\\

\mathbf{elif}\;a \leq 1.5876893569634118 \cdot 10^{-41}:\\
\;\;\;\;x + \frac{z}{\frac{t}{y}}\\

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

\end{array}
(FPCore (x y z t a) :precision binary64 (- (+ x y) (/ (* (- z t) y) (- a t))))
↓
(FPCore (x y z t a)
 :precision binary64
 (if (<= a -4.06012244061433e-89)
   (- (+ x y) (/ (- z t) (/ 1.0 (/ y (- a t)))))
   (if (<= a 1.5876893569634118e-41)
     (+ x (/ z (/ t y)))
     (- (+ x y) (* y (/ (- z t) (- a t)))))))
double code(double x, double y, double z, double t, double a) {
	return (x + y) - (((z - t) * y) / (a - t));
}
↓
double code(double x, double y, double z, double t, double a) {
	double tmp;
	if (a <= -4.06012244061433e-89) {
		tmp = (x + y) - ((z - t) / (1.0 / (y / (a - t))));
	} else if (a <= 1.5876893569634118e-41) {
		tmp = x + (z / (t / y));
	} else {
		tmp = (x + y) - (y * ((z - t) / (a - 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

Original16.4
Target8.6
Herbie9.4
\[\begin{array}{l} \mathbf{if}\;\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t} < -1.3664970889390727 \cdot 10^{-07}:\\ \;\;\;\;\left(y + x\right) - \left(\left(z - t\right) \cdot \frac{1}{a - t}\right) \cdot y\\ \mathbf{elif}\;\left(x + y\right) - \frac{\left(z - t\right) \cdot y}{a - t} < 1.4754293444577233 \cdot 10^{-239}:\\ \;\;\;\;\frac{y \cdot \left(a - z\right) - x \cdot t}{a - t}\\ \mathbf{else}:\\ \;\;\;\;\left(y + x\right) - \left(\left(z - t\right) \cdot \frac{1}{a - t}\right) \cdot y\\ \end{array}\]

Derivation

  1. Split input into 3 regimes

  2. if a < -4.0601224406143298e-89

    1. Initial program 15.1

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

    3. Applied associate-/l*_binary648.7

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

    5. Applied clear-num_binary648.8

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

    if -4.0601224406143298e-89 < a < 1.58768935696341176e-41

    1. Initial program 19.0

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

    3. Applied associate-/l*_binary6418.5

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

    4. Taylor expanded around inf 13.4

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

    5. Simplified12.0

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

    if 1.58768935696341176e-41 < a

    1. Initial program 14.8

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

    3. Applied associate-/l*_binary648.2

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

    5. Applied associate-/r/_binary646.9

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

  4. Final simplification9.4

    \[\leadsto \begin{array}{l} \mathbf{if}\;a \leq -4.06012244061433 \cdot 10^{-89}:\\ \;\;\;\;\left(x + y\right) - \frac{z - t}{\frac{1}{\frac{y}{a - t}}}\\ \mathbf{elif}\;a \leq 1.5876893569634118 \cdot 10^{-41}:\\ \;\;\;\;x + \frac{z}{\frac{t}{y}}\\ \mathbf{else}:\\ \;\;\;\;\left(x + y\right) - y \cdot \frac{z - t}{a - t}\\ \end{array}\]

Reproduce

herbie shell --seed 2020260 
(FPCore (x y z t a)
  :name "Graphics.Rendering.Plot.Render.Plot.Axis:renderAxisTick from plot-0.2.3.4, B"
  :precision binary64

  :herbie-target
  (if (< (- (+ x y) (/ (* (- z t) y) (- a t))) -1.3664970889390727e-07) (- (+ y x) (* (* (- z t) (/ 1.0 (- a t))) y)) (if (< (- (+ x y) (/ (* (- z t) y) (- a t))) 1.4754293444577233e-239) (/ (- (* y (- a z)) (* x t)) (- a t)) (- (+ y x) (* (* (- z t) (/ 1.0 (- a t))) y))))

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