Average Error: 6.2 → 1.1
Time: 7.7s
Precision: binary64
Cost: 1858
\[x - \frac{y \cdot \left(z - t\right)}{a}\]
↓
\[\begin{array}{l} \mathbf{if}\;y \cdot \left(z - t\right) \leq -3.327688885597853 \cdot 10^{+256}:\\ \;\;\;\;x - \left(z - t\right) \cdot \frac{y}{a}\\ \mathbf{elif}\;y \cdot \left(z - t\right) \leq 1.1031091379008978 \cdot 10^{+71}:\\ \;\;\;\;x - \frac{y \cdot z - y \cdot t}{a}\\ \mathbf{else}:\\ \;\;\;\;x - \frac{y}{\frac{a}{z - t}}\\ \end{array}\]
x - \frac{y \cdot \left(z - t\right)}{a}
↓
\begin{array}{l}
\mathbf{if}\;y \cdot \left(z - t\right) \leq -3.327688885597853 \cdot 10^{+256}:\\
\;\;\;\;x - \left(z - t\right) \cdot \frac{y}{a}\\

\mathbf{elif}\;y \cdot \left(z - t\right) \leq 1.1031091379008978 \cdot 10^{+71}:\\
\;\;\;\;x - \frac{y \cdot z - y \cdot t}{a}\\

\mathbf{else}:\\
\;\;\;\;x - \frac{y}{\frac{a}{z - t}}\\

\end{array}
(FPCore (x y z t a) :precision binary64 (- x (/ (* y (- z t)) a)))
↓
(FPCore (x y z t a)
 :precision binary64
 (if (<= (* y (- z t)) -3.327688885597853e+256)
   (- x (* (- z t) (/ y a)))
   (if (<= (* y (- z t)) 1.1031091379008978e+71)
     (- x (/ (- (* y z) (* y t)) a))
     (- x (/ y (/ a (- z t)))))))
double code(double x, double y, double z, double t, double a) {
	return x - ((y * (z - t)) / a);
}
↓
double code(double x, double y, double z, double t, double a) {
	double tmp;
	if ((y * (z - t)) <= -3.327688885597853e+256) {
		tmp = x - ((z - t) * (y / a));
	} else if ((y * (z - t)) <= 1.1031091379008978e+71) {
		tmp = x - (((y * z) - (y * t)) / a);
	} else {
		tmp = x - (y / (a / (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

Original6.2
Target0.8
Herbie1.1
\[\begin{array}{l} \mathbf{if}\;y < -1.0761266216389975 \cdot 10^{-10}:\\ \;\;\;\;x - \frac{1}{\frac{\frac{a}{z - t}}{y}}\\ \mathbf{elif}\;y < 2.894426862792089 \cdot 10^{-49}:\\ \;\;\;\;x - \frac{y \cdot \left(z - t\right)}{a}\\ \mathbf{else}:\\ \;\;\;\;x - \frac{y}{\frac{a}{z - t}}\\ \end{array}\]

Alternatives

Alternative 1
Error1.2
Cost1730
\[\begin{array}{l} \mathbf{if}\;y \cdot \left(z - t\right) \leq -9.440574433392511 \cdot 10^{+159}:\\ \;\;\;\;x - \left(z - t\right) \cdot \frac{y}{a}\\ \mathbf{elif}\;y \cdot \left(z - t\right) \leq 1.1031091379008978 \cdot 10^{+71}:\\ \;\;\;\;x - \frac{y \cdot \left(z - t\right)}{a}\\ \mathbf{else}:\\ \;\;\;\;x - \frac{y}{\frac{a}{z - t}}\\ \end{array}\]
Alternative 2
Error2.5
Cost904
\[\begin{array}{l} \mathbf{if}\;y \leq -5.99619315638841 \cdot 10^{-209} \lor \neg \left(y \leq 1.1952270046270372 \cdot 10^{+19}\right):\\ \;\;\;\;x - \frac{y}{\frac{a}{z - t}}\\ \mathbf{else}:\\ \;\;\;\;x - \left(z - t\right) \cdot \frac{y}{a}\\ \end{array}\]
Alternative 3
Error5.6
Cost904
\[\begin{array}{l} \mathbf{if}\;y \leq -6.1849394410312154 \cdot 10^{-266} \lor \neg \left(y \leq 3.6507557365593976 \cdot 10^{-129}\right):\\ \;\;\;\;x - \frac{y}{\frac{a}{z - t}}\\ \mathbf{else}:\\ \;\;\;\;x - \frac{y \cdot z}{a}\\ \end{array}\]
Alternative 4
Error9.8
Cost840
\[\begin{array}{l} \mathbf{if}\;z \leq -2.411194879961681 \cdot 10^{-30} \lor \neg \left(z \leq 1.7310299406699418 \cdot 10^{+34}\right):\\ \;\;\;\;x - z \cdot \frac{y}{a}\\ \mathbf{else}:\\ \;\;\;\;x - \frac{y}{\frac{-a}{t}}\\ \end{array}\]
Alternative 5
Error9.4
Cost776
\[\begin{array}{l} \mathbf{if}\;t \leq -1.3974690196011175 \cdot 10^{-11} \lor \neg \left(t \leq 310521480.13783985\right):\\ \;\;\;\;x + t \cdot \frac{y}{a}\\ \mathbf{else}:\\ \;\;\;\;x - z \cdot \frac{y}{a}\\ \end{array}\]
Alternative 6
Error10.1
Cost776
\[\begin{array}{l} \mathbf{if}\;z \leq -7.6535095131506 \cdot 10^{-07} \lor \neg \left(z \leq 7.79318032946435 \cdot 10^{-29}\right):\\ \;\;\;\;x - z \cdot \frac{y}{a}\\ \mathbf{else}:\\ \;\;\;\;x + \frac{y \cdot t}{a}\\ \end{array}\]
Alternative 7
Error12.6
Cost776
\[\begin{array}{l} \mathbf{if}\;t \leq -5.56878669144151 \cdot 10^{-14} \lor \neg \left(t \leq 3.5605138200386217 \cdot 10^{-10}\right):\\ \;\;\;\;x + \frac{y \cdot t}{a}\\ \mathbf{else}:\\ \;\;\;\;x - \frac{y \cdot z}{a}\\ \end{array}\]
Alternative 8
Error19.3
Cost448
\[x - \frac{y \cdot z}{a}\]
Alternative 9
Error61.9
Cost64
\[-1\]
Alternative 10
Error61.9
Cost64
\[1\]

Error

Derivation

  1. Split input into 3 regimes

  2. if (*.f64 y (-.f64 z t)) < -3.32768888559785305e256

    1. Initial program 44.2

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

    3. Applied associate-/l*_binary64_119580.3

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

    5. Applied associate-/r/_binary64_119590.2

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

    6. Simplified0.2

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

    if -3.32768888559785305e256 < (*.f64 y (-.f64 z t)) < 1.10310913790089778e71

    1. Initial program 0.5

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

    3. Applied sub-neg_binary64_120060.5

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

    4. Applied distribute-rgt-in_binary64_119630.5

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

    5. Simplified0.5

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

    6. Simplified0.5

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

    7. Simplified0.5

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

    if 1.10310913790089778e71 < (*.f64 y (-.f64 z t))

    1. Initial program 14.4

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

    3. Applied associate-/l*_binary64_119583.5

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

    4. Simplified3.5

      \[\leadsto \color{blue}{x - \frac{y}{\frac{a}{z - t}}}\]
  3. Recombined 3 regimes into one program.

  4. Final simplification1.1

    \[\leadsto \begin{array}{l} \mathbf{if}\;y \cdot \left(z - t\right) \leq -3.327688885597853 \cdot 10^{+256}:\\ \;\;\;\;x - \left(z - t\right) \cdot \frac{y}{a}\\ \mathbf{elif}\;y \cdot \left(z - t\right) \leq 1.1031091379008978 \cdot 10^{+71}:\\ \;\;\;\;x - \frac{y \cdot z - y \cdot t}{a}\\ \mathbf{else}:\\ \;\;\;\;x - \frac{y}{\frac{a}{z - t}}\\ \end{array}\]

Reproduce

herbie shell --seed 2021044 
(FPCore (x y z t a)
  :name "Optimisation.CirclePacking:place from circle-packing-0.1.0.4, F"
  :precision binary64

  :herbie-target
  (if (< y -1.0761266216389975e-10) (- x (/ 1.0 (/ (/ a (- z t)) y))) (if (< y 2.894426862792089e-49) (- x (/ (* y (- z t)) a)) (- x (/ y (/ a (- z t))))))

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