Average Error: 2.0 → 1.3
Time: 11.3s
Precision: 64
\[x + \left(y - x\right) \cdot \frac{z}{t}\]
\[\begin{array}{l} \mathbf{if}\;\frac{z}{t} \le 3.84639346157423714 \cdot 10^{247}:\\ \;\;\;\;x + \frac{y - x}{\frac{t}{z}}\\ \mathbf{else}:\\ \;\;\;\;x + \frac{1}{t} \cdot \left(\left(y - x\right) \cdot z\right)\\ \end{array}\]
x + \left(y - x\right) \cdot \frac{z}{t}
\begin{array}{l}
\mathbf{if}\;\frac{z}{t} \le 3.84639346157423714 \cdot 10^{247}:\\
\;\;\;\;x + \frac{y - x}{\frac{t}{z}}\\

\mathbf{else}:\\
\;\;\;\;x + \frac{1}{t} \cdot \left(\left(y - x\right) \cdot z\right)\\

\end{array}
double code(double x, double y, double z, double t) {
	return (x + ((y - x) * (z / t)));
}
double code(double x, double y, double z, double t) {
	double temp;
	if (((z / t) <= 3.846393461574237e+247)) {
		temp = (x + ((y - x) / (t / z)));
	} else {
		temp = (x + ((1.0 / t) * ((y - x) * z)));
	}
	return temp;
}

Error

Bits error versus x

Bits error versus y

Bits error versus z

Bits error versus t

Try it out

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original2.0
Target2.2
Herbie1.3
\[\begin{array}{l} \mathbf{if}\;\left(y - x\right) \cdot \frac{z}{t} \lt -1013646692435.887:\\ \;\;\;\;x + \frac{y - x}{\frac{t}{z}}\\ \mathbf{elif}\;\left(y - x\right) \cdot \frac{z}{t} \lt -0.0:\\ \;\;\;\;x + \frac{\left(y - x\right) \cdot z}{t}\\ \mathbf{else}:\\ \;\;\;\;x + \frac{y - x}{\frac{t}{z}}\\ \end{array}\]

Derivation

  1. Split input into 2 regimes
  2. if (/ z t) < 3.846393461574237e+247

    1. Initial program 1.3

      \[x + \left(y - x\right) \cdot \frac{z}{t}\]
    2. Using strategy rm
    3. Applied clear-num1.4

      \[\leadsto x + \left(y - x\right) \cdot \color{blue}{\frac{1}{\frac{t}{z}}}\]
    4. Applied un-div-inv1.3

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

    if 3.846393461574237e+247 < (/ z t)

    1. Initial program 33.4

      \[x + \left(y - x\right) \cdot \frac{z}{t}\]
    2. Using strategy rm
    3. Applied clear-num33.4

      \[\leadsto x + \left(y - x\right) \cdot \color{blue}{\frac{1}{\frac{t}{z}}}\]
    4. Applied un-div-inv29.6

      \[\leadsto x + \color{blue}{\frac{y - x}{\frac{t}{z}}}\]
    5. Using strategy rm
    6. Applied div-inv29.6

      \[\leadsto x + \frac{y - x}{\color{blue}{t \cdot \frac{1}{z}}}\]
    7. Applied *-un-lft-identity29.6

      \[\leadsto x + \frac{\color{blue}{1 \cdot \left(y - x\right)}}{t \cdot \frac{1}{z}}\]
    8. Applied times-frac0.6

      \[\leadsto x + \color{blue}{\frac{1}{t} \cdot \frac{y - x}{\frac{1}{z}}}\]
    9. Simplified0.6

      \[\leadsto x + \frac{1}{t} \cdot \color{blue}{\left(\left(y - x\right) \cdot z\right)}\]
  3. Recombined 2 regimes into one program.
  4. Final simplification1.3

    \[\leadsto \begin{array}{l} \mathbf{if}\;\frac{z}{t} \le 3.84639346157423714 \cdot 10^{247}:\\ \;\;\;\;x + \frac{y - x}{\frac{t}{z}}\\ \mathbf{else}:\\ \;\;\;\;x + \frac{1}{t} \cdot \left(\left(y - x\right) \cdot z\right)\\ \end{array}\]

Reproduce

herbie shell --seed 2020066 +o rules:numerics
(FPCore (x y z t)
  :name "Graphics.Rendering.Plot.Render.Plot.Axis:tickPosition from plot-0.2.3.4"
  :precision binary64

  :herbie-target
  (if (< (* (- y x) (/ z t)) -1013646692435.887) (+ x (/ (- y x) (/ t z))) (if (< (* (- y x) (/ z t)) -0.0) (+ x (/ (* (- y x) z) t)) (+ x (/ (- y x) (/ t z)))))

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