Average Error: 11.9 → 2.3
Time: 3.4s
Precision: binary64
\[\frac{x \cdot \left(y - z\right)}{t - z}\]
↓
\[x \cdot \frac{1}{\frac{t - z}{y - z}}\]
\frac{x \cdot \left(y - z\right)}{t - z}
↓
x \cdot \frac{1}{\frac{t - z}{y - z}}
double code(double x, double y, double z, double t) {
	return ((double) (((double) (x * ((double) (y - z)))) / ((double) (t - z))));
}
↓
double code(double x, double y, double z, double t) {
	return ((double) (x * ((double) (1.0 / ((double) (((double) (t - z)) / ((double) (y - z))))))));
}

Error

Bits error versus x

Bits error versus y

Bits error versus z

Bits error versus t

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Results

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Target

Original11.9
Target2.2
Herbie2.3
\[\frac{x}{\frac{t - z}{y - z}}\]

Derivation

  1. Initial program 11.9

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

  2. Simplified2.1

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

  4. Applied clear-num2.3

    \[\leadsto x \cdot \color{blue}{\frac{1}{\frac{t - z}{y - z}}}\]

  5. Final simplification2.3

    \[\leadsto x \cdot \frac{1}{\frac{t - z}{y - z}}\]

Reproduce

herbie shell --seed 2020179 
(FPCore (x y z t)
  :name "Graphics.Rendering.Chart.Plot.AreaSpots:renderAreaSpots4D from Chart-1.5.3"
  :precision binary64

  :herbie-target
  (/ x (/ (- t z) (- y z)))

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