Average Error: 0.0 → 0
Time: 369.0ms
Precision: 64
\[\left(x + y\right) + x\]
\[\mathsf{fma}\left(2, x, y\right)\]
\left(x + y\right) + x
\mathsf{fma}\left(2, x, y\right)
double f(double x, double y) {
        double r471324 = x;
        double r471325 = y;
        double r471326 = r471324 + r471325;
        double r471327 = r471326 + r471324;
        return r471327;
}

double f(double x, double y) {
        double r471328 = 2.0;
        double r471329 = x;
        double r471330 = y;
        double r471331 = fma(r471328, r471329, r471330);
        return r471331;
}

Error

Bits error versus x

Bits error versus y

Target

Original0.0
Target0
Herbie0
\[y + 2 \cdot x\]

Derivation

  1. Initial program 0.0

    \[\left(x + y\right) + x\]
  2. Simplified0

    \[\leadsto \color{blue}{\mathsf{fma}\left(2, x, y\right)}\]
  3. Final simplification0

    \[\leadsto \mathsf{fma}\left(2, x, y\right)\]

Reproduce

herbie shell --seed 2020047 +o rules:numerics
(FPCore (x y)
  :name "Graphics.Rendering.Plot.Render.Plot.Legend:renderLegendOutside from plot-0.2.3.4, A"
  :precision binary64

  :herbie-target
  (+ y (* 2 x))

  (+ (+ x y) x))