Graphics.Rendering.Plot.Render.Plot.Legend:renderLegendOutside from plot-0.2.3.4, A

Average Accuracy: 100.0% → 100.0%

Time: 1.0s

Precision: binary64

Cost: 320

Math

\[\left(x + y\right) + x \]

↓

\[2 \cdot x + y \]

FPCore

(FPCore (x y) :precision binary64 (+ (+ x y) x))

↓

(FPCore (x y) :precision binary64 (+ (* 2.0 x) y))

C

double code(double x, double y) {
	return (x + y) + x;
}

↓

double code(double x, double y) {
	return (2.0 * x) + y;
}

Fortran

real(8) function code(x, y)
    real(8), intent (in) :: x
    real(8), intent (in) :: y
    code = (x + y) + x
end function

↓

real(8) function code(x, y)
    real(8), intent (in) :: x
    real(8), intent (in) :: y
    code = (2.0d0 * x) + y
end function

Java

public static double code(double x, double y) {
	return (x + y) + x;
}

↓

public static double code(double x, double y) {
	return (2.0 * x) + y;
}

Python

def code(x, y):
	return (x + y) + x

↓

def code(x, y):
	return (2.0 * x) + y

Julia

function code(x, y)
	return Float64(Float64(x + y) + x)
end

↓

function code(x, y)
	return Float64(Float64(2.0 * x) + y)
end

MATLAB

function tmp = code(x, y)
	tmp = (x + y) + x;
end

↓

function tmp = code(x, y)
	tmp = (2.0 * x) + y;
end

Wolfram

code[x_, y_] := N[(N[(x + y), $MachinePrecision] + x), $MachinePrecision]

↓

code[x_, y_] := N[(N[(2.0 * x), $MachinePrecision] + y), $MachinePrecision]

Target

Original	100.0%
Target	100.0%
Herbie	100.0%

\[y + 2 \cdot x \]

Derivation

1. Initial program 100.0%

   \[\left(x + y\right) + x \]

2. Taylor expanded in x around 0 100.0%

   \[\leadsto \color{blue}{2 \cdot x + y} \]

3. Final simplification 100.0%

   \[\leadsto 2 \cdot x + y \]

Alternatives

Alternative 1
Accuracy	73.5%
Cost	720

\[\begin{array}{l} \mathbf{if}\;y \leq -2 \cdot 10^{-43}:\\ \;\;\;\;y\\ \mathbf{elif}\;y \leq 2.8 \cdot 10^{+23}:\\ \;\;\;\;x + x\\ \mathbf{elif}\;y \leq 7.8 \cdot 10^{+59}:\\ \;\;\;\;y\\ \mathbf{elif}\;y \leq 1.1 \cdot 10^{+92}:\\ \;\;\;\;x + x\\ \mathbf{else}:\\ \;\;\;\;y\\ \end{array} \]

Alternative 2
Accuracy	50.6%
Cost	64

\[y \]

Reproduce

herbie shell --seed 2023147 
(FPCore (x y)
  :name "Graphics.Rendering.Plot.Render.Plot.Legend:renderLegendOutside from plot-0.2.3.4, A"
  :precision binary64

  :herbie-target
  (+ y (* 2.0 x))

  (+ (+ x y) x))