Data.Colour.CIE:cieLABView from colour-2.3.3, B

Average Accuracy: 100.0% → 100.0%

Time: 1.4s

Precision: binary64

Cost: 448

Math

\[500 \cdot \left(x - y\right) \]

↓

\[500 \cdot x + -500 \cdot y \]

FPCore

(FPCore (x y) :precision binary64 (* 500.0 (- x y)))

↓

(FPCore (x y) :precision binary64 (+ (* 500.0 x) (* -500.0 y)))

C

double code(double x, double y) {
	return 500.0 * (x - y);
}

↓

double code(double x, double y) {
	return (500.0 * x) + (-500.0 * y);
}

Fortran

real(8) function code(x, y)
    real(8), intent (in) :: x
    real(8), intent (in) :: y
    code = 500.0d0 * (x - y)
end function

↓

real(8) function code(x, y)
    real(8), intent (in) :: x
    real(8), intent (in) :: y
    code = (500.0d0 * x) + ((-500.0d0) * y)
end function

Java

public static double code(double x, double y) {
	return 500.0 * (x - y);
}

↓

public static double code(double x, double y) {
	return (500.0 * x) + (-500.0 * y);
}

Python

def code(x, y):
	return 500.0 * (x - y)

↓

def code(x, y):
	return (500.0 * x) + (-500.0 * y)

Julia

function code(x, y)
	return Float64(500.0 * Float64(x - y))
end

↓

function code(x, y)
	return Float64(Float64(500.0 * x) + Float64(-500.0 * y))
end

MATLAB

function tmp = code(x, y)
	tmp = 500.0 * (x - y);
end

↓

function tmp = code(x, y)
	tmp = (500.0 * x) + (-500.0 * y);
end

Wolfram

code[x_, y_] := N[(500.0 * N[(x - y), $MachinePrecision]), $MachinePrecision]

↓

code[x_, y_] := N[(N[(500.0 * x), $MachinePrecision] + N[(-500.0 * y), $MachinePrecision]), $MachinePrecision]

Derivation

1. Initial program 100.0%

   \[500 \cdot \left(x - y\right) \]

2. Taylor expanded in x around 0 100.0%

   \[\leadsto \color{blue}{500 \cdot x + -500 \cdot y} \]

3. Final simplification 100.0%

   \[\leadsto 500 \cdot x + -500 \cdot y \]

Alternatives

Alternative 1
Accuracy	75.4%
Cost	456

\[\begin{array}{l} \mathbf{if}\;y \leq -5.6 \cdot 10^{+16}:\\ \;\;\;\;-500 \cdot y\\ \mathbf{elif}\;y \leq 1.12 \cdot 10^{+51}:\\ \;\;\;\;500 \cdot x\\ \mathbf{else}:\\ \;\;\;\;-500 \cdot y\\ \end{array} \]

Alternative 2
Accuracy	100.0%
Cost	320

\[500 \cdot \left(x - y\right) \]

Alternative 3
Accuracy	50.3%
Cost	192

\[-500 \cdot y \]

Reproduce

herbie shell --seed 2023141 
(FPCore (x y)
  :name "Data.Colour.CIE:cieLABView from colour-2.3.3, B"
  :precision binary64
  (* 500.0 (- x y)))