Data.Colour.RGB:hslsv from colour-2.3.3, E

Average Accuracy: 100.0% → 100.0%

Time: 2.0s

Precision: binary64

Cost: 320

Math

\[\frac{x - y}{x} \]

↓

\[1 - \frac{y}{x} \]

FPCore

(FPCore (x y) :precision binary64 (/ (- x y) x))

↓

(FPCore (x y) :precision binary64 (- 1.0 (/ y x)))

C

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

↓

double code(double x, double y) {
	return 1.0 - (y / x);
}

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 = 1.0d0 - (y / x)
end function

Java

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

↓

public static double code(double x, double y) {
	return 1.0 - (y / x);
}

Python

def code(x, y):
	return (x - y) / x

↓

def code(x, y):
	return 1.0 - (y / x)

Julia

function code(x, y)
	return Float64(Float64(x - y) / x)
end

↓

function code(x, y)
	return Float64(1.0 - Float64(y / x))
end

MATLAB

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

↓

function tmp = code(x, y)
	tmp = 1.0 - (y / x);
end

Wolfram

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

↓

code[x_, y_] := N[(1.0 - N[(y / x), $MachinePrecision]), $MachinePrecision]

Target

Original	100.0%
Target	100.0%
Herbie	100.0%

\[1 - \frac{y}{x} \]

Derivation

1. Initial program 100.0%

   \[\frac{x - y}{x} \]

2. Simplified 100.0%

   \[\leadsto \color{blue}{1 - \frac{y}{x}} \]
   Proof

   [Start] 100.0	\[ \frac{x - y}{x} \]
   div-sub [=>] 100.0	\[ \color{blue}{\frac{x}{x} - \frac{y}{x}} \]
   *-inverses [=>] 100.0	\[ \color{blue}{1} - \frac{y}{x} \]

3. Final simplification 100.0%

   \[\leadsto 1 - \frac{y}{x} \]

Alternatives

Alternative 1
Accuracy	68.7%
Cost	786

\[\begin{array}{l} \mathbf{if}\;y \leq -3.6 \cdot 10^{-41} \lor \neg \left(y \leq 1.46 \cdot 10^{-80}\right) \land \left(y \leq 9.2 \cdot 10^{-8} \lor \neg \left(y \leq 2.5 \cdot 10^{+137}\right)\right):\\ \;\;\;\;\frac{-y}{x}\\ \mathbf{else}:\\ \;\;\;\;1\\ \end{array} \]

Alternative 2
Accuracy	57.5%
Cost	64

\[1 \]

Reproduce

herbie shell --seed 2023138 
(FPCore (x y)
  :name "Data.Colour.RGB:hslsv from colour-2.3.3, E"
  :precision binary64

  :herbie-target
  (- 1.0 (/ y x))

  (/ (- x y) x))