Data.Colour.RGBSpace.HSV:hsv from colour-2.3.3, I

Average Error: 3.3 → 0.1

Time: 11.2s

Precision: binary64

Cost: 968

\[ \begin{array}{c}[y, z] = \mathsf{sort}([y, z])\\ \end{array} \]

Math

\[x \cdot \left(1 - y \cdot z\right) \]

↓

\[\begin{array}{l} t_0 := z \cdot \left(\left(-y\right) \cdot x\right)\\ \mathbf{if}\;y \cdot z \leq -5 \cdot 10^{+294}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;y \cdot z \leq 5 \cdot 10^{+304}:\\ \;\;\;\;x \cdot \left(1 - y \cdot z\right)\\ \mathbf{else}:\\ \;\;\;\;t_0\\ \end{array} \]

FPCore

(FPCore (x y z) :precision binary64 (* x (- 1.0 (* y z))))

↓

(FPCore (x y z)
 :precision binary64
 (let* ((t_0 (* z (* (- y) x))))
   (if (<= (* y z) -5e+294)
     t_0
     (if (<= (* y z) 5e+304) (* x (- 1.0 (* y z))) t_0))))

C

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

↓

double code(double x, double y, double z) {
	double t_0 = z * (-y * x);
	double tmp;
	if ((y * z) <= -5e+294) {
		tmp = t_0;
	} else if ((y * z) <= 5e+304) {
		tmp = x * (1.0 - (y * z));
	} else {
		tmp = t_0;
	}
	return tmp;
}

Fortran

real(8) function code(x, y, z)
    real(8), intent (in) :: x
    real(8), intent (in) :: y
    real(8), intent (in) :: z
    code = x * (1.0d0 - (y * z))
end function

↓

real(8) function code(x, y, z)
    real(8), intent (in) :: x
    real(8), intent (in) :: y
    real(8), intent (in) :: z
    real(8) :: t_0
    real(8) :: tmp
    t_0 = z * (-y * x)
    if ((y * z) <= (-5d+294)) then
        tmp = t_0
    else if ((y * z) <= 5d+304) then
        tmp = x * (1.0d0 - (y * z))
    else
        tmp = t_0
    end if
    code = tmp
end function

Java

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

↓

public static double code(double x, double y, double z) {
	double t_0 = z * (-y * x);
	double tmp;
	if ((y * z) <= -5e+294) {
		tmp = t_0;
	} else if ((y * z) <= 5e+304) {
		tmp = x * (1.0 - (y * z));
	} else {
		tmp = t_0;
	}
	return tmp;
}

Python

def code(x, y, z):
	return x * (1.0 - (y * z))

↓

def code(x, y, z):
	t_0 = z * (-y * x)
	tmp = 0
	if (y * z) <= -5e+294:
		tmp = t_0
	elif (y * z) <= 5e+304:
		tmp = x * (1.0 - (y * z))
	else:
		tmp = t_0
	return tmp

Julia

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

↓

function code(x, y, z)
	t_0 = Float64(z * Float64(Float64(-y) * x))
	tmp = 0.0
	if (Float64(y * z) <= -5e+294)
		tmp = t_0;
	elseif (Float64(y * z) <= 5e+304)
		tmp = Float64(x * Float64(1.0 - Float64(y * z)));
	else
		tmp = t_0;
	end
	return tmp
end

MATLAB

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

↓

function tmp_2 = code(x, y, z)
	t_0 = z * (-y * x);
	tmp = 0.0;
	if ((y * z) <= -5e+294)
		tmp = t_0;
	elseif ((y * z) <= 5e+304)
		tmp = x * (1.0 - (y * z));
	else
		tmp = t_0;
	end
	tmp_2 = tmp;
end

Wolfram

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

↓

code[x_, y_, z_] := Block[{t$95$0 = N[(z * N[((-y) * x), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[N[(y * z), $MachinePrecision], -5e+294], t$95$0, If[LessEqual[N[(y * z), $MachinePrecision], 5e+304], N[(x * N[(1.0 - N[(y * z), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], t$95$0]]]

Derivation

1. Split input into 2 regimes

2. if (*.f64 y z) < -4.9999999999999999e294 or 4.9999999999999997e304 < (*.f64 y z)

   1. Initial program 59.2

      \[x \cdot \left(1 - y \cdot z\right) \]

   2. Taylor expanded in y around 0 0.2

      \[\leadsto \color{blue}{-1 \cdot \left(y \cdot \left(z \cdot x\right)\right) + x} \]

   3. Simplified 0.2

      \[\leadsto \color{blue}{x + y \cdot \left(-z \cdot x\right)} \]
      Proof

      [Start] 0.2	\[ -1 \cdot \left(y \cdot \left(z \cdot x\right)\right) + x \]
      rational.json-simplify-1 [=>] 0.2	\[ \color{blue}{x + -1 \cdot \left(y \cdot \left(z \cdot x\right)\right)} \]
      rational.json-simplify-43 [=>] 0.2	\[ x + \color{blue}{y \cdot \left(\left(z \cdot x\right) \cdot -1\right)} \]
      rational.json-simplify-9 [=>] 0.2	\[ x + y \cdot \color{blue}{\left(-z \cdot x\right)} \]

   4. Taylor expanded in y around inf 0.2

      \[\leadsto \color{blue}{-1 \cdot \left(y \cdot \left(z \cdot x\right)\right)} \]

   5. Simplified 0.3

      \[\leadsto \color{blue}{z \cdot \left(\left(-y\right) \cdot x\right)} \]
      Proof

      [Start] 0.2	\[ -1 \cdot \left(y \cdot \left(z \cdot x\right)\right) \]
      rational.json-simplify-43 [<=] 0.2	\[ \color{blue}{\left(z \cdot x\right) \cdot \left(-1 \cdot y\right)} \]
      rational.json-simplify-2 [=>] 0.2	\[ \color{blue}{\left(-1 \cdot y\right) \cdot \left(z \cdot x\right)} \]
      rational.json-simplify-43 [=>] 0.3	\[ \color{blue}{z \cdot \left(x \cdot \left(-1 \cdot y\right)\right)} \]
      rational.json-simplify-2 [<=] 0.3	\[ z \cdot \color{blue}{\left(\left(-1 \cdot y\right) \cdot x\right)} \]
      rational.json-simplify-2 [=>] 0.3	\[ z \cdot \left(\color{blue}{\left(y \cdot -1\right)} \cdot x\right) \]
      rational.json-simplify-9 [=>] 0.3	\[ z \cdot \left(\color{blue}{\left(-y\right)} \cdot x\right) \]

   if -4.9999999999999999e294 < (*.f64 y z) < 4.9999999999999997e304

   1. Initial program 0.1

      \[x \cdot \left(1 - y \cdot z\right) \]
3. Recombined 2 regimes into one program.

4. Final simplification 0.1

   \[\leadsto \begin{array}{l} \mathbf{if}\;y \cdot z \leq -5 \cdot 10^{+294}:\\ \;\;\;\;z \cdot \left(\left(-y\right) \cdot x\right)\\ \mathbf{elif}\;y \cdot z \leq 5 \cdot 10^{+304}:\\ \;\;\;\;x \cdot \left(1 - y \cdot z\right)\\ \mathbf{else}:\\ \;\;\;\;z \cdot \left(\left(-y\right) \cdot x\right)\\ \end{array} \]

Alternatives

Alternative 1
Error	17.1
Cost	912

\[\begin{array}{l} t_0 := z \cdot \left(\left(-y\right) \cdot x\right)\\ \mathbf{if}\;z \leq -2.9 \cdot 10^{-88}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;z \leq 1.35 \cdot 10^{+57}:\\ \;\;\;\;x\\ \mathbf{elif}\;z \leq 6.8 \cdot 10^{+250}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;z \leq 4 \cdot 10^{+273}:\\ \;\;\;\;x \cdot \left(y \cdot \left(-z\right)\right)\\ \mathbf{else}:\\ \;\;\;\;t_0\\ \end{array} \]

Alternative 2
Error	18.6
Cost	648

\[\begin{array}{l} t_0 := x \cdot \left(y \cdot \left(-z\right)\right)\\ \mathbf{if}\;z \leq -9 \cdot 10^{-105}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;z \leq 5.2 \cdot 10^{+57}:\\ \;\;\;\;x\\ \mathbf{else}:\\ \;\;\;\;t_0\\ \end{array} \]

Alternative 3
Error	18.2
Cost	648

\[\begin{array}{l} \mathbf{if}\;z \leq -5.5 \cdot 10^{-43}:\\ \;\;\;\;y \cdot \left(-z \cdot x\right)\\ \mathbf{elif}\;z \leq 1.3 \cdot 10^{+57}:\\ \;\;\;\;x\\ \mathbf{else}:\\ \;\;\;\;x \cdot \left(y \cdot \left(-z\right)\right)\\ \end{array} \]

Alternative 4
Error	25.9
Cost	64

\[x \]

Reproduce

herbie shell --seed 2023064 
(FPCore (x y z)
  :name "Data.Colour.RGBSpace.HSV:hsv from colour-2.3.3, I"
  :precision binary64
  (* x (- 1.0 (* y z))))