Diagrams.Backend.Cairo.Internal:setTexture from diagrams-cairo-1.3.0.3

Average Error: 11.8 → 1.5

Time: 2.9s

Precision: binary64

Math

\[\frac{x \cdot \left(y - z\right)}{y} \]

↓

\[\begin{array}{l} t_0 := x - z \cdot \frac{x}{y}\\ \mathbf{if}\;z \leq -1.0563614392392175 \cdot 10^{-19}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;z \leq 7.15187536954833 \cdot 10^{-11}:\\ \;\;\;\;x \cdot \left(1 - \frac{z}{y}\right)\\ \mathbf{else}:\\ \;\;\;\;t_0\\ \end{array} \]

FPCore

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

↓

(FPCore (x y z)
 :precision binary64
 (let* ((t_0 (- x (* z (/ x y)))))
   (if (<= z -1.0563614392392175e-19)
     t_0
     (if (<= z 7.15187536954833e-11) (* x (- 1.0 (/ z y))) t_0))))

C

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

↓

double code(double x, double y, double z) {
	double t_0 = x - (z * (x / y));
	double tmp;
	if (z <= -1.0563614392392175e-19) {
		tmp = t_0;
	} else if (z <= 7.15187536954833e-11) {
		tmp = x * (1.0 - (z / y));
	} 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 * (y - z)) / y
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 = x - (z * (x / y))
    if (z <= (-1.0563614392392175d-19)) then
        tmp = t_0
    else if (z <= 7.15187536954833d-11) then
        tmp = x * (1.0d0 - (z / y))
    else
        tmp = t_0
    end if
    code = tmp
end function

Java

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

↓

public static double code(double x, double y, double z) {
	double t_0 = x - (z * (x / y));
	double tmp;
	if (z <= -1.0563614392392175e-19) {
		tmp = t_0;
	} else if (z <= 7.15187536954833e-11) {
		tmp = x * (1.0 - (z / y));
	} else {
		tmp = t_0;
	}
	return tmp;
}

Python

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

↓

def code(x, y, z):
	t_0 = x - (z * (x / y))
	tmp = 0
	if z <= -1.0563614392392175e-19:
		tmp = t_0
	elif z <= 7.15187536954833e-11:
		tmp = x * (1.0 - (z / y))
	else:
		tmp = t_0
	return tmp

Julia

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

↓

function code(x, y, z)
	t_0 = Float64(x - Float64(z * Float64(x / y)))
	tmp = 0.0
	if (z <= -1.0563614392392175e-19)
		tmp = t_0;
	elseif (z <= 7.15187536954833e-11)
		tmp = Float64(x * Float64(1.0 - Float64(z / y)));
	else
		tmp = t_0;
	end
	return tmp
end

MATLAB

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

↓

function tmp_2 = code(x, y, z)
	t_0 = x - (z * (x / y));
	tmp = 0.0;
	if (z <= -1.0563614392392175e-19)
		tmp = t_0;
	elseif (z <= 7.15187536954833e-11)
		tmp = x * (1.0 - (z / y));
	else
		tmp = t_0;
	end
	tmp_2 = tmp;
end

Wolfram

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

↓

code[x_, y_, z_] := Block[{t$95$0 = N[(x - N[(z * N[(x / y), $MachinePrecision]), $MachinePrecision]), $MachinePrecision]}, If[LessEqual[z, -1.0563614392392175e-19], t$95$0, If[LessEqual[z, 7.15187536954833e-11], N[(x * N[(1.0 - N[(z / y), $MachinePrecision]), $MachinePrecision]), $MachinePrecision], t$95$0]]]

Error

Bits error versus x

Bits error versus y

Bits error versus z

Target

Original	11.8
Target	3.2
Herbie	1.5

\[\begin{array}{l} \mathbf{if}\;z < -2.060202331921739 \cdot 10^{+104}:\\ \;\;\;\;x - \frac{z \cdot x}{y}\\ \mathbf{elif}\;z < 1.6939766013828526 \cdot 10^{+213}:\\ \;\;\;\;\frac{x}{\frac{y}{y - z}}\\ \mathbf{else}:\\ \;\;\;\;\left(y - z\right) \cdot \frac{x}{y}\\ \end{array} \]

Derivation

1. Split input into 2 regimes

2. if z < -1.05636143923921748e-19 or 7.15187536954833e-11 < z

   1. Initial program 11.0

      \[\frac{x \cdot \left(y - z\right)}{y} \]

   2. Simplified 3.4

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

   3. Taylor expanded in z around 0 6.8

      \[\leadsto x - \color{blue}{\frac{z \cdot x}{y}} \]

   4. Simplified 3.2

      \[\leadsto x - \color{blue}{z \cdot \frac{x}{y}} \]

   if -1.05636143923921748e-19 < z < 7.15187536954833e-11

   1. Initial program 12.5

      \[\frac{x \cdot \left(y - z\right)}{y} \]

   2. Simplified 5.1

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

   3. Taylor expanded in x around 0 0.1

      \[\leadsto \color{blue}{\left(1 - \frac{z}{y}\right) \cdot x} \]
3. Recombined 2 regimes into one program.

4. Final simplification 1.5

   \[\leadsto \begin{array}{l} \mathbf{if}\;z \leq -1.0563614392392175 \cdot 10^{-19}:\\ \;\;\;\;x - z \cdot \frac{x}{y}\\ \mathbf{elif}\;z \leq 7.15187536954833 \cdot 10^{-11}:\\ \;\;\;\;x \cdot \left(1 - \frac{z}{y}\right)\\ \mathbf{else}:\\ \;\;\;\;x - z \cdot \frac{x}{y}\\ \end{array} \]

Reproduce

herbie shell --seed 2022146 
(FPCore (x y z)
  :name "Diagrams.Backend.Cairo.Internal:setTexture from diagrams-cairo-1.3.0.3"
  :precision binary64

  :herbie-target
  (if (< z -2.060202331921739e+104) (- x (/ (* z x) y)) (if (< z 1.6939766013828526e+213) (/ x (/ y (- y z))) (* (- y z) (/ x y))))

  (/ (* x (- y z)) y))