?

Average Error: 0.0 → 0.0
Time: 39.3s
Precision: binary64
Cost: 448

?

\[\frac{x + y}{x - y} \]
↓
\[\frac{x + y}{x - y} \]
(FPCore (x y) :precision binary64 (/ (+ x y) (- x y)))
↓
(FPCore (x y) :precision binary64 (/ (+ x y) (- x y)))
double code(double x, double y) {
	return (x + y) / (x - y);
}
↓
double code(double x, double y) {
	return (x + y) / (x - y);
}

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

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

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

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

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

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

\frac{x + y}{x - y}
↓
\frac{x + y}{x - y}

Error?

Try it out?

Your Program's Arguments

Results

Enter valid numbers for all inputs

Target

Original0.0
Target0.0
Herbie0.0
\[\frac{1}{\frac{x}{x + y} - \frac{y}{x + y}} \]

Derivation?

  1. Initial program 0.0

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

Alternatives

Alternative 1
Error17.2
Cost976
\[\begin{array}{l} t_0 := 1 + 2 \cdot \frac{y}{x}\\ \mathbf{if}\;x \leq -2.25 \cdot 10^{+41}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;x \leq -5.2 \cdot 10^{-31}:\\ \;\;\;\;-1\\ \mathbf{elif}\;x \leq -1.4 \cdot 10^{-93}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;x \leq 2050000:\\ \;\;\;\;-1\\ \mathbf{else}:\\ \;\;\;\;t_0\\ \end{array} \]
Alternative 2
Error16.4
Cost976
\[\begin{array}{l} t_0 := 1 + 2 \cdot \frac{y}{x}\\ t_1 := -2 \cdot \frac{x}{y} - 1\\ \mathbf{if}\;x \leq -2.9 \cdot 10^{+41}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;x \leq -3.2 \cdot 10^{-30}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;x \leq -4.8 \cdot 10^{-63}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;x \leq 14000000000000:\\ \;\;\;\;t_1\\ \mathbf{else}:\\ \;\;\;\;t_0\\ \end{array} \]
Alternative 3
Error17.6
Cost592
\[\begin{array}{l} \mathbf{if}\;x \leq -6.2 \cdot 10^{+41}:\\ \;\;\;\;1\\ \mathbf{elif}\;x \leq -9.2 \cdot 10^{-32}:\\ \;\;\;\;-1\\ \mathbf{elif}\;x \leq -1.4 \cdot 10^{-93}:\\ \;\;\;\;1\\ \mathbf{elif}\;x \leq 2:\\ \;\;\;\;-1\\ \mathbf{else}:\\ \;\;\;\;1\\ \end{array} \]
Alternative 4
Error31.7
Cost64
\[-1 \]

Error

Reproduce?

herbie shell --seed 2023033 
(FPCore (x y)
  :name "Linear.Projection:perspective from linear-1.19.1.3, A"
  :precision binary64

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

  (/ (+ x y) (- x y)))