Diagrams.Trail:splitAtParam from diagrams-lib-1.3.0.3, C

Average Accuracy: 100.0% → 100.0%

Time: 4.7s

Precision: binary64

Cost: 448

Math

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

↓

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

FPCore

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

↓

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

C

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

↓

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

Fortran

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

↓

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

Java

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

↓

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

Python

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

↓

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

Julia

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

↓

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

MATLAB

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

↓

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

Wolfram

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

↓

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

Derivation

1. Initial program 100.0%

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

2. Final simplification 100.0%

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

Alternatives

Alternative 1
Accuracy	72.3%
Cost	1112

\[\begin{array}{l} t_0 := \frac{x}{1 - y}\\ \mathbf{if}\;x \leq -1.95 \cdot 10^{+111}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;x \leq -1.05 \cdot 10^{+77}:\\ \;\;\;\;1\\ \mathbf{elif}\;x \leq -2.5 \cdot 10^{-50}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;x \leq 1.42 \cdot 10^{-58}:\\ \;\;\;\;\frac{y}{y + -1}\\ \mathbf{elif}\;x \leq 1.26 \cdot 10^{+19}:\\ \;\;\;\;x\\ \mathbf{elif}\;x \leq 8.8 \cdot 10^{+58}:\\ \;\;\;\;1\\ \mathbf{else}:\\ \;\;\;\;t_0\\ \end{array} \]

Alternative 2
Accuracy	85.5%
Cost	976

\[\begin{array}{l} t_0 := 1 + \frac{1 - x}{y}\\ t_1 := \frac{x}{1 - y}\\ \mathbf{if}\;y \leq -330000000000:\\ \;\;\;\;t_0\\ \mathbf{elif}\;y \leq 7.6 \cdot 10^{-94}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;y \leq 6.8 \cdot 10^{-71}:\\ \;\;\;\;-y\\ \mathbf{elif}\;y \leq 1.35:\\ \;\;\;\;t_1\\ \mathbf{else}:\\ \;\;\;\;t_0\\ \end{array} \]

Alternative 3
Accuracy	73.5%
Cost	848

\[\begin{array}{l} t_0 := \frac{x}{1 - y}\\ \mathbf{if}\;y \leq -6.6 \cdot 10^{+45}:\\ \;\;\;\;1\\ \mathbf{elif}\;y \leq 7.6 \cdot 10^{-94}:\\ \;\;\;\;t_0\\ \mathbf{elif}\;y \leq 7.6 \cdot 10^{-71}:\\ \;\;\;\;-y\\ \mathbf{elif}\;y \leq 3.4 \cdot 10^{+48}:\\ \;\;\;\;t_0\\ \mathbf{else}:\\ \;\;\;\;1\\ \end{array} \]

Alternative 4
Accuracy	85.4%
Cost	848

\[\begin{array}{l} t_0 := 1 - \frac{x}{y}\\ t_1 := \frac{x}{1 - y}\\ \mathbf{if}\;y \leq -330000000000:\\ \;\;\;\;t_0\\ \mathbf{elif}\;y \leq 7.6 \cdot 10^{-94}:\\ \;\;\;\;t_1\\ \mathbf{elif}\;y \leq 6.8 \cdot 10^{-71}:\\ \;\;\;\;-y\\ \mathbf{elif}\;y \leq 2700000000:\\ \;\;\;\;t_1\\ \mathbf{else}:\\ \;\;\;\;t_0\\ \end{array} \]

Alternative 5
Accuracy	73.0%
Cost	724

\[\begin{array}{l} \mathbf{if}\;y \leq -9 \cdot 10^{+45}:\\ \;\;\;\;1\\ \mathbf{elif}\;y \leq -1:\\ \;\;\;\;\frac{-x}{y}\\ \mathbf{elif}\;y \leq 7.6 \cdot 10^{-94}:\\ \;\;\;\;x\\ \mathbf{elif}\;y \leq 6.8 \cdot 10^{-71}:\\ \;\;\;\;-y\\ \mathbf{elif}\;y \leq 1:\\ \;\;\;\;x\\ \mathbf{else}:\\ \;\;\;\;1\\ \end{array} \]

Alternative 6
Accuracy	73.0%
Cost	592

\[\begin{array}{l} \mathbf{if}\;y \leq -330000000000:\\ \;\;\;\;1\\ \mathbf{elif}\;y \leq 6.2 \cdot 10^{-94}:\\ \;\;\;\;x\\ \mathbf{elif}\;y \leq 6.9 \cdot 10^{-71}:\\ \;\;\;\;-y\\ \mathbf{elif}\;y \leq 1:\\ \;\;\;\;x\\ \mathbf{else}:\\ \;\;\;\;1\\ \end{array} \]

Alternative 7
Accuracy	73.6%
Cost	328

\[\begin{array}{l} \mathbf{if}\;y \leq -330000000000:\\ \;\;\;\;1\\ \mathbf{elif}\;y \leq 1:\\ \;\;\;\;x\\ \mathbf{else}:\\ \;\;\;\;1\\ \end{array} \]

Alternative 8
Accuracy	38.9%
Cost	64

\[1 \]

Reproduce

herbie shell --seed 2023157 
(FPCore (x y)
  :name "Diagrams.Trail:splitAtParam  from diagrams-lib-1.3.0.3, C"
  :precision binary64
  (/ (- x y) (- 1.0 y)))