defmodule AliasMethod do
@moduledoc """
Implementation of Walker's Alias method by Elixir.
The algorithm is principally useful when you need to random sampling with replacement by O(1).
## Examples
iex> weights = [1, 1, 8]
iex> table = AliasMethod.generate_table(weights)
iex> table
%AliasMethod.Table{alias_table: %{0 => 2, 1 => 2, 2 => 0}, length: 3, probability_table: %{0 => 0.3, 1 => 0.3, 2 => 1.0}}
iex> n = AliasMethod.choice(table)
iex> 0 <= n && n <= table.length
true
"""
alias AliasMethod.Table
@doc """
Generate Table by weights.
"""
@spec generate_table(list(float)) :: Table.t()
def generate_table(weights), do: Table.generate(weights)
@doc """
Choice a index from passed Table at random.
"""
@spec choice(Table.t()) :: integer
def choice(table), do: Table.choice(table)
end