defmodule Combinatorics do
# === product ===
@doc ~S"""
Cartesian Product of 2 Enumerables.
(At least 2nd Enumerable should be finite)
## Examples
iex> Combinatorics.product([1, 2, 3], 1..3) |> Enum.to_list
[{1, 1}, {1, 2}, {1, 3}, {2, 1}, {2, 2}, {2, 3}, {3, 1}, {3, 2}, {3, 3}]
iex> Stream.iterate(1, &(&1+1)) |> Combinatorics.product(1..3) |> Enum.take(10)
[{1, 1}, {1, 2}, {1, 3}, {2, 1}, {2, 2}, {2, 3}, {3, 1}, {3, 2}, {3, 3}, {4, 1}]
"""
def product(enum1, enum2) do
product([enum1, enum2])
end
@doc ~S"""
Cartesian Product of multi Enumerables.
(At least last Enumerable should be finite)
## Examples
iex> Combinatorics.product([1..2, 3..4, 5..6]) |> Enum.to_list
[{1, 3, 5}, {1, 3, 6}, {1, 4, 5}, {1, 4, 6}, {2, 3, 5}, {2, 3, 6}, {2, 4, 5}, {2, 4, 6}]
iex> Combinatorics.product([Stream.iterate(1, &(&1+1)), 1..3]) |> Enum.take(10)
[{1, 1}, {1, 2}, {1, 3}, {2, 1}, {2, 2}, {2, 3}, {3, 1}, {3, 2}, {3, 3}, {4, 1}]
"""
def product([]), do: []
def product([it|[]]), do: Stream.map(it, &{&1})
def product(its) when is_list(its) do
do_product(its, [[]]) |> Stream.map(&List.to_tuple(:lists.reverse(&1)))
end
defp do_product([], vals), do: vals
defp do_product([x|xs], vals) do
do_product(xs, Stream.flat_map(vals, fn vs -> Stream.map(x, &[&1|vs]) end))
end
# === combinations ===
@doc ~S"""
Combinations - n-length tuples, in sorted order, no repeated elements.
## Examples
iex> Combinatorics.combinations(1..4, 2) |> Enum.to_list
[{1, 2}, {1, 3}, {1, 4}, {2, 3}, {2, 4}, {3, 4}]
iex> Combinatorics.combinations(1..4, 3) |> Enum.to_list
[{1, 2, 3}, {1, 2, 4}, {1, 3, 4}, {2, 3, 4}]
"""
def combinations(_enum, 0), do: []
def combinations(enum, 1), do: Stream.map(enum, &{&1})
def combinations(enum, n) when is_integer(n) and n > 1 do
case next(enum) do
{:next, v, fun} -> &do_combinations({[fun], [v], :next, n - 1}, &1, &2)
_ -> []
end
end
defp do_combinations(_, {:halt, term}, _fun), do: {:halted, term}
defp do_combinations(v, {:suspend, term}, fun) do
{:suspended, term, &do_combinations(v, &1, fun)}
end
defp do_combinations({[], _, _, _}, {:cont, term}, _), do: {:done, term}
defp do_combinations({fs, vals, _, 0}, {:cont, term}, fun) do
do_combinations({fs, vals, :back, 1}, fun.(List.to_tuple(:lists.reverse(vals)), term), fun)
end
defp do_combinations({funs = [f|fs], vals = [_|vs], :next, n}, acc = {:cont, _}, fun) do
case next(f) do
{:next, v, next_f} -> do_combinations({[next_f|funs], [v|vals], :next, n - 1}, acc, fun)
_ -> do_combinations({fs, vs, :back, n + 2}, acc, fun)
end
end
defp do_combinations({[f|fs], [_|vs], :back, n}, acc = {:cont, _}, fun) do
case next(f) do
{:next, v, next_f} -> do_combinations({[next_f|fs], [v|vs], :next, n - 1}, acc, fun)
_ -> do_combinations({fs, vs, :back, n + 1}, acc, fun)
end
end
# === permutations ===
@doc ~S"""
Permutations - full-length tuples, all possible orderings, no repeated elements.
Notice: parameter `enum` can be a List or a Range.
## Examples
iex> Combinatorics.permutations([1, 2, 3]) |> Enum.to_list
[{1, 2, 3}, {1, 3, 2}, {2, 1, 3}, {2, 3, 1}, {3, 1, 2}, {3, 2, 1}]
iex> Combinatorics.permutations(2..4) |> Enum.to_list
[{2, 3, 4}, {2, 4, 3}, {3, 2, 4}, {3, 4, 2}, {4, 2, 3}, {4, 3, 2}]
"""
def permutations(enum) when is_list(enum) do
permutations(enum, length(enum))
end
def permutations(enum = %Range{}) do
permutations(enum, Enum.count(enum))
end
@doc ~S"""
Permutations - n-length tuples, all possible orderings, no repeated elements.
## Examples
iex> Combinatorics.permutations(1..4, 2) |> Enum.to_list
[{1, 2}, {1, 3}, {1, 4}, {2, 1}, {2, 3}, {2, 4}, {3, 1}, {3, 2}, {3, 4}, {4, 1}, {4, 2}, {4, 3}]
iex> Combinatorics.permutations(1..3, 3) |> Enum.to_list
[{1, 2, 3}, {1, 3, 2}, {2, 1, 3}, {2, 3, 1}, {3, 1, 2}, {3, 2, 1}]
"""
def permutations(_enum, 0), do: []
def permutations(enum, 1), do: Stream.map(enum, &{&1})
def permutations(enum, n) when is_integer(n) and n > 1 do
case next(enum) do
{:next, v, rest} -> &do_permutations({[{v, [], rest}], [v], :next, n - 1}, &1, &2)
_ -> []
end
end
defp do_permutations(_, {:halt, term}, _fun), do: {:halted, term}
defp do_permutations(v, {:suspend, term}, fun) do
{:suspended, term, &do_permutations(v, &1, fun)}
end
defp do_permutations({[], _, _, _}, {:cont, term}, _), do: {:done, term}
defp do_permutations({fs, vals, _, 0}, {:cont, term}, fun) do
do_permutations({fs, vals, :back, 1}, fun.(List.to_tuple(:lists.reverse(vals)), term), fun)
end
defp do_permutations({(fs=[{_, r, s}|_]), vals, :next, n}, acc = {:cont, term}, fun) do
case next({:lists.reverse(r), s}) do
{:next, v, rest} -> do_permutations({[{v, [], rest}|fs], [v|vals], :next, n - 1}, acc, fun)
_ -> {:done, term}
end
end
defp do_permutations({[{o, r, s}|fs], [_|vs], :back, n}, acc = {:cont, _}, fun) do
case next(s) do
{:next, v, rest} -> do_permutations({[{v, [o|r], rest}|fs], [v|vs], :next, n - 1}, acc, fun)
_ -> do_permutations({fs, vs, :back, n + 1}, acc, fun)
end
end
# === Common Private Functions ===
defp reducer(v, _), do: {:suspend, v}
defp next([]), do: :done
defp next([x|xs]), do: {:next, x, xs}
defp next(fun) when is_function(fun, 1) do
case fun.({:cont, nil}) do
{:suspended, v, next_fun} -> {:next, v, next_fun}
_ -> :done
end
end
defp next({a, b}) do
case next(a) do
{:next, v, as} -> {:next, v, {as, b}}
_ -> next(b)
end
end
defp next(it) do
case Enumerable.reduce(it, {:cont, nil}, &reducer/2) do
{:suspended, v, next_fun} -> {:next, v, next_fun}
_ -> :done
end
end
end
ExUnit.start()
defmodule CombinatoricsTest do
use ExUnit.Case
# doctest Combinatorics
test "Combinatorics.product(finite, finite)" do
assert (Combinatorics.
product([1, 2, 3], 1..
3) |> Enum.
to_list) == [{1, 1}, {1, 2}, {1, 3}, {2, 1}, {2, 2}, {2, 3}, {3, 1}, {3, 2}, {3, 3}] end
test "Combinatorics.product(infinite, finite)" do
assert (Stream.
iterate(1, &(&1+1)) |> Combinatorics.
product(1..
3) |> Enum.
take(10)) == [{1, 1}, {1, 2}, {1, 3}, {2, 1}, {2, 2}, {2, 3}, {3, 1}, {3, 2}, {3, 3}, {4, 1}] end
test "Combinatorics.product([1..2, 3..4, 5..6])" do
assert (Combinatorics.
product([1..
2, 3..
4, 5..
6]) |> Enum.
to_list) == [{1, 3, 5}, {1, 3, 6}, {1, 4, 5}, {1, 4, 6}, {2, 3, 5}, {2, 3, 6}, {2, 4, 5}, {2, 4, 6}] end
test "Combinatorics.product([infinite, finite])" do
assert (Combinatorics.
product([Stream.
iterate(1, &(&1+1)), 1..
3]) |> Enum.
take(10)) == [{1, 1}, {1, 2}, {1, 3}, {2, 1}, {2, 2}, {2, 3}, {3, 1}, {3, 2}, {3, 3}, {4, 1}] end
test "Combinatorics.combinations(enum, 2)" do
assert (Combinatorics.
combinations(1..
4, 2) |> Enum.
to_list) == [{1, 2}, {1, 3}, {1, 4}, {2, 3}, {2, 4}, {3, 4}] end
test "Combinatorics.combinations(enum, 3)" do
assert (Combinatorics.
combinations(1..
4, 3) |> Enum.
to_list) == [{1, 2, 3}, {1, 2, 4}, {1, 3, 4}, {2, 3, 4}] end
test "Combinatorics.combinations(enum, 0)" do
assert (Combinatorics.
combinations(1..
4, 0) |> Enum.
to_list) == [] end
test "Combinatorics.combinations(enum, 1)" do
assert (Combinatorics.
combinations(1..
4, 1) |> Enum.
to_list) == [{1}, {2}, {3}, {4}] end
test "Combinatorics.combinations(enum, n) when n == Enum.count(enum)" do
assert (Combinatorics.
combinations(1..
4, 4) |> Enum.
to_list) == [{1, 2, 3, 4}] end
test "Combinatorics.combinations(enum, n) when n > Enum.count(enum)" do
assert (Combinatorics.
combinations(1..
4, 5) |> Enum.
to_list) == [] end
test "Combinatorics.permutations([1, 2, 3])" do
assert (Combinatorics.
permutations([1, 2, 3]) |> Enum.
to_list) == [{1, 2, 3}, {1, 3, 2}, {2, 1, 3}, {2, 3, 1}, {3, 1, 2}, {3, 2, 1}] end
test "Combinatorics.permutations(2..4)" do
assert (Combinatorics.
permutations(2..
4) |> Enum.
to_list) == [{2, 3, 4}, {2, 4, 3}, {3, 2, 4}, {3, 4, 2}, {4, 2, 3}, {4, 3, 2}] end
test "Combinatorics.permutations(1..4, 2)" do
assert (Combinatorics.
permutations(1..
4, 2) |> Enum.
to_list) == [{1, 2}, {1, 3}, {1, 4}, {2, 1}, {2, 3}, {2, 4}, {3, 1}, {3, 2}, {3, 4}, {4, 1}, {4, 2}, {4, 3}] end
test "Combinatorics.permutations(1..3, 3)" do
assert (Combinatorics.
permutations(1..
3, 3) |> Enum.
to_list) == [{1, 2, 3}, {1, 3, 2}, {2, 1, 3}, {2, 3, 1}, {3, 1, 2}, {3, 2, 1}] end
test "Combinatorics.permutations(range)" do
assert (Combinatorics.
permutations(3..
1) |> Enum.
to_list) == [{3, 2, 1}, {3, 1, 2}, {2, 3, 1}, {2, 1, 3}, {1, 3, 2}, {1, 2, 3}] end
test "Combinatorics.permutations(enum, 0)" do
assert (Combinatorics.
permutations(1..
4, 0) |> Enum.
to_list) == [] end
test "Combinatorics.permutations(enum, 1)" do
assert (Combinatorics.
permutations(1..
4, 1) |> Enum.
to_list) == [{1}, {2}, {3}, {4}] end
test "Combinatorics.permutations(enum, n) when n > Enum.count(enum)" do
assert (Combinatorics.
permutations(1..
4, 5) |> Enum.
to_list) == [] end
end
defmodule Combinatorics do

  # === product ===

  @doc ~S"""
  Cartesian Product of 2 Enumerables.
  (At least 2nd Enumerable should be finite)

  ## Examples
  
    iex> Combinatorics.product([1, 2, 3], 1..3) |> Enum.to_list
    [{1, 1}, {1, 2}, {1, 3}, {2, 1}, {2, 2}, {2, 3}, {3, 1}, {3, 2}, {3, 3}]
  
    iex> Stream.iterate(1, &(&1+1)) |> Combinatorics.product(1..3) |> Enum.take(10)
    [{1, 1}, {1, 2}, {1, 3}, {2, 1}, {2, 2}, {2, 3}, {3, 1}, {3, 2}, {3, 3}, {4, 1}]
  """
  def product(enum1, enum2) do
    product([enum1, enum2])
  end

  @doc ~S"""
  Cartesian Product of multi Enumerables.
  (At least last Enumerable should be finite)

  ## Examples
  
    iex> Combinatorics.product([1..2, 3..4, 5..6]) |> Enum.to_list
    [{1, 3, 5}, {1, 3, 6}, {1, 4, 5}, {1, 4, 6}, {2, 3, 5}, {2, 3, 6}, {2, 4, 5}, {2, 4, 6}]
  
    iex> Combinatorics.product([Stream.iterate(1, &(&1+1)), 1..3]) |> Enum.take(10)
    [{1, 1}, {1, 2}, {1, 3}, {2, 1}, {2, 2}, {2, 3}, {3, 1}, {3, 2}, {3, 3}, {4, 1}]
  """
  def product([]), do: []
  def product([it|[]]), do: Stream.map(it, &{&1})
  def product(its) when is_list(its) do
    do_product(its, [[]]) |> Stream.map(&List.to_tuple(:lists.reverse(&1)))
  end

  defp do_product([], vals), do: vals
  defp do_product([x|xs], vals) do
    do_product(xs, Stream.flat_map(vals, fn vs -> Stream.map(x, &[&1|vs]) end))
  end

  # === combinations ===

  @doc ~S"""
  Combinations - n-length tuples, in sorted order, no repeated elements.

  ## Examples
  
    iex> Combinatorics.combinations(1..4, 2) |> Enum.to_list
    [{1, 2}, {1, 3}, {1, 4}, {2, 3}, {2, 4}, {3, 4}]
  
    iex> Combinatorics.combinations(1..4, 3) |> Enum.to_list
    [{1, 2, 3}, {1, 2, 4}, {1, 3, 4}, {2, 3, 4}]
  """
  def combinations(_enum, 0), do: []
  def combinations(enum, 1), do: Stream.map(enum, &{&1})
  def combinations(enum, n) when is_integer(n) and n > 1 do
    case next(enum) do
      {:next, v, fun} -> &do_combinations({[fun], [v], :next, n - 1}, &1, &2)
      _  -> []
    end
  end

  defp do_combinations(_, {:halt, term}, _fun), do: {:halted, term}
  defp do_combinations(v, {:suspend, term}, fun) do
    {:suspended, term, &do_combinations(v, &1, fun)}
  end
  defp do_combinations({[], _, _, _}, {:cont, term}, _), do: {:done, term}
  defp do_combinations({fs, vals, _, 0}, {:cont, term}, fun) do
    do_combinations({fs, vals, :back, 1}, fun.(List.to_tuple(:lists.reverse(vals)), term), fun)
  end
  defp do_combinations({funs = [f|fs], vals = [_|vs], :next, n}, acc = {:cont, _}, fun) do
    case next(f) do
      {:next, v, next_f} -> do_combinations({[next_f|funs], [v|vals], :next, n - 1}, acc, fun)
      _ -> do_combinations({fs, vs, :back, n + 2}, acc, fun)
    end
  end
  defp do_combinations({[f|fs], [_|vs], :back, n}, acc = {:cont, _}, fun) do
    case next(f) do
      {:next, v, next_f} -> do_combinations({[next_f|fs], [v|vs], :next, n - 1}, acc, fun)
      _ -> do_combinations({fs, vs, :back, n + 1}, acc, fun)
    end
  end

  # === permutations ===

  @doc ~S"""
  Permutations - full-length tuples, all possible orderings, no repeated elements.
  Notice: parameter `enum` can be a List or a Range.

  ## Examples
  
    iex> Combinatorics.permutations([1, 2, 3]) |> Enum.to_list
    [{1, 2, 3}, {1, 3, 2}, {2, 1, 3}, {2, 3, 1}, {3, 1, 2}, {3, 2, 1}]
  
    iex> Combinatorics.permutations(2..4) |> Enum.to_list
    [{2, 3, 4}, {2, 4, 3}, {3, 2, 4}, {3, 4, 2}, {4, 2, 3}, {4, 3, 2}]
  """
  def permutations(enum) when is_list(enum) do
    permutations(enum, length(enum))
  end
  def permutations(enum = %Range{}) do
    permutations(enum, Enum.count(enum))
  end

  @doc ~S"""
  Permutations - n-length tuples, all possible orderings, no repeated elements.

  ## Examples
  
    iex> Combinatorics.permutations(1..4, 2) |> Enum.to_list
    [{1, 2}, {1, 3}, {1, 4}, {2, 1}, {2, 3}, {2, 4}, {3, 1}, {3, 2}, {3, 4}, {4, 1}, {4, 2}, {4, 3}]
  
    iex> Combinatorics.permutations(1..3, 3) |> Enum.to_list
    [{1, 2, 3}, {1, 3, 2}, {2, 1, 3}, {2, 3, 1}, {3, 1, 2}, {3, 2, 1}]
  """
  def permutations(_enum, 0), do: []
  def permutations(enum, 1), do: Stream.map(enum, &{&1})
  def permutations(enum, n) when is_integer(n) and n > 1 do
    case next(enum) do
      {:next, v, rest} -> &do_permutations({[{v, [], rest}], [v], :next, n - 1}, &1, &2)
      _  -> []
    end
  end

  defp do_permutations(_, {:halt, term}, _fun), do: {:halted, term}
  defp do_permutations(v, {:suspend, term}, fun) do
    {:suspended, term, &do_permutations(v, &1, fun)}
  end
  defp do_permutations({[], _, _, _}, {:cont, term}, _), do: {:done, term}
  defp do_permutations({fs, vals, _, 0}, {:cont, term}, fun) do
    do_permutations({fs, vals, :back, 1}, fun.(List.to_tuple(:lists.reverse(vals)), term), fun)
  end
  defp do_permutations({(fs=[{_, r, s}|_]), vals, :next, n}, acc = {:cont, term}, fun) do
    case next({:lists.reverse(r), s}) do
      {:next, v, rest} -> do_permutations({[{v, [], rest}|fs], [v|vals], :next, n - 1}, acc, fun)
      _ -> {:done, term}
    end
  end
  defp do_permutations({[{o, r, s}|fs], [_|vs], :back, n}, acc = {:cont, _}, fun) do
    case next(s) do
      {:next, v, rest} -> do_permutations({[{v, [o|r], rest}|fs], [v|vs], :next, n - 1}, acc, fun)
      _ -> do_permutations({fs, vs, :back, n + 1}, acc, fun)
    end
  end

  # === Common Private Functions ===
  defp reducer(v, _), do: {:suspend, v}

  defp next([]), do: :done
  defp next([x|xs]), do: {:next, x, xs}
  defp next(fun) when is_function(fun, 1) do
    case fun.({:cont, nil}) do
      {:suspended, v, next_fun} -> {:next, v, next_fun}
      _ -> :done
    end
  end
  defp next({a, b}) do
    case next(a) do
      {:next, v, as} -> {:next, v, {as, b}}
      _ -> next(b)
    end
  end
  defp next(it) do
    case Enumerable.reduce(it, {:cont, nil}, &reducer/2) do
      {:suspended, v, next_fun} -> {:next, v, next_fun}
      _ -> :done
    end
  end
end

ExUnit.start()

defmodule CombinatoricsTest do
  use ExUnit.Case
  # doctest Combinatorics

  test "Combinatorics.product(finite, finite)" do
    assert (Combinatorics.product([1, 2, 3], 1..3) |> Enum.to_list) == [{1, 1}, {1, 2}, {1, 3}, {2, 1}, {2, 2}, {2, 3}, {3, 1}, {3, 2}, {3, 3}]
  end

  test "Combinatorics.product(infinite, finite)" do
    assert (Stream.iterate(1, &(&1+1)) |> Combinatorics.product(1..3) |> Enum.take(10)) == [{1, 1}, {1, 2}, {1, 3}, {2, 1}, {2, 2}, {2, 3}, {3, 1}, {3, 2}, {3, 3}, {4, 1}]
  end

  test "Combinatorics.product([1..2, 3..4, 5..6])" do
    assert (Combinatorics.product([1..2, 3..4, 5..6]) |> Enum.to_list) == [{1, 3, 5}, {1, 3, 6}, {1, 4, 5}, {1, 4, 6}, {2, 3, 5}, {2, 3, 6}, {2, 4, 5}, {2, 4, 6}]
  end

  test "Combinatorics.product([infinite, finite])" do
    assert (Combinatorics.product([Stream.iterate(1, &(&1+1)), 1..3]) |> Enum.take(10)) == [{1, 1}, {1, 2}, {1, 3}, {2, 1}, {2, 2}, {2, 3}, {3, 1}, {3, 2}, {3, 3}, {4, 1}]
  end

  test "Combinatorics.combinations(enum, 2)" do
    assert (Combinatorics.combinations(1..4, 2) |> Enum.to_list) == [{1, 2}, {1, 3}, {1, 4}, {2, 3}, {2, 4}, {3, 4}]
  end

  test "Combinatorics.combinations(enum, 3)" do
    assert (Combinatorics.combinations(1..4, 3) |> Enum.to_list) == [{1, 2, 3}, {1, 2, 4}, {1, 3, 4}, {2, 3, 4}]
  end

  test "Combinatorics.combinations(enum, 0)" do
    assert (Combinatorics.combinations(1..4, 0) |> Enum.to_list) == []
  end

  test "Combinatorics.combinations(enum, 1)" do
    assert (Combinatorics.combinations(1..4, 1) |> Enum.to_list) == [{1}, {2}, {3}, {4}]
  end

  test "Combinatorics.combinations(enum, n) when n == Enum.count(enum)" do
    assert (Combinatorics.combinations(1..4, 4) |> Enum.to_list) == [{1, 2, 3, 4}]
  end

  test "Combinatorics.combinations(enum, n) when n > Enum.count(enum)" do
    assert (Combinatorics.combinations(1..4, 5) |> Enum.to_list) == []
  end

  test "Combinatorics.permutations([1, 2, 3])" do
    assert (Combinatorics.permutations([1, 2, 3]) |> Enum.to_list) == [{1, 2, 3}, {1, 3, 2}, {2, 1, 3}, {2, 3, 1}, {3, 1, 2}, {3, 2, 1}]
  end

  test "Combinatorics.permutations(2..4)" do
    assert (Combinatorics.permutations(2..4) |> Enum.to_list) == [{2, 3, 4}, {2, 4, 3}, {3, 2, 4}, {3, 4, 2}, {4, 2, 3}, {4, 3, 2}]
  end

  test "Combinatorics.permutations(1..4, 2)" do
    assert (Combinatorics.permutations(1..4, 2) |> Enum.to_list) == [{1, 2}, {1, 3}, {1, 4}, {2, 1}, {2, 3}, {2, 4}, {3, 1}, {3, 2}, {3, 4}, {4, 1}, {4, 2}, {4, 3}]
  end

  test "Combinatorics.permutations(1..3, 3)" do
    assert (Combinatorics.permutations(1..3, 3) |> Enum.to_list) == [{1, 2, 3}, {1, 3, 2}, {2, 1, 3}, {2, 3, 1}, {3, 1, 2}, {3, 2, 1}]
  end

  test "Combinatorics.permutations(range)" do
    assert (Combinatorics.permutations(3..1) |> Enum.to_list) == [{3, 2, 1}, {3, 1, 2}, {2, 3, 1}, {2, 1, 3}, {1, 3, 2}, {1, 2, 3}]
  end

  test "Combinatorics.permutations(enum, 0)" do
    assert (Combinatorics.permutations(1..4, 0) |> Enum.to_list) == []
  end

  test "Combinatorics.permutations(enum, 1)" do
    assert (Combinatorics.permutations(1..4, 1) |> Enum.to_list) == [{1}, {2}, {3}, {4}]
  end

  test "Combinatorics.permutations(enum, n) when n > Enum.count(enum)" do
    assert (Combinatorics.permutations(1..4, 5) |> Enum.to_list) == []
  end
end