ash/lib/sat_solver.ex

295 lines
7.9 KiB
Elixir
Raw Normal View History

2020-05-30 19:29:27 +12:00
defmodule Ash.SatSolver do
2020-06-02 17:47:25 +12:00
@moduledoc false
2020-06-02 15:23:33 +12:00
@dialyzer {:nowarn_function, strict_filter_subset: 2}
@dialyzer {:nowarn_function, solve_expression: 1}
@dialyzer {:nowarn_function, solutions_to_predicate_values: 2}
2020-05-30 19:29:27 +12:00
def strict_filter_subset(filter, candidate) do
filter_expr = filter_to_expr(filter)
candidate_expr = filter_to_expr(candidate)
together = join_expr(filter_expr, candidate_expr, :and)
separate = join_expr(negate(filter_expr), candidate_expr, :and)
case solve_expression(together) do
{:error, :unsatisfiable} ->
false
{:ok, _} ->
case solve_expression(separate) do
{:error, :unsatisfiable} ->
true
_ ->
:maybe
end
end
end
defp negate(nil), do: nil
defp negate(expr), do: {:not, expr}
defp filter_to_expr(nil), do: nil
defp filter_to_expr(%{impossible?: true}), do: false
defp filter_to_expr(%{
attributes: attributes,
relationships: relationships,
not: not_filter,
ors: ors,
ands: ands,
path: path
}) do
expr =
Enum.reduce(attributes, nil, fn {attr, statement}, expr ->
join_expr(
expr,
tag_statement(statement_to_expr(statement), %{path: path, attr: attr}),
:and
)
end)
expr =
Enum.reduce(relationships, expr, fn {relationship, relationship_filter}, expr ->
join_expr(expr, {relationship, filter_to_expr(relationship_filter)}, :and)
end)
expr = join_expr(negate(filter_to_expr(not_filter)), expr, :and)
expr =
Enum.reduce(ors, expr, fn or_filter, expr ->
join_expr(filter_to_expr(or_filter), expr, :or)
end)
Enum.reduce(ands, expr, fn and_filter, expr ->
join_expr(filter_to_expr(and_filter), expr, :and)
end)
end
defp statement_to_expr(%Ash.Filter.NotIn{values: values}) do
{:not, %Ash.Filter.In{values: values}}
end
defp statement_to_expr(%Ash.Filter.NotEq{value: value}) do
{:not, %Ash.Filter.Eq{value: value}}
end
defp statement_to_expr(%Ash.Filter.And{left: left, right: right}) do
{:and, statement_to_expr(left), statement_to_expr(right)}
end
defp statement_to_expr(%Ash.Filter.Or{left: left, right: right}) do
{:or, statement_to_expr(left), statement_to_expr(right)}
end
defp statement_to_expr(statement), do: statement
defp tag_statement({:not, value}, tag), do: {:not, tag_statement(value, tag)}
defp tag_statement({joiner, left_value, right_value}, tag) when joiner in [:and, :or],
do: {joiner, tag_statement(left_value, tag), tag_statement(right_value, tag)}
defp tag_statement(statement, tag), do: {statement, tag}
defp join_expr(nil, right, _joiner), do: right
defp join_expr(left, nil, _joiner), do: left
defp join_expr(left, right, joiner), do: {joiner, left, right}
2020-06-02 15:23:33 +12:00
defp solve_expression(expression) do
2020-05-30 19:29:27 +12:00
expression_with_constants = {:and, true, {:and, {:not, false}, expression}}
{bindings, expression} = extract_bindings(expression_with_constants)
expression
|> to_conjunctive_normal_form()
|> lift_clauses()
|> negations_to_negative_numbers()
2020-06-02 15:23:33 +12:00
|> Picosat.solve()
2020-05-30 19:29:27 +12:00
|> solutions_to_predicate_values(bindings)
end
defp solutions_to_predicate_values({:ok, solution}, bindings) do
scenario =
Enum.reduce(solution, %{true: [], false: []}, fn var, state ->
fact = Map.get(bindings, abs(var))
Map.put(state, fact, var > 0)
end)
{:ok, scenario}
end
defp solutions_to_predicate_values({:error, error}, _), do: {:error, error}
defp extract_bindings(expr, bindings \\ %{current: 1})
defp extract_bindings({operator, left, right}, bindings) do
{bindings, left_extracted} = extract_bindings(left, bindings)
{bindings, right_extracted} = extract_bindings(right, bindings)
{bindings, {operator, left_extracted, right_extracted}}
end
defp extract_bindings({:not, value}, bindings) do
{bindings, extracted} = extract_bindings(value, bindings)
{bindings, {:not, extracted}}
end
defp extract_bindings(value, %{current: current} = bindings) do
current_binding =
Enum.find(bindings, fn {key, binding_value} ->
key != :current && binding_value == value
end)
case current_binding do
nil ->
new_bindings =
bindings
|> Map.put(:current, current + 1)
|> Map.put(current, value)
{new_bindings, current}
{binding, _} ->
{bindings, binding}
end
end
# A helper function for formatting to the same output we'd give to picosat
@doc false
def to_picosat(clauses, variable_count) do
clause_count = Enum.count(clauses)
formatted_input =
Enum.map_join(clauses, "\n", fn clause ->
format_clause(clause) <> " 0"
end)
"p cnf #{variable_count} #{clause_count}\n" <> formatted_input
end
defp negations_to_negative_numbers(clauses) do
Enum.map(
clauses,
fn
{:not, var} when is_integer(var) ->
[negate_var(var)]
var when is_integer(var) ->
[var]
clause ->
Enum.map(clause, fn
{:not, var} -> negate_var(var)
var -> var
end)
end
)
end
defp negate_var(var, multiplier \\ -1)
defp negate_var({:not, value}, multiplier) do
negate_var(value, multiplier * -1)
end
defp negate_var(value, multiplier), do: value * multiplier
defp format_clause(clause) do
Enum.map_join(clause, " ", fn
{:not, var} -> "-#{var}"
var -> "#{var}"
end)
end
defp lift_clauses({:and, left, right}) do
lift_clauses(left) ++ lift_clauses(right)
end
defp lift_clauses({:or, left, right}) do
[lift_or_clauses(left) ++ lift_or_clauses(right)]
end
defp lift_clauses(value), do: [[value]]
defp lift_or_clauses({:or, left, right}) do
lift_or_clauses(left) ++ lift_or_clauses(right)
end
defp lift_or_clauses(value), do: [value]
defp to_conjunctive_normal_form(expression) do
expression
|> demorgans_law()
|> distributive_law()
end
defp distributive_law(expression) do
distributive_law_applied = apply_distributive_law(expression)
if expression == distributive_law_applied do
expression
else
distributive_law(distributive_law_applied)
end
end
defp apply_distributive_law({:or, left, {:and, right1, right2}}) do
left_distributed = apply_distributive_law(left)
{:and, {:or, left_distributed, apply_distributive_law(right1)},
{:or, left_distributed, apply_distributive_law(right2)}}
end
defp apply_distributive_law({:or, {:and, left1, left2}, right}) do
right_distributed = apply_distributive_law(right)
{:and, {:or, apply_distributive_law(left1), right_distributed},
{:or, apply_distributive_law(left2), right_distributed}}
end
defp apply_distributive_law({:not, expression}) do
{:not, apply_distributive_law(expression)}
end
defp apply_distributive_law({operator, left, right}) when operator in [:and, :or] do
{operator, apply_distributive_law(left), apply_distributive_law(right)}
end
defp apply_distributive_law(var) when is_integer(var) do
var
end
defp demorgans_law(expression) do
demorgans_law_applied = apply_demorgans_law(expression)
if expression == demorgans_law_applied do
expression
else
demorgans_law(demorgans_law_applied)
end
end
defp apply_demorgans_law({:not, {:and, left, right}}) do
{:or, {:not, apply_demorgans_law(left)}, {:not, apply_demorgans_law(right)}}
end
defp apply_demorgans_law({:not, {:or, left, right}}) do
{:and, {:not, left}, {:not, right}}
end
defp apply_demorgans_law({operator, left, right}) when operator in [:or, :and] do
{operator, apply_demorgans_law(left), apply_demorgans_law(right)}
end
defp apply_demorgans_law({:not, expression}) do
{:not, apply_demorgans_law(expression)}
end
defp apply_demorgans_law(var) when is_integer(var) do
var
end
end