|
5 | 5 | from modules.parser import WFF, Negation
|
6 | 6 |
|
7 | 7 |
|
8 |
| -class Prover: |
9 |
| - def __init__(self) -> None: |
10 |
| - self.initial_clauses: set[Clause] = set() |
11 |
| - self.derivation_map: dict[Clause, tuple[Clause, Clause]] = dict() |
12 |
| - self.resolved: set[tuple[Clause, Clause]] = set() |
| 8 | +def prove_by_refutation( |
| 9 | + kb: WFF, query: WFF |
| 10 | +) -> tuple[bool, dict[Clause, tuple[Clause, Clause]]]: |
| 11 | + clauses = convert_to_clauses(kb) |
| 12 | + query_negated = Negation(None, query) |
| 13 | + clauses_query = convert_to_clauses(query_negated) |
| 14 | + initial_clauses = clauses.union(clauses_query) |
| 15 | + derivation = search_refutation(initial_clauses) |
| 16 | + return frozenset() in derivation.keys(), derivation |
13 | 17 |
|
14 |
| - def add_to_derivation( |
15 |
| - self, resolvent: Clause, clause_tuple: tuple[Clause, Clause] |
16 |
| - ) -> None: |
17 |
| - # Check to avoid self derivation loops |
18 |
| - if resolvent in self.derivation_map.keys(): |
19 |
| - return |
20 | 18 |
|
21 |
| - # Check to avoid derivation of initial clauses |
22 |
| - if resolvent in self.initial_clauses: |
23 |
| - return |
| 19 | +def verify_knowledge_base_consistency(kb: WFF) -> bool: |
| 20 | + clauses = convert_to_clauses(kb) |
| 21 | + derivation = search_refutation(clauses) |
| 22 | + return not frozenset() in derivation.keys() |
24 | 23 |
|
25 |
| - self.derivation_map[resolvent] = clause_tuple |
26 | 24 |
|
27 |
| - def resolve(self, clause1: Clause, clause2: Clause) -> set[Clause]: |
28 |
| - resolvents: set[Clause] = set() |
29 |
| - for literal in clause1: |
30 |
| - neg_literal = negate_literal(literal) |
31 |
| - if neg_literal in clause2: |
32 |
| - clause_diff1 = clause1.difference({literal}) |
33 |
| - clause_diff2 = clause2.difference({neg_literal}) |
34 |
| - resolvent = clause_diff1.union(clause_diff2) |
35 |
| - resolvents.add(resolvent) |
36 |
| - self.add_to_derivation(resolvent, (clause1, clause2)) |
37 |
| - return resolvents |
| 25 | +def search_refutation( |
| 26 | + initial_clauses: set[Clause], |
| 27 | +) -> dict[Clause, tuple[Clause, Clause]]: |
| 28 | + clauses = initial_clauses |
| 29 | + resolved: set[tuple[Clause, Clause]] = set() |
| 30 | + derivation: dict[Clause, tuple[Clause, Clause]] = dict() |
| 31 | + clauses_to_filter = initial_clauses |
| 32 | + length = 0 |
| 33 | + while length != len(clauses): |
| 34 | + if frozenset() in clauses: |
| 35 | + break |
38 | 36 |
|
39 |
| - def resolve_all(self, clauses: set[Clause]) -> set[Clause]: |
40 |
| - resolvents: set[Clause] = set() |
41 |
| - for clause_tuple in combinations(clauses, 2): |
42 |
| - if clause_tuple in self.resolved: |
43 |
| - continue |
44 |
| - self.resolved.add(clause_tuple) |
45 |
| - resolvents = resolvents.union(self.resolve(*clause_tuple)) |
46 |
| - if frozenset() in resolvents: |
47 |
| - break |
48 |
| - return resolvents |
| 37 | + length = len(clauses) |
| 38 | + pairs = [ |
| 39 | + pair for pair in combinations(clauses, 2) if pair not in resolved |
| 40 | + ] |
| 41 | + pairs_resolvents = resolve_clause_pairs(pairs) |
| 42 | + clauses = clauses.union(*pairs_resolvents) |
| 43 | + derivation.update( |
| 44 | + map_resolvent_to_parent(pairs_resolvents, pairs, clauses_to_filter) |
| 45 | + ) |
| 46 | + clauses_to_filter = clauses_to_filter.union(*pairs_resolvents) |
| 47 | + return derivation |
49 | 48 |
|
50 |
| - def search_refutation(self, clauses: set[Clause]) -> bool: |
51 |
| - length = 0 |
52 |
| - while length != len(clauses): |
53 |
| - if frozenset() in clauses: |
54 |
| - return True |
55 | 49 |
|
56 |
| - length = len(clauses) |
57 |
| - clauses = clauses.union(self.resolve_all(clauses)) |
58 |
| - return False |
| 50 | +def map_resolvent_to_parent( |
| 51 | + pairs_resolvents: list[set[Clause]], |
| 52 | + pairs: list[tuple[Clause, Clause]], |
| 53 | + clauses_to_filter: set[Clause], |
| 54 | +) -> dict[Clause, tuple[Clause, Clause]]: |
| 55 | + return { |
| 56 | + resolvent: pair |
| 57 | + for resolvents, pair in zip(pairs_resolvents, pairs) |
| 58 | + for resolvent in resolvents |
| 59 | + if not resolvent in clauses_to_filter |
| 60 | + } |
59 | 61 |
|
60 |
| - def prove_by_refutation(self, kb: WFF, query: WFF) -> bool: |
61 |
| - clauses = convert_to_clauses(kb) |
62 |
| - is_kb_unsatisfiable = self.search_refutation(clauses) |
63 |
| - if is_kb_unsatisfiable: |
64 |
| - raise ValueError("Knowledge base must be consistent") |
65 | 62 |
|
66 |
| - query_negated = Negation(None, query) |
67 |
| - clauses_query = convert_to_clauses(query_negated) |
68 |
| - self.initial_clauses = clauses.union(clauses_query) |
69 |
| - return self.search_refutation(self.initial_clauses) |
| 63 | +def resolve_clause_pairs( |
| 64 | + pairs: list[tuple[Clause, Clause]] |
| 65 | +) -> list[set[Clause]]: |
| 66 | + resolvents_list: list[set[Clause]] = [] |
| 67 | + for pair in pairs: |
| 68 | + resolvents = resolve(*pair) |
| 69 | + resolvents_list.append(resolvents) |
| 70 | + if frozenset() in resolvents: |
| 71 | + break |
| 72 | + return resolvents_list |
| 73 | + |
| 74 | + |
| 75 | +def resolve(clause1: Clause, clause2: Clause) -> set[Clause]: |
| 76 | + resolvents: set[Clause] = set() |
| 77 | + for literal in clause1: |
| 78 | + neg_literal = negate_literal(literal) |
| 79 | + if neg_literal in clause2: |
| 80 | + clause_diff1 = clause1.difference({literal}) |
| 81 | + clause_diff2 = clause2.difference({neg_literal}) |
| 82 | + resolvent = clause_diff1.union(clause_diff2) |
| 83 | + resolvents.add(resolvent) |
| 84 | + return resolvents |
0 commit comments