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primitives.py
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primitives.py
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from abc import ABC, abstractmethod
from collections import Counter
from typing import FrozenSet, List, Tuple
class Term(ABC):
negate: bool
def __init__(self, negate=False):
object.__setattr__(self, "negate", negate)
@abstractmethod
def __invert__(self):
pass
def __contains__(self, item):
return self == item
def __setattr__(self, key, value):
raise AttributeError("Class is immutable")
def __repr__(self):
return f"Term{{negate={self.negate}}}"
def __iter__(self):
return iter({self})
class Literal(Term):
"""A single propositional literal.
This class is immutable. It supports the call operator to get the literal's value,
and bitwise negation (~) to get a logically negated literal"""
name: str
def __init__(self, name: str, negate: bool = False):
super().__init__(negate)
object.__setattr__(self, "name", name)
def __invert__(self):
return Literal(self.name, not self.negate)
def __str__(self):
string = ""
if self.negate:
string += "¬"
string += f"{self.name}"
return string
def __repr__(self):
return f"Literal{{name={self.name}, negate={self.negate}}}"
def __contains__(self, item):
return type(item) is Literal and self.name == item.name
def __eq__(self, other):
return type(other) is Literal and self.name == other.name and self.negate == other.negate
def __hash__(self):
return hash(self.negate) ^ hash(self.name) ^ hash("Literal")
class Operator(Term, ABC):
operand1: Term
operand2: Term
def __init__(self, operand1, operand2, negate=False):
super().__init__(negate)
object.__setattr__(self, "operand1", operand1)
object.__setattr__(self, "operand2", operand2)
def __contains__(self, item: Term):
return item in self.operand1 or item in self.operand2
class Or(Operator):
def __invert__(self):
return Or(self.operand1, self.operand2, not self.negate)
def __repr__(self) -> str:
return f"Or{{operand1={repr(self.operand1)}, operand2={repr(self.operand2)}}}"
def __str__(self):
string = ""
if self.negate:
string += "¬"
return string + f"({self.operand1} ∨ {self.operand2})"
class And(Operator):
def __invert__(self):
return And(self.operand1, self.operand2, not self.negate)
def __repr__(self) -> str:
return f"And{{operand1={repr(self.operand1)}, operand2={repr(self.operand2)}}}"
def __str__(self):
string = ""
if self.negate:
string += "¬"
return string + f"({self.operand1} ∧ {self.operand2})"
class Implies(Operator):
def __invert__(self):
return Implies(self.operand1, self.operand2, not self.negate)
def __repr__(self):
return f"Implies{{operand1={repr(self.operand1)}, operand2={repr(self.operand2)}}}"
def __str__(self):
string = ""
if self.negate:
string += "¬"
return string + f"({str(self.operand1)} ⇒ {str(self.operand2)})"
class Iff(Operator):
def __invert__(self):
return Iff(self.operand1, self.operand2, not self.negate)
def __repr__(self):
return f"Implies{{operand1={repr(self.operand1)}, operand2={repr(self.operand2)}}}"
def __str__(self):
string = ""
if self.negate:
string += "¬"
return string + f"({str(self.operand1)} ⇔ {str(self.operand2)})"
class FreeClause(Term):
terms: List[Term]
def __init__(self, terms, negate: bool = False):
super().__init__(negate)
object.__setattr__(self, "terms", terms)
def __str__(self):
string = ""
if self.negate:
string += "¬"
string += "("
string += "".join([str(term) for term in self.terms])
return string + ")"
def __repr__(self):
return f"FreeClause{{terms={repr(self.terms)}, negate={repr(self.negate)}}}"
def __contains__(self, var: Term):
res = False
for v in self.terms:
res = res or (var in v)
return res
def __invert__(self):
return FreeClause(self.terms, not self.negate)
class HornFreeClause(FreeClause):
def __init__(self, terms, negate: bool = False):
super().__init__(terms, negate)
if not HornFreeClause.is_horn(terms):
raise TypeError("Free Horn clauses must have only one positive literal")
for term in self.terms:
if not term.negate:
object.__setattr__(self, 'head', term)
object.__setattr__(self, 'body', [term for term in terms if term.negate])
def __repr__(self):
return f"HornFreeClause{{terms={repr(self.terms)}, negate={repr(self.negate)}}}"
def is_horn(terms):
literals_state = [term.negate for term in terms]
negated_literals = Counter(literals_state)
return negated_literals[False] == 1
def from_clause(clause: FreeClause):
return HornFreeClause(clause.terms, clause.negate)
class Clause(Term):
"""A `Clause` is a disjunction of literals.
This class is immutable. It supports the call operator to get its logical value,
bitwise negation (`~`) to get a logically negated clause, subtraction with Literal to remove a variable
from the clause, and insiemistic inclusion (`in`) to check whether the clause contains a literal (`Literal`)."""
terms: FrozenSet[Term]
def __init__(self, terms=frozenset(), negate: bool = False):
super().__init__(negate)
if type(terms) not in [frozenset, set]:
raise TypeError("terms argument must be either set or frozenset!")
object.__setattr__(self, "terms", terms)
def __str__(self):
string = ""
if self.negate:
string += "¬"
string += "("
string += " ∨ ".join([str(term) for term in self.terms])
string += ")"
return string
def __repr__(self):
return f"Clause{{terms={repr(self.terms)}, negate={repr(self.negate)}}}"
def __contains__(self, var: Term):
res = False
for v in self.terms:
res = res or (var in v)
return res
def __add__(self, other):
new = Clause(self.terms)
if type(other) is Clause:
if self.negate != other.negate:
raise ValueError("Can't add together two clauses with different polarity")
new = Clause(self.terms.union(other.terms))
else:
new = Clause(self.terms.union(other))
return new
def __sub__(self, other: Literal):
return Clause(self.terms - {other}, self.negate)
def __invert__(self):
return Clause(self.terms, not self.negate)
def __eq__(self, other):
return isinstance(other, Clause) and self.negate == other.negate and self.terms == other.terms
def __hash__(self):
return hash(self.negate) ^ hash(tuple(self.terms)) ^ hash("Clause")
def to_free_clause(self):
terms = Clause._make_or(self.terms)
return FreeClause([terms], negate=self.negate)
@staticmethod
def _make_or(terms):
terms = list(terms)
if len(terms) == 0:
return FreeClause([])
if len(terms) == 1:
return terms[0]
if len(terms) == 2:
return Or(terms[0], terms[1])
else:
return Or(terms[0], Clause._make_or(terms[1:]))
class HornClause(Clause):
def __init__(self, vars=frozenset(), negate=False):
super().__init__(vars, negate)
if not HornClause.is_horn(vars):
raise TypeError("Horn clauses must have only one positive literal")
for var in self.terms:
if not var.negate:
object.__setattr__(self, 'head', var)
object.__setattr__(self, 'body', [var for var in vars if var.negate])
def __repr__(self):
return f"HornClause{{terms={self.terms}, negate={self.negate}}}"
def __eq__(self, other):
return super().__eq__(other)
def __hash__(self):
return super.__hash__(self)
def from_clause(clause: Clause):
return HornClause(clause.terms)
def is_horn(vars: FrozenSet[Term]):
return HornFreeClause.is_horn(vars)
class KB:
"""A `KB` is a set of `Clause`s; informally it represents a propositional clause in CNF
(Conjunctive Normal Form). It supports the same operations of `Clause`,
but applied to `Clause`s instead of `Literal`s"""
clauses: Tuple
negate: bool = False
def __init__(self, clauses=()):
if type(clauses) not in [tuple, list]:
raise TypeError("clauses argument must be either list or tuple!")
object.__setattr__(self, "clauses", tuple(clauses))
def __str__(self):
string = "("
string += " ∧ ".join([str(clause) for clause in self.clauses])
string += ")"
return string
def __repr__(self):
return f"KB{{clauses={self.clauses}}}"
def __contains__(self, clause: Clause):
return clause in self.clauses
def __add__(self, other):
new = KB(self.clauses)
for term in iter(other):
counter = Counter(new.clauses)
if counter[term] == 0:
new = KB(list(new.clauses) + [term])
return new
def __sub__(self, other: Clause):
clauses = list(self.clauses)
clauses.remove(other)
return KB(clauses)
def __iter__(self):
return iter(self.clauses)
def to_free_clause(self):
terms = KB._make_and(self.clauses)
return FreeClause([terms])
@staticmethod
def _make_and(terms):
terms = list(terms)
if len(terms) <= 1:
return terms[0]
if len(terms) == 2:
return And(terms[0], terms[1])
else:
return And(terms[0], KB._make_and(terms[1:]))
class HornKB(KB):
def __init__(self, clauses=()):
for clause in clauses:
if not HornFreeClause.is_horn(clause.terms):
raise TypeError("HornKB must be composed only of Horn clauses")
horn_clauses = [HornClause.from_clause(clause) for clause in clauses]
super().__init__(horn_clauses)
def __repr__(self):
return f"HornKB{{clauses={self.clauses}}}"
def __add__(self, other):
if not HornFreeClause.is_horn(other):
raise ValueError("Cannot add non-Horn clause to HornKB")
new = HornKB(self.clauses)
for term in iter(other):
counter = Counter(new.clauses)
if counter[term] == 0:
new = HornKB(list(new.clauses) + [term])
return new