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Datatypes.py
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329 lines (234 loc) · 10.5 KB
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from __future__ import annotations #permet de retourner ConcreteRule dans une Rule
from abc import ABC, abstractclassmethod
from enum import Enum
from CoherenceExceptions import ConstraintCoherenceException
from typing import Optional
from operator import attrgetter
class VariableTypes(Enum):
BOOLEAN = 1
NUMBER = 2
ENUM = 3
def __int__(self):
return self.value
class OperatorTypes(Enum):
EQUALS = 0
GREATER = 1
GREATER_OR_EQUAL = 2
LESS = 3
LESS_OR_EQUAL = 4
def __int__(self):
return self.value
op_list = ['equal', 'greater', 'greaterOrEqual', 'less', 'lessOrEqual']
class Element(ABC):
def __init__(self, name : str, value : object, type : VariableTypes):
self.name = name
self.type = type
self.value = value
@abstractclassmethod
def __str__(self) -> str:
pass
def override(self, elem : Element) -> bool:
'''Essaie d'ajouter une valeur / de modifier l'actuelle
Renvoi True si possible'''
if not self.conflict(elem):
self.value = elem.value
return True
else :
return False
@abstractclassmethod
def str_condensed(self)->str:
pass
def conflict(self, elem : Element) -> bool:
return elem.name == self.name and (elem.type != self.type or elem.value != self.value)
def conflicts(self, elems: list[Element]):
return any([self.conflict(elem) for elem in elems])
def __eq__(self, other):
return other.name == self.name and other.value == self.value
def __hash__(self):
return hash(self.str_condensed())
def equal(self, other)->bool:
return other.type == self.type and other.value == self.value
@abstractclassmethod
def verboseStr(self) -> str:
pass
__repr__ = __str__
class Boolean(Element):
def __init__(self, name : str, value : bool):
super().__init__(name, value, VariableTypes.BOOLEAN)
def __str__(self):
sign = '' if self.value else 'NOT '
return f'{sign}{self.name}'
def str_condensed(self)->str:
return ('' if self.value else 'N-')+self.name
def __hash__(self):
return hash(self.str_condensed())
def verboseStr(self) -> str:
return f"{self.name} EST {'NEGATIF' if not self.value else 'POSITIF'}"
__repr__ = __str__
class Hypothesis:
def __init__(self, name : str, rules : list[ConcreteRule]):
self.name = name
self.rules = rules
def satisfy(self, facts : dict[Element])->bool:
return any([rule.satisfy(facts) for rule in self.rules])
def __str__(self):
return f"<Hyp {self.name}" +(', '.join([str(elem) for elem in self.rules]))+ ">"
__repr__ = __str__
class Number(Element):
def __init__(self, name : str, value : int):
super().__init__(name, value, VariableTypes.NUMBER)
def __str__(self):
return f'{self.name}[{self.value}]'
def str_condensed(self)->str:
return f'{self.name}[{self.value}]'
def greater(self, other) -> bool:
return other.type == self.type and self.value > other.value
def greaterOrEqual(self, other) -> bool:
return other.type == self.type and self.value >= other.value
def less(self, other) -> bool:
return other.type == self.type and self.value < other.value
def lessOrEqual(self, other) -> bool:
return other.type == self.type and self.value <= other.value
def __hash__(self):
return hash(self.name+'_'+str(self.value))
def verboseStr(self) -> str:
return f"{self.name} EST EGAL À {self.value}"
__repr__ = __str__
class EnumElem(Element):
def __init__(self, name : str, value : dict[Boolean]):
super().__init__(name, value, VariableTypes.ENUM)
def __str__(self):
return f'{self.name}[{self.value}]'
def str_condensed(self)->str:
return f'{self.name}[{self.value}]'
def conflict(self, value : Element) -> bool:
if value.type == VariableTypes.ENUM:
return self.name == value.name and any([self.conflict(elem) for elem in list(value.value.values())])
elif value.type == VariableTypes.BOOLEAN:
return self.value.get(value.name) is not None and self.value.get(value.name).conflict(value)
else:
return False
def override(self, value : Element) -> bool:
if self.conflict(value):
return False
elif value.type == VariableTypes.BOOLEAN:
self.value[value.name] = value
return True
elif value.type == VariableTypes.ENUM:
self.value.update(value.value)
return True
else:
return False
def verboseStr(self) -> str:
return f"{self.name} CONTIENT [{' | '.join([elem.verboseStr() for elem in list(self.value.values())])}]"
def equal(self, element : EnumElem) -> bool:
"""l'autre enum est un subset de celle-ci"""
return element.type == self.type and all([self.value.get(elem.name) is not None and self.value.get(elem.name) == elem for elem in list(element.value.values())])
def __hash__(self):
return hash(sum([elem.__hash__() for elem in sorted(list(self.value.values()),key=attrgetter('name'))]))
__repr__ = __str__
class Constraint(object):
def __init__(self, elem : Element, operator : OperatorTypes, positive : bool = True):
if not callable(getattr(elem, op_list[int(operator)], None)):
raise ConstraintCoherenceException(f"The {elem.type} {elem.name} can't use the operator {op_list[int(operator)]}")
self.elem = elem
self.operator = operator
self.positive = positive
def str_condensed(self):
return self.elem.name +"_"+op_list[int(self.operator)]+"_"+str(self.elem.value)
def __str__(self)->str:
return "<Contr "+self.elem.name +" "+op_list[int(self.operator)]+" "+str(self.elem.value)+">"
def satisfy(self, other : Element) -> bool:
result : bool = other.type == self.elem.type and getattr(other, op_list[int(self.operator)])(self.elem)
return result if self.positive else not result
def satisfiable(self, other : dict[Element]):
return False if other.get(self.elem.name) is None else self.satisfy(other[self.elem.name])
def __hash__(self):
return hash(self.elem.__hash__() + int(self.operator) + int(self.positive))
__repr__ = __str__
class Rule(ABC):
def __init__(self, name : str):
self.name = name
@abstractclassmethod
def satisfy(self, facts : list[Element]) -> Optional[tuple[ConcreteRule, str]]:
pass
@abstractclassmethod
def concludes(self, fact: Element) -> Optional[tuple[ConcreteRule, str]]:
pass
@abstractclassmethod
def __hash__(self) -> int:
pass
@abstractclassmethod
def __str__(self):
pass
def __eq__(self, other):
return self.__hash__() == other.__hash__()
@abstractclassmethod
def getComplexity(self) -> int:
pass
class ConcreteRule(Rule):
def __init__(self, premisse : list[Constraint], consequence : list[Element], name : str):
super().__init__(name)
self.premisse = premisse
self.consequence = consequence
def satisfy(self, facts : dict[Element]) -> Optional[tuple[ConcreteRule, str]]:
if all([constraint.satisfiable(facts) for constraint in self.premisse]):
return (self, self.name)
return None
def concludes(self, fact : Element) -> Optional[tuple[ConcreteRule, str]]:
if self.consequence.count(fact):
# if set(self.consequence).issubset(set(facts)):
return self, self.name
return None
def __str__(self):
return (self.name + ' : '+(', '.join([str(elem) for elem in self.premisse])) + ' -> ' + (', '.join(str(elem) for elem in self.consequence)))
def verboseStr(self):
return (self.name + ' : SI '+(' ET '.join([str(elem) for elem in self.premisse])) + ' ALORS ' + (', '.join(str(elem) for elem in self.consequence)))
def __hash__(self) -> int:
premisse_hash = hash(sum([elem.__hash__() for elem in sorted(self.premisse,key=attrgetter("elem.name", "operator"))]))
consequence_hash = hash(sum([elem.__hash__() for elem in sorted(self.consequence,key=attrgetter("name", "value"))]))
return hash(premisse_hash + consequence_hash * 2)
def getComplexity(self) -> int:
return len(self.premisse) + len(self.consequence)
__repr__ = __str__
class Metarule(Rule):
def __init__(self, name : str, rule_list : list[ConcreteRule], ordered : bool = False, order_type : str = ""):
Rule.__init__(self, name)
self.rule_list : list[ConcreteRule] = rule_list
if ordered:
if order_type == "ALPHA_ASC":
self.rule_list.sort(key=lambda r: r.name)
elif order_type == "ALPHA_DESC":
self.rule_list.sort(key=lambda r: r.name, reverse=True)
elif order_type == "PREM_ASC":
self.rule_list.sort(key=lambda r: len(r.premisse))
elif order_type == "PREM_DESC":
self.rule_list.sort(key=lambda r: len(r.premisse), reverse=True)
elif order_type == "CONS_ASC":
self.rule_list.sort(key=lambda r: len(r.consequence))
elif order_type == "CONS_DESC":
self.rule_list.sort(key=lambda r: len(r.consequence), reverse=True)
else :
raise Exception(f"Contrainte de tri ({order_type}) inconnue")
def satisfy(self, facts : list[Element]) -> Optional[tuple[ConcreteRule, str]]:
for rule in self.rule_list:
ret = rule.satisfy(facts)
if ret :
return (rule, self.name)
return None
def concludes(self, fact : Element) -> Optional[tuple[ConcreteRule, str]]:
for rule in self.rule_list:
ret = rule.concludes(fact)
if ret:
return rule, self.name
return None
def __str__(self):
return (f'<MetaR {self.name} : '+(' , '.join([str(rule.name) for rule in self.rule_list]))+">" )
def __hash__(self) -> int:
final_hash : int = 0
for hs in self.rule_list:
final_hash += hs.__hash__()
return hash(final_hash)
def getComplexity(self) -> int:
return sum([rule.getComplexity() for rule in self.rule_list])
__repr__ = __str__