| """Module for querying SymPy objects about assumptions.""" |
|
|
| from sympy.assumptions.assume import (global_assumptions, Predicate, |
| AppliedPredicate) |
| from sympy.assumptions.cnf import CNF, EncodedCNF, Literal |
| from sympy.core import sympify |
| from sympy.core.kind import BooleanKind |
| from sympy.core.relational import Eq, Ne, Gt, Lt, Ge, Le |
| from sympy.logic.inference import satisfiable |
| from sympy.utilities.decorator import memoize_property |
| from sympy.utilities.exceptions import (sympy_deprecation_warning, |
| SymPyDeprecationWarning, |
| ignore_warnings) |
|
|
|
|
| |
| |
| |
|
|
|
|
| class AssumptionKeys: |
| """ |
| This class contains all the supported keys by ``ask``. |
| It should be accessed via the instance ``sympy.Q``. |
| |
| """ |
|
|
| |
| |
| |
|
|
| @memoize_property |
| def hermitian(self): |
| from .handlers.sets import HermitianPredicate |
| return HermitianPredicate() |
|
|
| @memoize_property |
| def antihermitian(self): |
| from .handlers.sets import AntihermitianPredicate |
| return AntihermitianPredicate() |
|
|
| @memoize_property |
| def real(self): |
| from .handlers.sets import RealPredicate |
| return RealPredicate() |
|
|
| @memoize_property |
| def extended_real(self): |
| from .handlers.sets import ExtendedRealPredicate |
| return ExtendedRealPredicate() |
|
|
| @memoize_property |
| def imaginary(self): |
| from .handlers.sets import ImaginaryPredicate |
| return ImaginaryPredicate() |
|
|
| @memoize_property |
| def complex(self): |
| from .handlers.sets import ComplexPredicate |
| return ComplexPredicate() |
|
|
| @memoize_property |
| def algebraic(self): |
| from .handlers.sets import AlgebraicPredicate |
| return AlgebraicPredicate() |
|
|
| @memoize_property |
| def transcendental(self): |
| from .predicates.sets import TranscendentalPredicate |
| return TranscendentalPredicate() |
|
|
| @memoize_property |
| def integer(self): |
| from .handlers.sets import IntegerPredicate |
| return IntegerPredicate() |
|
|
| @memoize_property |
| def noninteger(self): |
| from .predicates.sets import NonIntegerPredicate |
| return NonIntegerPredicate() |
|
|
| @memoize_property |
| def rational(self): |
| from .handlers.sets import RationalPredicate |
| return RationalPredicate() |
|
|
| @memoize_property |
| def irrational(self): |
| from .handlers.sets import IrrationalPredicate |
| return IrrationalPredicate() |
|
|
| @memoize_property |
| def finite(self): |
| from .handlers.calculus import FinitePredicate |
| return FinitePredicate() |
|
|
| @memoize_property |
| def infinite(self): |
| from .handlers.calculus import InfinitePredicate |
| return InfinitePredicate() |
|
|
| @memoize_property |
| def positive_infinite(self): |
| from .handlers.calculus import PositiveInfinitePredicate |
| return PositiveInfinitePredicate() |
|
|
| @memoize_property |
| def negative_infinite(self): |
| from .handlers.calculus import NegativeInfinitePredicate |
| return NegativeInfinitePredicate() |
|
|
| @memoize_property |
| def positive(self): |
| from .handlers.order import PositivePredicate |
| return PositivePredicate() |
|
|
| @memoize_property |
| def negative(self): |
| from .handlers.order import NegativePredicate |
| return NegativePredicate() |
|
|
| @memoize_property |
| def zero(self): |
| from .handlers.order import ZeroPredicate |
| return ZeroPredicate() |
|
|
| @memoize_property |
| def extended_positive(self): |
| from .handlers.order import ExtendedPositivePredicate |
| return ExtendedPositivePredicate() |
|
|
| @memoize_property |
| def extended_negative(self): |
| from .handlers.order import ExtendedNegativePredicate |
| return ExtendedNegativePredicate() |
|
|
| @memoize_property |
| def nonzero(self): |
| from .handlers.order import NonZeroPredicate |
| return NonZeroPredicate() |
|
|
| @memoize_property |
| def nonpositive(self): |
| from .handlers.order import NonPositivePredicate |
| return NonPositivePredicate() |
|
|
| @memoize_property |
| def nonnegative(self): |
| from .handlers.order import NonNegativePredicate |
| return NonNegativePredicate() |
|
|
| @memoize_property |
| def extended_nonzero(self): |
| from .handlers.order import ExtendedNonZeroPredicate |
| return ExtendedNonZeroPredicate() |
|
|
| @memoize_property |
| def extended_nonpositive(self): |
| from .handlers.order import ExtendedNonPositivePredicate |
| return ExtendedNonPositivePredicate() |
|
|
| @memoize_property |
| def extended_nonnegative(self): |
| from .handlers.order import ExtendedNonNegativePredicate |
| return ExtendedNonNegativePredicate() |
|
|
| @memoize_property |
| def even(self): |
| from .handlers.ntheory import EvenPredicate |
| return EvenPredicate() |
|
|
| @memoize_property |
| def odd(self): |
| from .handlers.ntheory import OddPredicate |
| return OddPredicate() |
|
|
| @memoize_property |
| def prime(self): |
| from .handlers.ntheory import PrimePredicate |
| return PrimePredicate() |
|
|
| @memoize_property |
| def composite(self): |
| from .handlers.ntheory import CompositePredicate |
| return CompositePredicate() |
|
|
| @memoize_property |
| def commutative(self): |
| from .handlers.common import CommutativePredicate |
| return CommutativePredicate() |
|
|
| @memoize_property |
| def is_true(self): |
| from .handlers.common import IsTruePredicate |
| return IsTruePredicate() |
|
|
| @memoize_property |
| def symmetric(self): |
| from .handlers.matrices import SymmetricPredicate |
| return SymmetricPredicate() |
|
|
| @memoize_property |
| def invertible(self): |
| from .handlers.matrices import InvertiblePredicate |
| return InvertiblePredicate() |
|
|
| @memoize_property |
| def orthogonal(self): |
| from .handlers.matrices import OrthogonalPredicate |
| return OrthogonalPredicate() |
|
|
| @memoize_property |
| def unitary(self): |
| from .handlers.matrices import UnitaryPredicate |
| return UnitaryPredicate() |
|
|
| @memoize_property |
| def positive_definite(self): |
| from .handlers.matrices import PositiveDefinitePredicate |
| return PositiveDefinitePredicate() |
|
|
| @memoize_property |
| def upper_triangular(self): |
| from .handlers.matrices import UpperTriangularPredicate |
| return UpperTriangularPredicate() |
|
|
| @memoize_property |
| def lower_triangular(self): |
| from .handlers.matrices import LowerTriangularPredicate |
| return LowerTriangularPredicate() |
|
|
| @memoize_property |
| def diagonal(self): |
| from .handlers.matrices import DiagonalPredicate |
| return DiagonalPredicate() |
|
|
| @memoize_property |
| def fullrank(self): |
| from .handlers.matrices import FullRankPredicate |
| return FullRankPredicate() |
|
|
| @memoize_property |
| def square(self): |
| from .handlers.matrices import SquarePredicate |
| return SquarePredicate() |
|
|
| @memoize_property |
| def integer_elements(self): |
| from .handlers.matrices import IntegerElementsPredicate |
| return IntegerElementsPredicate() |
|
|
| @memoize_property |
| def real_elements(self): |
| from .handlers.matrices import RealElementsPredicate |
| return RealElementsPredicate() |
|
|
| @memoize_property |
| def complex_elements(self): |
| from .handlers.matrices import ComplexElementsPredicate |
| return ComplexElementsPredicate() |
|
|
| @memoize_property |
| def singular(self): |
| from .predicates.matrices import SingularPredicate |
| return SingularPredicate() |
|
|
| @memoize_property |
| def normal(self): |
| from .predicates.matrices import NormalPredicate |
| return NormalPredicate() |
|
|
| @memoize_property |
| def triangular(self): |
| from .predicates.matrices import TriangularPredicate |
| return TriangularPredicate() |
|
|
| @memoize_property |
| def unit_triangular(self): |
| from .predicates.matrices import UnitTriangularPredicate |
| return UnitTriangularPredicate() |
|
|
| @memoize_property |
| def eq(self): |
| from .relation.equality import EqualityPredicate |
| return EqualityPredicate() |
|
|
| @memoize_property |
| def ne(self): |
| from .relation.equality import UnequalityPredicate |
| return UnequalityPredicate() |
|
|
| @memoize_property |
| def gt(self): |
| from .relation.equality import StrictGreaterThanPredicate |
| return StrictGreaterThanPredicate() |
|
|
| @memoize_property |
| def ge(self): |
| from .relation.equality import GreaterThanPredicate |
| return GreaterThanPredicate() |
|
|
| @memoize_property |
| def lt(self): |
| from .relation.equality import StrictLessThanPredicate |
| return StrictLessThanPredicate() |
|
|
| @memoize_property |
| def le(self): |
| from .relation.equality import LessThanPredicate |
| return LessThanPredicate() |
|
|
|
|
| Q = AssumptionKeys() |
|
|
| def _extract_all_facts(assump, exprs): |
| """ |
| Extract all relevant assumptions from *assump* with respect to given *exprs*. |
| |
| Parameters |
| ========== |
| |
| assump : sympy.assumptions.cnf.CNF |
| |
| exprs : tuple of expressions |
| |
| Returns |
| ======= |
| |
| sympy.assumptions.cnf.CNF |
| |
| Examples |
| ======== |
| |
| >>> from sympy import Q |
| >>> from sympy.assumptions.cnf import CNF |
| >>> from sympy.assumptions.ask import _extract_all_facts |
| >>> from sympy.abc import x, y |
| >>> assump = CNF.from_prop(Q.positive(x) & Q.integer(y)) |
| >>> exprs = (x,) |
| >>> cnf = _extract_all_facts(assump, exprs) |
| >>> cnf.clauses |
| {frozenset({Literal(Q.positive, False)})} |
| |
| """ |
| facts = set() |
|
|
| for clause in assump.clauses: |
| args = [] |
| for literal in clause: |
| if isinstance(literal.lit, AppliedPredicate) and len(literal.lit.arguments) == 1: |
| if literal.lit.arg in exprs: |
| |
| args.append(Literal(literal.lit.function, literal.is_Not)) |
| else: |
| |
| break |
| else: |
| |
| break |
|
|
| else: |
| if args: |
| facts.add(frozenset(args)) |
| return CNF(facts) |
|
|
|
|
| def ask(proposition, assumptions=True, context=global_assumptions): |
| """ |
| Function to evaluate the proposition with assumptions. |
| |
| Explanation |
| =========== |
| |
| This function evaluates the proposition to ``True`` or ``False`` if |
| the truth value can be determined. If not, it returns ``None``. |
| |
| It should be discerned from :func:`~.refine` which, when applied to a |
| proposition, simplifies the argument to symbolic ``Boolean`` instead of |
| Python built-in ``True``, ``False`` or ``None``. |
| |
| **Syntax** |
| |
| * ask(proposition) |
| Evaluate the *proposition* in global assumption context. |
| |
| * ask(proposition, assumptions) |
| Evaluate the *proposition* with respect to *assumptions* in |
| global assumption context. |
| |
| Parameters |
| ========== |
| |
| proposition : Boolean |
| Proposition which will be evaluated to boolean value. If this is |
| not ``AppliedPredicate``, it will be wrapped by ``Q.is_true``. |
| |
| assumptions : Boolean, optional |
| Local assumptions to evaluate the *proposition*. |
| |
| context : AssumptionsContext, optional |
| Default assumptions to evaluate the *proposition*. By default, |
| this is ``sympy.assumptions.global_assumptions`` variable. |
| |
| Returns |
| ======= |
| |
| ``True``, ``False``, or ``None`` |
| |
| Raises |
| ====== |
| |
| TypeError : *proposition* or *assumptions* is not valid logical expression. |
| |
| ValueError : assumptions are inconsistent. |
| |
| Examples |
| ======== |
| |
| >>> from sympy import ask, Q, pi |
| >>> from sympy.abc import x, y |
| >>> ask(Q.rational(pi)) |
| False |
| >>> ask(Q.even(x*y), Q.even(x) & Q.integer(y)) |
| True |
| >>> ask(Q.prime(4*x), Q.integer(x)) |
| False |
| |
| If the truth value cannot be determined, ``None`` will be returned. |
| |
| >>> print(ask(Q.odd(3*x))) # cannot determine unless we know x |
| None |
| |
| ``ValueError`` is raised if assumptions are inconsistent. |
| |
| >>> ask(Q.integer(x), Q.even(x) & Q.odd(x)) |
| Traceback (most recent call last): |
| ... |
| ValueError: inconsistent assumptions Q.even(x) & Q.odd(x) |
| |
| Notes |
| ===== |
| |
| Relations in assumptions are not implemented (yet), so the following |
| will not give a meaningful result. |
| |
| >>> ask(Q.positive(x), x > 0) |
| |
| It is however a work in progress. |
| |
| See Also |
| ======== |
| |
| sympy.assumptions.refine.refine : Simplification using assumptions. |
| Proposition is not reduced to ``None`` if the truth value cannot |
| be determined. |
| """ |
| from sympy.assumptions.satask import satask |
| from sympy.assumptions.lra_satask import lra_satask |
| from sympy.logic.algorithms.lra_theory import UnhandledInput |
|
|
| proposition = sympify(proposition) |
| assumptions = sympify(assumptions) |
|
|
| if isinstance(proposition, Predicate) or proposition.kind is not BooleanKind: |
| raise TypeError("proposition must be a valid logical expression") |
|
|
| if isinstance(assumptions, Predicate) or assumptions.kind is not BooleanKind: |
| raise TypeError("assumptions must be a valid logical expression") |
|
|
| binrelpreds = {Eq: Q.eq, Ne: Q.ne, Gt: Q.gt, Lt: Q.lt, Ge: Q.ge, Le: Q.le} |
| if isinstance(proposition, AppliedPredicate): |
| key, args = proposition.function, proposition.arguments |
| elif proposition.func in binrelpreds: |
| key, args = binrelpreds[type(proposition)], proposition.args |
| else: |
| key, args = Q.is_true, (proposition,) |
|
|
| |
| assump_cnf = CNF.from_prop(assumptions) |
| assump_cnf.extend(context) |
|
|
| |
| local_facts = _extract_all_facts(assump_cnf, args) |
|
|
| |
| known_facts_cnf = get_all_known_facts() |
| enc_cnf = EncodedCNF() |
| enc_cnf.from_cnf(CNF(known_facts_cnf)) |
| enc_cnf.add_from_cnf(local_facts) |
|
|
| |
| if local_facts.clauses and satisfiable(enc_cnf) is False: |
| raise ValueError("inconsistent assumptions %s" % assumptions) |
|
|
| |
| res = _ask_single_fact(key, local_facts) |
| if res is not None: |
| return res |
|
|
| |
| res = key(*args)._eval_ask(assumptions) |
| if res is not None: |
| return bool(res) |
|
|
| |
| res = satask(proposition, assumptions=assumptions, context=context) |
| if res is not None: |
| return res |
|
|
| try: |
| res = lra_satask(proposition, assumptions=assumptions, context=context) |
| except UnhandledInput: |
| return None |
|
|
| return res |
|
|
|
|
| def _ask_single_fact(key, local_facts): |
| """ |
| Compute the truth value of single predicate using assumptions. |
| |
| Parameters |
| ========== |
| |
| key : sympy.assumptions.assume.Predicate |
| Proposition predicate. |
| |
| local_facts : sympy.assumptions.cnf.CNF |
| Local assumption in CNF form. |
| |
| Returns |
| ======= |
| |
| ``True``, ``False`` or ``None`` |
| |
| Examples |
| ======== |
| |
| >>> from sympy import Q |
| >>> from sympy.assumptions.cnf import CNF |
| >>> from sympy.assumptions.ask import _ask_single_fact |
| |
| If prerequisite of proposition is rejected by the assumption, |
| return ``False``. |
| |
| >>> key, assump = Q.zero, ~Q.zero |
| >>> local_facts = CNF.from_prop(assump) |
| >>> _ask_single_fact(key, local_facts) |
| False |
| >>> key, assump = Q.zero, ~Q.even |
| >>> local_facts = CNF.from_prop(assump) |
| >>> _ask_single_fact(key, local_facts) |
| False |
| |
| If assumption implies the proposition, return ``True``. |
| |
| >>> key, assump = Q.even, Q.zero |
| >>> local_facts = CNF.from_prop(assump) |
| >>> _ask_single_fact(key, local_facts) |
| True |
| |
| If proposition rejects the assumption, return ``False``. |
| |
| >>> key, assump = Q.even, Q.odd |
| >>> local_facts = CNF.from_prop(assump) |
| >>> _ask_single_fact(key, local_facts) |
| False |
| """ |
| if local_facts.clauses: |
|
|
| known_facts_dict = get_known_facts_dict() |
|
|
| if len(local_facts.clauses) == 1: |
| cl, = local_facts.clauses |
| if len(cl) == 1: |
| f, = cl |
| prop_facts = known_facts_dict.get(key, None) |
| prop_req = prop_facts[0] if prop_facts is not None else set() |
| if f.is_Not and f.arg in prop_req: |
| |
| return False |
|
|
| for clause in local_facts.clauses: |
| if len(clause) == 1: |
| f, = clause |
| prop_facts = known_facts_dict.get(f.arg, None) if not f.is_Not else None |
| if prop_facts is None: |
| continue |
|
|
| prop_req, prop_rej = prop_facts |
| if key in prop_req: |
| |
| return True |
| elif key in prop_rej: |
| |
| return False |
|
|
| return None |
|
|
|
|
| def register_handler(key, handler): |
| """ |
| Register a handler in the ask system. key must be a string and handler a |
| class inheriting from AskHandler. |
| |
| .. deprecated:: 1.8. |
| Use multipledispatch handler instead. See :obj:`~.Predicate`. |
| |
| """ |
| sympy_deprecation_warning( |
| """ |
| The AskHandler system is deprecated. The register_handler() function |
| should be replaced with the multipledispatch handler of Predicate. |
| """, |
| deprecated_since_version="1.8", |
| active_deprecations_target='deprecated-askhandler', |
| ) |
| if isinstance(key, Predicate): |
| key = key.name.name |
| Qkey = getattr(Q, key, None) |
| if Qkey is not None: |
| Qkey.add_handler(handler) |
| else: |
| setattr(Q, key, Predicate(key, handlers=[handler])) |
|
|
|
|
| def remove_handler(key, handler): |
| """ |
| Removes a handler from the ask system. |
| |
| .. deprecated:: 1.8. |
| Use multipledispatch handler instead. See :obj:`~.Predicate`. |
| |
| """ |
| sympy_deprecation_warning( |
| """ |
| The AskHandler system is deprecated. The remove_handler() function |
| should be replaced with the multipledispatch handler of Predicate. |
| """, |
| deprecated_since_version="1.8", |
| active_deprecations_target='deprecated-askhandler', |
| ) |
| if isinstance(key, Predicate): |
| key = key.name.name |
| |
| with ignore_warnings(SymPyDeprecationWarning): |
| getattr(Q, key).remove_handler(handler) |
|
|
|
|
| from sympy.assumptions.ask_generated import (get_all_known_facts, |
| get_known_facts_dict) |
|
|