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