| | """User-friendly public interface to polynomial functions. """ |
| |
|
| |
|
| | from functools import wraps, reduce |
| | from operator import mul |
| | from typing import Optional |
| |
|
| | from sympy.core import ( |
| | S, Expr, Add, Tuple |
| | ) |
| | from sympy.core.basic import Basic |
| | from sympy.core.decorators import _sympifyit |
| | from sympy.core.exprtools import Factors, factor_nc, factor_terms |
| | from sympy.core.evalf import ( |
| | pure_complex, evalf, fastlog, _evalf_with_bounded_error, quad_to_mpmath) |
| | from sympy.core.function import Derivative |
| | from sympy.core.mul import Mul, _keep_coeff |
| | from sympy.core.intfunc import ilcm |
| | from sympy.core.numbers import I, Integer, equal_valued |
| | from sympy.core.relational import Relational, Equality |
| | from sympy.core.sorting import ordered |
| | from sympy.core.symbol import Dummy, Symbol |
| | from sympy.core.sympify import sympify, _sympify |
| | from sympy.core.traversal import preorder_traversal, bottom_up |
| | from sympy.logic.boolalg import BooleanAtom |
| | from sympy.polys import polyoptions as options |
| | from sympy.polys.constructor import construct_domain |
| | from sympy.polys.domains import FF, QQ, ZZ |
| | from sympy.polys.domains.domainelement import DomainElement |
| | from sympy.polys.fglmtools import matrix_fglm |
| | from sympy.polys.groebnertools import groebner as _groebner |
| | from sympy.polys.monomials import Monomial |
| | from sympy.polys.orderings import monomial_key |
| | from sympy.polys.polyclasses import DMP, DMF, ANP |
| | from sympy.polys.polyerrors import ( |
| | OperationNotSupported, DomainError, |
| | CoercionFailed, UnificationFailed, |
| | GeneratorsNeeded, PolynomialError, |
| | MultivariatePolynomialError, |
| | ExactQuotientFailed, |
| | PolificationFailed, |
| | ComputationFailed, |
| | GeneratorsError, |
| | ) |
| | from sympy.polys.polyutils import ( |
| | basic_from_dict, |
| | _sort_gens, |
| | _unify_gens, |
| | _dict_reorder, |
| | _dict_from_expr, |
| | _parallel_dict_from_expr, |
| | ) |
| | from sympy.polys.rationaltools import together |
| | from sympy.polys.rootisolation import dup_isolate_real_roots_list |
| | from sympy.utilities import group, public, filldedent |
| | from sympy.utilities.exceptions import sympy_deprecation_warning |
| | from sympy.utilities.iterables import iterable, sift |
| |
|
| |
|
| | |
| | import sympy.polys |
| |
|
| | import mpmath |
| | from mpmath.libmp.libhyper import NoConvergence |
| |
|
| |
|
| |
|
| | def _polifyit(func): |
| | @wraps(func) |
| | def wrapper(f, g): |
| | g = _sympify(g) |
| | if isinstance(g, Poly): |
| | return func(f, g) |
| | elif isinstance(g, Integer): |
| | g = f.from_expr(g, *f.gens, domain=f.domain) |
| | return func(f, g) |
| | elif isinstance(g, Expr): |
| | try: |
| | g = f.from_expr(g, *f.gens) |
| | except PolynomialError: |
| | if g.is_Matrix: |
| | return NotImplemented |
| | expr_method = getattr(f.as_expr(), func.__name__) |
| | result = expr_method(g) |
| | if result is not NotImplemented: |
| | sympy_deprecation_warning( |
| | """ |
| | Mixing Poly with non-polynomial expressions in binary |
| | operations is deprecated. Either explicitly convert |
| | the non-Poly operand to a Poly with as_poly() or |
| | convert the Poly to an Expr with as_expr(). |
| | """, |
| | deprecated_since_version="1.6", |
| | active_deprecations_target="deprecated-poly-nonpoly-binary-operations", |
| | ) |
| | return result |
| | else: |
| | return func(f, g) |
| | else: |
| | return NotImplemented |
| | return wrapper |
| |
|
| |
|
| |
|
| | @public |
| | class Poly(Basic): |
| | """ |
| | Generic class for representing and operating on polynomial expressions. |
| | |
| | See :ref:`polys-docs` for general documentation. |
| | |
| | Poly is a subclass of Basic rather than Expr but instances can be |
| | converted to Expr with the :py:meth:`~.Poly.as_expr` method. |
| | |
| | .. deprecated:: 1.6 |
| | |
| | Combining Poly with non-Poly objects in binary operations is |
| | deprecated. Explicitly convert both objects to either Poly or Expr |
| | first. See :ref:`deprecated-poly-nonpoly-binary-operations`. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | Create a univariate polynomial: |
| | |
| | >>> Poly(x*(x**2 + x - 1)**2) |
| | Poly(x**5 + 2*x**4 - x**3 - 2*x**2 + x, x, domain='ZZ') |
| | |
| | Create a univariate polynomial with specific domain: |
| | |
| | >>> from sympy import sqrt |
| | >>> Poly(x**2 + 2*x + sqrt(3), domain='R') |
| | Poly(1.0*x**2 + 2.0*x + 1.73205080756888, x, domain='RR') |
| | |
| | Create a multivariate polynomial: |
| | |
| | >>> Poly(y*x**2 + x*y + 1) |
| | Poly(x**2*y + x*y + 1, x, y, domain='ZZ') |
| | |
| | Create a univariate polynomial, where y is a constant: |
| | |
| | >>> Poly(y*x**2 + x*y + 1,x) |
| | Poly(y*x**2 + y*x + 1, x, domain='ZZ[y]') |
| | |
| | You can evaluate the above polynomial as a function of y: |
| | |
| | >>> Poly(y*x**2 + x*y + 1,x).eval(2) |
| | 6*y + 1 |
| | |
| | See Also |
| | ======== |
| | |
| | sympy.core.expr.Expr |
| | |
| | """ |
| |
|
| | __slots__ = ('rep', 'gens') |
| |
|
| | is_commutative = True |
| | is_Poly = True |
| | _op_priority = 10.001 |
| |
|
| | def __new__(cls, rep, *gens, **args): |
| | """Create a new polynomial instance out of something useful. """ |
| | opt = options.build_options(gens, args) |
| |
|
| | if 'order' in opt: |
| | raise NotImplementedError("'order' keyword is not implemented yet") |
| |
|
| | if isinstance(rep, (DMP, DMF, ANP, DomainElement)): |
| | return cls._from_domain_element(rep, opt) |
| | elif iterable(rep, exclude=str): |
| | if isinstance(rep, dict): |
| | return cls._from_dict(rep, opt) |
| | else: |
| | return cls._from_list(list(rep), opt) |
| | else: |
| | rep = sympify(rep, evaluate=type(rep) is not str) |
| |
|
| | if rep.is_Poly: |
| | return cls._from_poly(rep, opt) |
| | else: |
| | return cls._from_expr(rep, opt) |
| |
|
| | |
| | |
| | |
| | |
| | |
| | |
| | |
| | |
| |
|
| | @classmethod |
| | def new(cls, rep, *gens): |
| | """Construct :class:`Poly` instance from raw representation. """ |
| | if not isinstance(rep, DMP): |
| | raise PolynomialError( |
| | "invalid polynomial representation: %s" % rep) |
| | elif rep.lev != len(gens) - 1: |
| | raise PolynomialError("invalid arguments: %s, %s" % (rep, gens)) |
| |
|
| | obj = Basic.__new__(cls) |
| | obj.rep = rep |
| | obj.gens = gens |
| |
|
| | return obj |
| |
|
| | @property |
| | def expr(self): |
| | return basic_from_dict(self.rep.to_sympy_dict(), *self.gens) |
| |
|
| | @property |
| | def args(self): |
| | return (self.expr,) + self.gens |
| |
|
| | def _hashable_content(self): |
| | return (self.rep,) + self.gens |
| |
|
| | @classmethod |
| | def from_dict(cls, rep, *gens, **args): |
| | """Construct a polynomial from a ``dict``. """ |
| | opt = options.build_options(gens, args) |
| | return cls._from_dict(rep, opt) |
| |
|
| | @classmethod |
| | def from_list(cls, rep, *gens, **args): |
| | """Construct a polynomial from a ``list``. """ |
| | opt = options.build_options(gens, args) |
| | return cls._from_list(rep, opt) |
| |
|
| | @classmethod |
| | def from_poly(cls, rep, *gens, **args): |
| | """Construct a polynomial from a polynomial. """ |
| | opt = options.build_options(gens, args) |
| | return cls._from_poly(rep, opt) |
| |
|
| | @classmethod |
| | def from_expr(cls, rep, *gens, **args): |
| | """Construct a polynomial from an expression. """ |
| | opt = options.build_options(gens, args) |
| | return cls._from_expr(rep, opt) |
| |
|
| | @classmethod |
| | def _from_dict(cls, rep, opt): |
| | """Construct a polynomial from a ``dict``. """ |
| | gens = opt.gens |
| |
|
| | if not gens: |
| | raise GeneratorsNeeded( |
| | "Cannot initialize from 'dict' without generators") |
| |
|
| | level = len(gens) - 1 |
| | domain = opt.domain |
| |
|
| | if domain is None: |
| | domain, rep = construct_domain(rep, opt=opt) |
| | else: |
| | for monom, coeff in rep.items(): |
| | rep[monom] = domain.convert(coeff) |
| |
|
| | return cls.new(DMP.from_dict(rep, level, domain), *gens) |
| |
|
| | @classmethod |
| | def _from_list(cls, rep, opt): |
| | """Construct a polynomial from a ``list``. """ |
| | gens = opt.gens |
| |
|
| | if not gens: |
| | raise GeneratorsNeeded( |
| | "Cannot initialize from 'list' without generators") |
| | elif len(gens) != 1: |
| | raise MultivariatePolynomialError( |
| | "'list' representation not supported") |
| |
|
| | level = len(gens) - 1 |
| | domain = opt.domain |
| |
|
| | if domain is None: |
| | domain, rep = construct_domain(rep, opt=opt) |
| | else: |
| | rep = list(map(domain.convert, rep)) |
| |
|
| | return cls.new(DMP.from_list(rep, level, domain), *gens) |
| |
|
| | @classmethod |
| | def _from_poly(cls, rep, opt): |
| | """Construct a polynomial from a polynomial. """ |
| | if cls != rep.__class__: |
| | rep = cls.new(rep.rep, *rep.gens) |
| |
|
| | gens = opt.gens |
| | field = opt.field |
| | domain = opt.domain |
| |
|
| | if gens and rep.gens != gens: |
| | if set(rep.gens) != set(gens): |
| | return cls._from_expr(rep.as_expr(), opt) |
| | else: |
| | rep = rep.reorder(*gens) |
| |
|
| | if 'domain' in opt and domain: |
| | rep = rep.set_domain(domain) |
| | elif field is True: |
| | rep = rep.to_field() |
| |
|
| | return rep |
| |
|
| | @classmethod |
| | def _from_expr(cls, rep, opt): |
| | """Construct a polynomial from an expression. """ |
| | rep, opt = _dict_from_expr(rep, opt) |
| | return cls._from_dict(rep, opt) |
| |
|
| | @classmethod |
| | def _from_domain_element(cls, rep, opt): |
| | gens = opt.gens |
| | domain = opt.domain |
| |
|
| | level = len(gens) - 1 |
| | rep = [domain.convert(rep)] |
| |
|
| | return cls.new(DMP.from_list(rep, level, domain), *gens) |
| |
|
| | def __hash__(self): |
| | return super().__hash__() |
| |
|
| | @property |
| | def free_symbols(self): |
| | """ |
| | Free symbols of a polynomial expression. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y, z |
| | |
| | >>> Poly(x**2 + 1).free_symbols |
| | {x} |
| | >>> Poly(x**2 + y).free_symbols |
| | {x, y} |
| | >>> Poly(x**2 + y, x).free_symbols |
| | {x, y} |
| | >>> Poly(x**2 + y, x, z).free_symbols |
| | {x, y} |
| | |
| | """ |
| | symbols = set() |
| | gens = self.gens |
| | for i in range(len(gens)): |
| | for monom in self.monoms(): |
| | if monom[i]: |
| | symbols |= gens[i].free_symbols |
| | break |
| |
|
| | return symbols | self.free_symbols_in_domain |
| |
|
| | @property |
| | def free_symbols_in_domain(self): |
| | """ |
| | Free symbols of the domain of ``self``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> Poly(x**2 + 1).free_symbols_in_domain |
| | set() |
| | >>> Poly(x**2 + y).free_symbols_in_domain |
| | set() |
| | >>> Poly(x**2 + y, x).free_symbols_in_domain |
| | {y} |
| | |
| | """ |
| | domain, symbols = self.rep.dom, set() |
| |
|
| | if domain.is_Composite: |
| | for gen in domain.symbols: |
| | symbols |= gen.free_symbols |
| | elif domain.is_EX: |
| | for coeff in self.coeffs(): |
| | symbols |= coeff.free_symbols |
| |
|
| | return symbols |
| |
|
| | @property |
| | def gen(self): |
| | """ |
| | Return the principal generator. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 + 1, x).gen |
| | x |
| | |
| | """ |
| | return self.gens[0] |
| |
|
| | @property |
| | def domain(self): |
| | """Get the ground domain of a :py:class:`~.Poly` |
| | |
| | Returns |
| | ======= |
| | |
| | :py:class:`~.Domain`: |
| | Ground domain of the :py:class:`~.Poly`. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly, Symbol |
| | >>> x = Symbol('x') |
| | >>> p = Poly(x**2 + x) |
| | >>> p |
| | Poly(x**2 + x, x, domain='ZZ') |
| | >>> p.domain |
| | ZZ |
| | """ |
| | return self.get_domain() |
| |
|
| | @property |
| | def zero(self): |
| | """Return zero polynomial with ``self``'s properties. """ |
| | return self.new(self.rep.zero(self.rep.lev, self.rep.dom), *self.gens) |
| |
|
| | @property |
| | def one(self): |
| | """Return one polynomial with ``self``'s properties. """ |
| | return self.new(self.rep.one(self.rep.lev, self.rep.dom), *self.gens) |
| |
|
| | @property |
| | def unit(self): |
| | """Return unit polynomial with ``self``'s properties. """ |
| | return self.new(self.rep.unit(self.rep.lev, self.rep.dom), *self.gens) |
| |
|
| | def unify(f, g): |
| | """ |
| | Make ``f`` and ``g`` belong to the same domain. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> f, g = Poly(x/2 + 1), Poly(2*x + 1) |
| | |
| | >>> f |
| | Poly(1/2*x + 1, x, domain='QQ') |
| | >>> g |
| | Poly(2*x + 1, x, domain='ZZ') |
| | |
| | >>> F, G = f.unify(g) |
| | |
| | >>> F |
| | Poly(1/2*x + 1, x, domain='QQ') |
| | >>> G |
| | Poly(2*x + 1, x, domain='QQ') |
| | |
| | """ |
| | _, per, F, G = f._unify(g) |
| | return per(F), per(G) |
| |
|
| | def _unify(f, g): |
| | g = sympify(g) |
| |
|
| | if not g.is_Poly: |
| | try: |
| | g_coeff = f.rep.dom.from_sympy(g) |
| | except CoercionFailed: |
| | raise UnificationFailed("Cannot unify %s with %s" % (f, g)) |
| | else: |
| | return f.rep.dom, f.per, f.rep, f.rep.ground_new(g_coeff) |
| |
|
| | if isinstance(f.rep, DMP) and isinstance(g.rep, DMP): |
| | gens = _unify_gens(f.gens, g.gens) |
| |
|
| | dom, lev = f.rep.dom.unify(g.rep.dom, gens), len(gens) - 1 |
| |
|
| | if f.gens != gens: |
| | f_monoms, f_coeffs = _dict_reorder( |
| | f.rep.to_dict(), f.gens, gens) |
| |
|
| | if f.rep.dom != dom: |
| | f_coeffs = [dom.convert(c, f.rep.dom) for c in f_coeffs] |
| |
|
| | F = DMP.from_dict(dict(list(zip(f_monoms, f_coeffs))), lev, dom) |
| | else: |
| | F = f.rep.convert(dom) |
| |
|
| | if g.gens != gens: |
| | g_monoms, g_coeffs = _dict_reorder( |
| | g.rep.to_dict(), g.gens, gens) |
| |
|
| | if g.rep.dom != dom: |
| | g_coeffs = [dom.convert(c, g.rep.dom) for c in g_coeffs] |
| |
|
| | G = DMP.from_dict(dict(list(zip(g_monoms, g_coeffs))), lev, dom) |
| | else: |
| | G = g.rep.convert(dom) |
| | else: |
| | raise UnificationFailed("Cannot unify %s with %s" % (f, g)) |
| |
|
| | cls = f.__class__ |
| |
|
| | def per(rep, dom=dom, gens=gens, remove=None): |
| | if remove is not None: |
| | gens = gens[:remove] + gens[remove + 1:] |
| |
|
| | if not gens: |
| | return dom.to_sympy(rep) |
| |
|
| | return cls.new(rep, *gens) |
| |
|
| | return dom, per, F, G |
| |
|
| | def per(f, rep, gens=None, remove=None): |
| | """ |
| | Create a Poly out of the given representation. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly, ZZ |
| | >>> from sympy.abc import x, y |
| | |
| | >>> from sympy.polys.polyclasses import DMP |
| | |
| | >>> a = Poly(x**2 + 1) |
| | |
| | >>> a.per(DMP([ZZ(1), ZZ(1)], ZZ), gens=[y]) |
| | Poly(y + 1, y, domain='ZZ') |
| | |
| | """ |
| | if gens is None: |
| | gens = f.gens |
| |
|
| | if remove is not None: |
| | gens = gens[:remove] + gens[remove + 1:] |
| |
|
| | if not gens: |
| | return f.rep.dom.to_sympy(rep) |
| |
|
| | return f.__class__.new(rep, *gens) |
| |
|
| | def set_domain(f, domain): |
| | """Set the ground domain of ``f``. """ |
| | opt = options.build_options(f.gens, {'domain': domain}) |
| | return f.per(f.rep.convert(opt.domain)) |
| |
|
| | def get_domain(f): |
| | """Get the ground domain of ``f``. """ |
| | return f.rep.dom |
| |
|
| | def set_modulus(f, modulus): |
| | """ |
| | Set the modulus of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(5*x**2 + 2*x - 1, x).set_modulus(2) |
| | Poly(x**2 + 1, x, modulus=2) |
| | |
| | """ |
| | modulus = options.Modulus.preprocess(modulus) |
| | return f.set_domain(FF(modulus)) |
| |
|
| | def get_modulus(f): |
| | """ |
| | Get the modulus of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 + 1, modulus=2).get_modulus() |
| | 2 |
| | |
| | """ |
| | domain = f.get_domain() |
| |
|
| | if domain.is_FiniteField: |
| | return Integer(domain.characteristic()) |
| | else: |
| | raise PolynomialError("not a polynomial over a Galois field") |
| |
|
| | def _eval_subs(f, old, new): |
| | """Internal implementation of :func:`subs`. """ |
| | if old in f.gens: |
| | if new.is_number: |
| | return f.eval(old, new) |
| | else: |
| | try: |
| | return f.replace(old, new) |
| | except PolynomialError: |
| | pass |
| |
|
| | return f.as_expr().subs(old, new) |
| |
|
| | def exclude(f): |
| | """ |
| | Remove unnecessary generators from ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import a, b, c, d, x |
| | |
| | >>> Poly(a + x, a, b, c, d, x).exclude() |
| | Poly(a + x, a, x, domain='ZZ') |
| | |
| | """ |
| | J, new = f.rep.exclude() |
| | gens = [gen for j, gen in enumerate(f.gens) if j not in J] |
| |
|
| | return f.per(new, gens=gens) |
| |
|
| | def replace(f, x, y=None, **_ignore): |
| | |
| | """ |
| | Replace ``x`` with ``y`` in generators list. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> Poly(x**2 + 1, x).replace(x, y) |
| | Poly(y**2 + 1, y, domain='ZZ') |
| | |
| | """ |
| | if y is None: |
| | if f.is_univariate: |
| | x, y = f.gen, x |
| | else: |
| | raise PolynomialError( |
| | "syntax supported only in univariate case") |
| |
|
| | if x == y or x not in f.gens: |
| | return f |
| |
|
| | if x in f.gens and y not in f.gens: |
| | dom = f.get_domain() |
| |
|
| | if not dom.is_Composite or y not in dom.symbols: |
| | gens = list(f.gens) |
| | gens[gens.index(x)] = y |
| | return f.per(f.rep, gens=gens) |
| |
|
| | raise PolynomialError("Cannot replace %s with %s in %s" % (x, y, f)) |
| |
|
| | def match(f, *args, **kwargs): |
| | """Match expression from Poly. See Basic.match()""" |
| | return f.as_expr().match(*args, **kwargs) |
| |
|
| | def reorder(f, *gens, **args): |
| | """ |
| | Efficiently apply new order of generators. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> Poly(x**2 + x*y**2, x, y).reorder(y, x) |
| | Poly(y**2*x + x**2, y, x, domain='ZZ') |
| | |
| | """ |
| | opt = options.Options((), args) |
| |
|
| | if not gens: |
| | gens = _sort_gens(f.gens, opt=opt) |
| | elif set(f.gens) != set(gens): |
| | raise PolynomialError( |
| | "generators list can differ only up to order of elements") |
| |
|
| | rep = dict(list(zip(*_dict_reorder(f.rep.to_dict(), f.gens, gens)))) |
| |
|
| | return f.per(DMP.from_dict(rep, len(gens) - 1, f.rep.dom), gens=gens) |
| |
|
| | def ltrim(f, gen): |
| | """ |
| | Remove dummy generators from ``f`` that are to the left of |
| | specified ``gen`` in the generators as ordered. When ``gen`` |
| | is an integer, it refers to the generator located at that |
| | position within the tuple of generators of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y, z |
| | |
| | >>> Poly(y**2 + y*z**2, x, y, z).ltrim(y) |
| | Poly(y**2 + y*z**2, y, z, domain='ZZ') |
| | >>> Poly(z, x, y, z).ltrim(-1) |
| | Poly(z, z, domain='ZZ') |
| | |
| | """ |
| | rep = f.as_dict(native=True) |
| | j = f._gen_to_level(gen) |
| |
|
| | terms = {} |
| |
|
| | for monom, coeff in rep.items(): |
| |
|
| | if any(monom[:j]): |
| | |
| | raise PolynomialError("Cannot left trim %s" % f) |
| |
|
| | terms[monom[j:]] = coeff |
| |
|
| | gens = f.gens[j:] |
| |
|
| | return f.new(DMP.from_dict(terms, len(gens) - 1, f.rep.dom), *gens) |
| |
|
| | def has_only_gens(f, *gens): |
| | """ |
| | Return ``True`` if ``Poly(f, *gens)`` retains ground domain. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y, z |
| | |
| | >>> Poly(x*y + 1, x, y, z).has_only_gens(x, y) |
| | True |
| | >>> Poly(x*y + z, x, y, z).has_only_gens(x, y) |
| | False |
| | |
| | """ |
| | indices = set() |
| |
|
| | for gen in gens: |
| | try: |
| | index = f.gens.index(gen) |
| | except ValueError: |
| | raise GeneratorsError( |
| | "%s doesn't have %s as generator" % (f, gen)) |
| | else: |
| | indices.add(index) |
| |
|
| | for monom in f.monoms(): |
| | for i, elt in enumerate(monom): |
| | if i not in indices and elt: |
| | return False |
| |
|
| | return True |
| |
|
| | def to_ring(f): |
| | """ |
| | Make the ground domain a ring. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly, QQ |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 + 1, domain=QQ).to_ring() |
| | Poly(x**2 + 1, x, domain='ZZ') |
| | |
| | """ |
| | if hasattr(f.rep, 'to_ring'): |
| | result = f.rep.to_ring() |
| | else: |
| | raise OperationNotSupported(f, 'to_ring') |
| |
|
| | return f.per(result) |
| |
|
| | def to_field(f): |
| | """ |
| | Make the ground domain a field. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly, ZZ |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 + 1, x, domain=ZZ).to_field() |
| | Poly(x**2 + 1, x, domain='QQ') |
| | |
| | """ |
| | if hasattr(f.rep, 'to_field'): |
| | result = f.rep.to_field() |
| | else: |
| | raise OperationNotSupported(f, 'to_field') |
| |
|
| | return f.per(result) |
| |
|
| | def to_exact(f): |
| | """ |
| | Make the ground domain exact. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly, RR |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 + 1.0, x, domain=RR).to_exact() |
| | Poly(x**2 + 1, x, domain='QQ') |
| | |
| | """ |
| | if hasattr(f.rep, 'to_exact'): |
| | result = f.rep.to_exact() |
| | else: |
| | raise OperationNotSupported(f, 'to_exact') |
| |
|
| | return f.per(result) |
| |
|
| | def retract(f, field=None): |
| | """ |
| | Recalculate the ground domain of a polynomial. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> f = Poly(x**2 + 1, x, domain='QQ[y]') |
| | >>> f |
| | Poly(x**2 + 1, x, domain='QQ[y]') |
| | |
| | >>> f.retract() |
| | Poly(x**2 + 1, x, domain='ZZ') |
| | >>> f.retract(field=True) |
| | Poly(x**2 + 1, x, domain='QQ') |
| | |
| | """ |
| | dom, rep = construct_domain(f.as_dict(zero=True), |
| | field=field, composite=f.domain.is_Composite or None) |
| | return f.from_dict(rep, f.gens, domain=dom) |
| |
|
| | def slice(f, x, m, n=None): |
| | """Take a continuous subsequence of terms of ``f``. """ |
| | if n is None: |
| | j, m, n = 0, x, m |
| | else: |
| | j = f._gen_to_level(x) |
| |
|
| | m, n = int(m), int(n) |
| |
|
| | if hasattr(f.rep, 'slice'): |
| | result = f.rep.slice(m, n, j) |
| | else: |
| | raise OperationNotSupported(f, 'slice') |
| |
|
| | return f.per(result) |
| |
|
| | def coeffs(f, order=None): |
| | """ |
| | Returns all non-zero coefficients from ``f`` in lex order. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**3 + 2*x + 3, x).coeffs() |
| | [1, 2, 3] |
| | |
| | See Also |
| | ======== |
| | all_coeffs |
| | coeff_monomial |
| | nth |
| | |
| | """ |
| | return [f.rep.dom.to_sympy(c) for c in f.rep.coeffs(order=order)] |
| |
|
| | def monoms(f, order=None): |
| | """ |
| | Returns all non-zero monomials from ``f`` in lex order. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> Poly(x**2 + 2*x*y**2 + x*y + 3*y, x, y).monoms() |
| | [(2, 0), (1, 2), (1, 1), (0, 1)] |
| | |
| | See Also |
| | ======== |
| | all_monoms |
| | |
| | """ |
| | return f.rep.monoms(order=order) |
| |
|
| | def terms(f, order=None): |
| | """ |
| | Returns all non-zero terms from ``f`` in lex order. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> Poly(x**2 + 2*x*y**2 + x*y + 3*y, x, y).terms() |
| | [((2, 0), 1), ((1, 2), 2), ((1, 1), 1), ((0, 1), 3)] |
| | |
| | See Also |
| | ======== |
| | all_terms |
| | |
| | """ |
| | return [(m, f.rep.dom.to_sympy(c)) for m, c in f.rep.terms(order=order)] |
| |
|
| | def all_coeffs(f): |
| | """ |
| | Returns all coefficients from a univariate polynomial ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**3 + 2*x - 1, x).all_coeffs() |
| | [1, 0, 2, -1] |
| | |
| | """ |
| | return [f.rep.dom.to_sympy(c) for c in f.rep.all_coeffs()] |
| |
|
| | def all_monoms(f): |
| | """ |
| | Returns all monomials from a univariate polynomial ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**3 + 2*x - 1, x).all_monoms() |
| | [(3,), (2,), (1,), (0,)] |
| | |
| | See Also |
| | ======== |
| | all_terms |
| | |
| | """ |
| | return f.rep.all_monoms() |
| |
|
| | def all_terms(f): |
| | """ |
| | Returns all terms from a univariate polynomial ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**3 + 2*x - 1, x).all_terms() |
| | [((3,), 1), ((2,), 0), ((1,), 2), ((0,), -1)] |
| | |
| | """ |
| | return [(m, f.rep.dom.to_sympy(c)) for m, c in f.rep.all_terms()] |
| |
|
| | def termwise(f, func, *gens, **args): |
| | """ |
| | Apply a function to all terms of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> def func(k, coeff): |
| | ... k = k[0] |
| | ... return coeff//10**(2-k) |
| | |
| | >>> Poly(x**2 + 20*x + 400).termwise(func) |
| | Poly(x**2 + 2*x + 4, x, domain='ZZ') |
| | |
| | """ |
| | terms = {} |
| |
|
| | for monom, coeff in f.terms(): |
| | result = func(monom, coeff) |
| |
|
| | if isinstance(result, tuple): |
| | monom, coeff = result |
| | else: |
| | coeff = result |
| |
|
| | if coeff: |
| | if monom not in terms: |
| | terms[monom] = coeff |
| | else: |
| | raise PolynomialError( |
| | "%s monomial was generated twice" % monom) |
| |
|
| | return f.from_dict(terms, *(gens or f.gens), **args) |
| |
|
| | def length(f): |
| | """ |
| | Returns the number of non-zero terms in ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 + 2*x - 1).length() |
| | 3 |
| | |
| | """ |
| | return len(f.as_dict()) |
| |
|
| | def as_dict(f, native=False, zero=False): |
| | """ |
| | Switch to a ``dict`` representation. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> Poly(x**2 + 2*x*y**2 - y, x, y).as_dict() |
| | {(0, 1): -1, (1, 2): 2, (2, 0): 1} |
| | |
| | """ |
| | if native: |
| | return f.rep.to_dict(zero=zero) |
| | else: |
| | return f.rep.to_sympy_dict(zero=zero) |
| |
|
| | def as_list(f, native=False): |
| | """Switch to a ``list`` representation. """ |
| | if native: |
| | return f.rep.to_list() |
| | else: |
| | return f.rep.to_sympy_list() |
| |
|
| | def as_expr(f, *gens): |
| | """ |
| | Convert a Poly instance to an Expr instance. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> f = Poly(x**2 + 2*x*y**2 - y, x, y) |
| | |
| | >>> f.as_expr() |
| | x**2 + 2*x*y**2 - y |
| | >>> f.as_expr({x: 5}) |
| | 10*y**2 - y + 25 |
| | >>> f.as_expr(5, 6) |
| | 379 |
| | |
| | """ |
| | if not gens: |
| | return f.expr |
| |
|
| | if len(gens) == 1 and isinstance(gens[0], dict): |
| | mapping = gens[0] |
| | gens = list(f.gens) |
| |
|
| | for gen, value in mapping.items(): |
| | try: |
| | index = gens.index(gen) |
| | except ValueError: |
| | raise GeneratorsError( |
| | "%s doesn't have %s as generator" % (f, gen)) |
| | else: |
| | gens[index] = value |
| |
|
| | return basic_from_dict(f.rep.to_sympy_dict(), *gens) |
| |
|
| | def as_poly(self, *gens, **args): |
| | """Converts ``self`` to a polynomial or returns ``None``. |
| | |
| | >>> from sympy import sin |
| | >>> from sympy.abc import x, y |
| | |
| | >>> print((x**2 + x*y).as_poly()) |
| | Poly(x**2 + x*y, x, y, domain='ZZ') |
| | |
| | >>> print((x**2 + x*y).as_poly(x, y)) |
| | Poly(x**2 + x*y, x, y, domain='ZZ') |
| | |
| | >>> print((x**2 + sin(y)).as_poly(x, y)) |
| | None |
| | |
| | """ |
| | try: |
| | poly = Poly(self, *gens, **args) |
| |
|
| | if not poly.is_Poly: |
| | return None |
| | else: |
| | return poly |
| | except PolynomialError: |
| | return None |
| |
|
| | def lift(f): |
| | """ |
| | Convert algebraic coefficients to rationals. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly, I |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 + I*x + 1, x, extension=I).lift() |
| | Poly(x**4 + 3*x**2 + 1, x, domain='QQ') |
| | |
| | """ |
| | if hasattr(f.rep, 'lift'): |
| | result = f.rep.lift() |
| | else: |
| | raise OperationNotSupported(f, 'lift') |
| |
|
| | return f.per(result) |
| |
|
| | def deflate(f): |
| | """ |
| | Reduce degree of ``f`` by mapping ``x_i**m`` to ``y_i``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> Poly(x**6*y**2 + x**3 + 1, x, y).deflate() |
| | ((3, 2), Poly(x**2*y + x + 1, x, y, domain='ZZ')) |
| | |
| | """ |
| | if hasattr(f.rep, 'deflate'): |
| | J, result = f.rep.deflate() |
| | else: |
| | raise OperationNotSupported(f, 'deflate') |
| |
|
| | return J, f.per(result) |
| |
|
| | def inject(f, front=False): |
| | """ |
| | Inject ground domain generators into ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> f = Poly(x**2*y + x*y**3 + x*y + 1, x) |
| | |
| | >>> f.inject() |
| | Poly(x**2*y + x*y**3 + x*y + 1, x, y, domain='ZZ') |
| | >>> f.inject(front=True) |
| | Poly(y**3*x + y*x**2 + y*x + 1, y, x, domain='ZZ') |
| | |
| | """ |
| | dom = f.rep.dom |
| |
|
| | if dom.is_Numerical: |
| | return f |
| | elif not dom.is_Poly: |
| | raise DomainError("Cannot inject generators over %s" % dom) |
| |
|
| | if hasattr(f.rep, 'inject'): |
| | result = f.rep.inject(front=front) |
| | else: |
| | raise OperationNotSupported(f, 'inject') |
| |
|
| | if front: |
| | gens = dom.symbols + f.gens |
| | else: |
| | gens = f.gens + dom.symbols |
| |
|
| | return f.new(result, *gens) |
| |
|
| | def eject(f, *gens): |
| | """ |
| | Eject selected generators into the ground domain. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> f = Poly(x**2*y + x*y**3 + x*y + 1, x, y) |
| | |
| | >>> f.eject(x) |
| | Poly(x*y**3 + (x**2 + x)*y + 1, y, domain='ZZ[x]') |
| | >>> f.eject(y) |
| | Poly(y*x**2 + (y**3 + y)*x + 1, x, domain='ZZ[y]') |
| | |
| | """ |
| | dom = f.rep.dom |
| |
|
| | if not dom.is_Numerical: |
| | raise DomainError("Cannot eject generators over %s" % dom) |
| |
|
| | k = len(gens) |
| |
|
| | if f.gens[:k] == gens: |
| | _gens, front = f.gens[k:], True |
| | elif f.gens[-k:] == gens: |
| | _gens, front = f.gens[:-k], False |
| | else: |
| | raise NotImplementedError( |
| | "can only eject front or back generators") |
| |
|
| | dom = dom.inject(*gens) |
| |
|
| | if hasattr(f.rep, 'eject'): |
| | result = f.rep.eject(dom, front=front) |
| | else: |
| | raise OperationNotSupported(f, 'eject') |
| |
|
| | return f.new(result, *_gens) |
| |
|
| | def terms_gcd(f): |
| | """ |
| | Remove GCD of terms from the polynomial ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> Poly(x**6*y**2 + x**3*y, x, y).terms_gcd() |
| | ((3, 1), Poly(x**3*y + 1, x, y, domain='ZZ')) |
| | |
| | """ |
| | if hasattr(f.rep, 'terms_gcd'): |
| | J, result = f.rep.terms_gcd() |
| | else: |
| | raise OperationNotSupported(f, 'terms_gcd') |
| |
|
| | return J, f.per(result) |
| |
|
| | def add_ground(f, coeff): |
| | """ |
| | Add an element of the ground domain to ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x + 1).add_ground(2) |
| | Poly(x + 3, x, domain='ZZ') |
| | |
| | """ |
| | if hasattr(f.rep, 'add_ground'): |
| | result = f.rep.add_ground(coeff) |
| | else: |
| | raise OperationNotSupported(f, 'add_ground') |
| |
|
| | return f.per(result) |
| |
|
| | def sub_ground(f, coeff): |
| | """ |
| | Subtract an element of the ground domain from ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x + 1).sub_ground(2) |
| | Poly(x - 1, x, domain='ZZ') |
| | |
| | """ |
| | if hasattr(f.rep, 'sub_ground'): |
| | result = f.rep.sub_ground(coeff) |
| | else: |
| | raise OperationNotSupported(f, 'sub_ground') |
| |
|
| | return f.per(result) |
| |
|
| | def mul_ground(f, coeff): |
| | """ |
| | Multiply ``f`` by a an element of the ground domain. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x + 1).mul_ground(2) |
| | Poly(2*x + 2, x, domain='ZZ') |
| | |
| | """ |
| | if hasattr(f.rep, 'mul_ground'): |
| | result = f.rep.mul_ground(coeff) |
| | else: |
| | raise OperationNotSupported(f, 'mul_ground') |
| |
|
| | return f.per(result) |
| |
|
| | def quo_ground(f, coeff): |
| | """ |
| | Quotient of ``f`` by a an element of the ground domain. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(2*x + 4).quo_ground(2) |
| | Poly(x + 2, x, domain='ZZ') |
| | |
| | >>> Poly(2*x + 3).quo_ground(2) |
| | Poly(x + 1, x, domain='ZZ') |
| | |
| | """ |
| | if hasattr(f.rep, 'quo_ground'): |
| | result = f.rep.quo_ground(coeff) |
| | else: |
| | raise OperationNotSupported(f, 'quo_ground') |
| |
|
| | return f.per(result) |
| |
|
| | def exquo_ground(f, coeff): |
| | """ |
| | Exact quotient of ``f`` by a an element of the ground domain. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(2*x + 4).exquo_ground(2) |
| | Poly(x + 2, x, domain='ZZ') |
| | |
| | >>> Poly(2*x + 3).exquo_ground(2) |
| | Traceback (most recent call last): |
| | ... |
| | ExactQuotientFailed: 2 does not divide 3 in ZZ |
| | |
| | """ |
| | if hasattr(f.rep, 'exquo_ground'): |
| | result = f.rep.exquo_ground(coeff) |
| | else: |
| | raise OperationNotSupported(f, 'exquo_ground') |
| |
|
| | return f.per(result) |
| |
|
| | def abs(f): |
| | """ |
| | Make all coefficients in ``f`` positive. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 - 1, x).abs() |
| | Poly(x**2 + 1, x, domain='ZZ') |
| | |
| | """ |
| | if hasattr(f.rep, 'abs'): |
| | result = f.rep.abs() |
| | else: |
| | raise OperationNotSupported(f, 'abs') |
| |
|
| | return f.per(result) |
| |
|
| | def neg(f): |
| | """ |
| | Negate all coefficients in ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 - 1, x).neg() |
| | Poly(-x**2 + 1, x, domain='ZZ') |
| | |
| | >>> -Poly(x**2 - 1, x) |
| | Poly(-x**2 + 1, x, domain='ZZ') |
| | |
| | """ |
| | if hasattr(f.rep, 'neg'): |
| | result = f.rep.neg() |
| | else: |
| | raise OperationNotSupported(f, 'neg') |
| |
|
| | return f.per(result) |
| |
|
| | def add(f, g): |
| | """ |
| | Add two polynomials ``f`` and ``g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 + 1, x).add(Poly(x - 2, x)) |
| | Poly(x**2 + x - 1, x, domain='ZZ') |
| | |
| | >>> Poly(x**2 + 1, x) + Poly(x - 2, x) |
| | Poly(x**2 + x - 1, x, domain='ZZ') |
| | |
| | """ |
| | g = sympify(g) |
| |
|
| | if not g.is_Poly: |
| | return f.add_ground(g) |
| |
|
| | _, per, F, G = f._unify(g) |
| |
|
| | if hasattr(f.rep, 'add'): |
| | result = F.add(G) |
| | else: |
| | raise OperationNotSupported(f, 'add') |
| |
|
| | return per(result) |
| |
|
| | def sub(f, g): |
| | """ |
| | Subtract two polynomials ``f`` and ``g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 + 1, x).sub(Poly(x - 2, x)) |
| | Poly(x**2 - x + 3, x, domain='ZZ') |
| | |
| | >>> Poly(x**2 + 1, x) - Poly(x - 2, x) |
| | Poly(x**2 - x + 3, x, domain='ZZ') |
| | |
| | """ |
| | g = sympify(g) |
| |
|
| | if not g.is_Poly: |
| | return f.sub_ground(g) |
| |
|
| | _, per, F, G = f._unify(g) |
| |
|
| | if hasattr(f.rep, 'sub'): |
| | result = F.sub(G) |
| | else: |
| | raise OperationNotSupported(f, 'sub') |
| |
|
| | return per(result) |
| |
|
| | def mul(f, g): |
| | """ |
| | Multiply two polynomials ``f`` and ``g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 + 1, x).mul(Poly(x - 2, x)) |
| | Poly(x**3 - 2*x**2 + x - 2, x, domain='ZZ') |
| | |
| | >>> Poly(x**2 + 1, x)*Poly(x - 2, x) |
| | Poly(x**3 - 2*x**2 + x - 2, x, domain='ZZ') |
| | |
| | """ |
| | g = sympify(g) |
| |
|
| | if not g.is_Poly: |
| | return f.mul_ground(g) |
| |
|
| | _, per, F, G = f._unify(g) |
| |
|
| | if hasattr(f.rep, 'mul'): |
| | result = F.mul(G) |
| | else: |
| | raise OperationNotSupported(f, 'mul') |
| |
|
| | return per(result) |
| |
|
| | def sqr(f): |
| | """ |
| | Square a polynomial ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x - 2, x).sqr() |
| | Poly(x**2 - 4*x + 4, x, domain='ZZ') |
| | |
| | >>> Poly(x - 2, x)**2 |
| | Poly(x**2 - 4*x + 4, x, domain='ZZ') |
| | |
| | """ |
| | if hasattr(f.rep, 'sqr'): |
| | result = f.rep.sqr() |
| | else: |
| | raise OperationNotSupported(f, 'sqr') |
| |
|
| | return f.per(result) |
| |
|
| | def pow(f, n): |
| | """ |
| | Raise ``f`` to a non-negative power ``n``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x - 2, x).pow(3) |
| | Poly(x**3 - 6*x**2 + 12*x - 8, x, domain='ZZ') |
| | |
| | >>> Poly(x - 2, x)**3 |
| | Poly(x**3 - 6*x**2 + 12*x - 8, x, domain='ZZ') |
| | |
| | """ |
| | n = int(n) |
| |
|
| | if hasattr(f.rep, 'pow'): |
| | result = f.rep.pow(n) |
| | else: |
| | raise OperationNotSupported(f, 'pow') |
| |
|
| | return f.per(result) |
| |
|
| | def pdiv(f, g): |
| | """ |
| | Polynomial pseudo-division of ``f`` by ``g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 + 1, x).pdiv(Poly(2*x - 4, x)) |
| | (Poly(2*x + 4, x, domain='ZZ'), Poly(20, x, domain='ZZ')) |
| | |
| | """ |
| | _, per, F, G = f._unify(g) |
| |
|
| | if hasattr(f.rep, 'pdiv'): |
| | q, r = F.pdiv(G) |
| | else: |
| | raise OperationNotSupported(f, 'pdiv') |
| |
|
| | return per(q), per(r) |
| |
|
| | def prem(f, g): |
| | """ |
| | Polynomial pseudo-remainder of ``f`` by ``g``. |
| | |
| | Caveat: The function prem(f, g, x) can be safely used to compute |
| | in Z[x] _only_ subresultant polynomial remainder sequences (prs's). |
| | |
| | To safely compute Euclidean and Sturmian prs's in Z[x] |
| | employ anyone of the corresponding functions found in |
| | the module sympy.polys.subresultants_qq_zz. The functions |
| | in the module with suffix _pg compute prs's in Z[x] employing |
| | rem(f, g, x), whereas the functions with suffix _amv |
| | compute prs's in Z[x] employing rem_z(f, g, x). |
| | |
| | The function rem_z(f, g, x) differs from prem(f, g, x) in that |
| | to compute the remainder polynomials in Z[x] it premultiplies |
| | the divident times the absolute value of the leading coefficient |
| | of the divisor raised to the power degree(f, x) - degree(g, x) + 1. |
| | |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 + 1, x).prem(Poly(2*x - 4, x)) |
| | Poly(20, x, domain='ZZ') |
| | |
| | """ |
| | _, per, F, G = f._unify(g) |
| |
|
| | if hasattr(f.rep, 'prem'): |
| | result = F.prem(G) |
| | else: |
| | raise OperationNotSupported(f, 'prem') |
| |
|
| | return per(result) |
| |
|
| | def pquo(f, g): |
| | """ |
| | Polynomial pseudo-quotient of ``f`` by ``g``. |
| | |
| | See the Caveat note in the function prem(f, g). |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 + 1, x).pquo(Poly(2*x - 4, x)) |
| | Poly(2*x + 4, x, domain='ZZ') |
| | |
| | >>> Poly(x**2 - 1, x).pquo(Poly(2*x - 2, x)) |
| | Poly(2*x + 2, x, domain='ZZ') |
| | |
| | """ |
| | _, per, F, G = f._unify(g) |
| |
|
| | if hasattr(f.rep, 'pquo'): |
| | result = F.pquo(G) |
| | else: |
| | raise OperationNotSupported(f, 'pquo') |
| |
|
| | return per(result) |
| |
|
| | def pexquo(f, g): |
| | """ |
| | Polynomial exact pseudo-quotient of ``f`` by ``g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 - 1, x).pexquo(Poly(2*x - 2, x)) |
| | Poly(2*x + 2, x, domain='ZZ') |
| | |
| | >>> Poly(x**2 + 1, x).pexquo(Poly(2*x - 4, x)) |
| | Traceback (most recent call last): |
| | ... |
| | ExactQuotientFailed: 2*x - 4 does not divide x**2 + 1 |
| | |
| | """ |
| | _, per, F, G = f._unify(g) |
| |
|
| | if hasattr(f.rep, 'pexquo'): |
| | try: |
| | result = F.pexquo(G) |
| | except ExactQuotientFailed as exc: |
| | raise exc.new(f.as_expr(), g.as_expr()) |
| | else: |
| | raise OperationNotSupported(f, 'pexquo') |
| |
|
| | return per(result) |
| |
|
| | def div(f, g, auto=True): |
| | """ |
| | Polynomial division with remainder of ``f`` by ``g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 + 1, x).div(Poly(2*x - 4, x)) |
| | (Poly(1/2*x + 1, x, domain='QQ'), Poly(5, x, domain='QQ')) |
| | |
| | >>> Poly(x**2 + 1, x).div(Poly(2*x - 4, x), auto=False) |
| | (Poly(0, x, domain='ZZ'), Poly(x**2 + 1, x, domain='ZZ')) |
| | |
| | """ |
| | dom, per, F, G = f._unify(g) |
| | retract = False |
| |
|
| | if auto and dom.is_Ring and not dom.is_Field: |
| | F, G = F.to_field(), G.to_field() |
| | retract = True |
| |
|
| | if hasattr(f.rep, 'div'): |
| | q, r = F.div(G) |
| | else: |
| | raise OperationNotSupported(f, 'div') |
| |
|
| | if retract: |
| | try: |
| | Q, R = q.to_ring(), r.to_ring() |
| | except CoercionFailed: |
| | pass |
| | else: |
| | q, r = Q, R |
| |
|
| | return per(q), per(r) |
| |
|
| | def rem(f, g, auto=True): |
| | """ |
| | Computes the polynomial remainder of ``f`` by ``g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 + 1, x).rem(Poly(2*x - 4, x)) |
| | Poly(5, x, domain='ZZ') |
| | |
| | >>> Poly(x**2 + 1, x).rem(Poly(2*x - 4, x), auto=False) |
| | Poly(x**2 + 1, x, domain='ZZ') |
| | |
| | """ |
| | dom, per, F, G = f._unify(g) |
| | retract = False |
| |
|
| | if auto and dom.is_Ring and not dom.is_Field: |
| | F, G = F.to_field(), G.to_field() |
| | retract = True |
| |
|
| | if hasattr(f.rep, 'rem'): |
| | r = F.rem(G) |
| | else: |
| | raise OperationNotSupported(f, 'rem') |
| |
|
| | if retract: |
| | try: |
| | r = r.to_ring() |
| | except CoercionFailed: |
| | pass |
| |
|
| | return per(r) |
| |
|
| | def quo(f, g, auto=True): |
| | """ |
| | Computes polynomial quotient of ``f`` by ``g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 + 1, x).quo(Poly(2*x - 4, x)) |
| | Poly(1/2*x + 1, x, domain='QQ') |
| | |
| | >>> Poly(x**2 - 1, x).quo(Poly(x - 1, x)) |
| | Poly(x + 1, x, domain='ZZ') |
| | |
| | """ |
| | dom, per, F, G = f._unify(g) |
| | retract = False |
| |
|
| | if auto and dom.is_Ring and not dom.is_Field: |
| | F, G = F.to_field(), G.to_field() |
| | retract = True |
| |
|
| | if hasattr(f.rep, 'quo'): |
| | q = F.quo(G) |
| | else: |
| | raise OperationNotSupported(f, 'quo') |
| |
|
| | if retract: |
| | try: |
| | q = q.to_ring() |
| | except CoercionFailed: |
| | pass |
| |
|
| | return per(q) |
| |
|
| | def exquo(f, g, auto=True): |
| | """ |
| | Computes polynomial exact quotient of ``f`` by ``g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 - 1, x).exquo(Poly(x - 1, x)) |
| | Poly(x + 1, x, domain='ZZ') |
| | |
| | >>> Poly(x**2 + 1, x).exquo(Poly(2*x - 4, x)) |
| | Traceback (most recent call last): |
| | ... |
| | ExactQuotientFailed: 2*x - 4 does not divide x**2 + 1 |
| | |
| | """ |
| | dom, per, F, G = f._unify(g) |
| | retract = False |
| |
|
| | if auto and dom.is_Ring and not dom.is_Field: |
| | F, G = F.to_field(), G.to_field() |
| | retract = True |
| |
|
| | if hasattr(f.rep, 'exquo'): |
| | try: |
| | q = F.exquo(G) |
| | except ExactQuotientFailed as exc: |
| | raise exc.new(f.as_expr(), g.as_expr()) |
| | else: |
| | raise OperationNotSupported(f, 'exquo') |
| |
|
| | if retract: |
| | try: |
| | q = q.to_ring() |
| | except CoercionFailed: |
| | pass |
| |
|
| | return per(q) |
| |
|
| | def _gen_to_level(f, gen): |
| | """Returns level associated with the given generator. """ |
| | if isinstance(gen, int): |
| | length = len(f.gens) |
| |
|
| | if -length <= gen < length: |
| | if gen < 0: |
| | return length + gen |
| | else: |
| | return gen |
| | else: |
| | raise PolynomialError("-%s <= gen < %s expected, got %s" % |
| | (length, length, gen)) |
| | else: |
| | try: |
| | return f.gens.index(sympify(gen)) |
| | except ValueError: |
| | raise PolynomialError( |
| | "a valid generator expected, got %s" % gen) |
| |
|
| | def degree(f, gen=0): |
| | """ |
| | Returns degree of ``f`` in ``x_j``. |
| | |
| | The degree of 0 is negative infinity. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> Poly(x**2 + y*x + 1, x, y).degree() |
| | 2 |
| | >>> Poly(x**2 + y*x + y, x, y).degree(y) |
| | 1 |
| | >>> Poly(0, x).degree() |
| | -oo |
| | |
| | """ |
| | j = f._gen_to_level(gen) |
| |
|
| | if hasattr(f.rep, 'degree'): |
| | d = f.rep.degree(j) |
| | if d < 0: |
| | d = S.NegativeInfinity |
| | return d |
| | else: |
| | raise OperationNotSupported(f, 'degree') |
| |
|
| | def degree_list(f): |
| | """ |
| | Returns a list of degrees of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> Poly(x**2 + y*x + 1, x, y).degree_list() |
| | (2, 1) |
| | |
| | """ |
| | if hasattr(f.rep, 'degree_list'): |
| | return f.rep.degree_list() |
| | else: |
| | raise OperationNotSupported(f, 'degree_list') |
| |
|
| | def total_degree(f): |
| | """ |
| | Returns the total degree of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> Poly(x**2 + y*x + 1, x, y).total_degree() |
| | 2 |
| | >>> Poly(x + y**5, x, y).total_degree() |
| | 5 |
| | |
| | """ |
| | if hasattr(f.rep, 'total_degree'): |
| | return f.rep.total_degree() |
| | else: |
| | raise OperationNotSupported(f, 'total_degree') |
| |
|
| | def homogenize(f, s): |
| | """ |
| | Returns the homogeneous polynomial of ``f``. |
| | |
| | A homogeneous polynomial is a polynomial whose all monomials with |
| | non-zero coefficients have the same total degree. If you only |
| | want to check if a polynomial is homogeneous, then use |
| | :func:`Poly.is_homogeneous`. If you want not only to check if a |
| | polynomial is homogeneous but also compute its homogeneous order, |
| | then use :func:`Poly.homogeneous_order`. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y, z |
| | |
| | >>> f = Poly(x**5 + 2*x**2*y**2 + 9*x*y**3) |
| | >>> f.homogenize(z) |
| | Poly(x**5 + 2*x**2*y**2*z + 9*x*y**3*z, x, y, z, domain='ZZ') |
| | |
| | """ |
| | if not isinstance(s, Symbol): |
| | raise TypeError("``Symbol`` expected, got %s" % type(s)) |
| | if s in f.gens: |
| | i = f.gens.index(s) |
| | gens = f.gens |
| | else: |
| | i = len(f.gens) |
| | gens = f.gens + (s,) |
| | if hasattr(f.rep, 'homogenize'): |
| | return f.per(f.rep.homogenize(i), gens=gens) |
| | raise OperationNotSupported(f, 'homogeneous_order') |
| |
|
| | def homogeneous_order(f): |
| | """ |
| | Returns the homogeneous order of ``f``. |
| | |
| | A homogeneous polynomial is a polynomial whose all monomials with |
| | non-zero coefficients have the same total degree. This degree is |
| | the homogeneous order of ``f``. If you only want to check if a |
| | polynomial is homogeneous, then use :func:`Poly.is_homogeneous`. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> f = Poly(x**5 + 2*x**3*y**2 + 9*x*y**4) |
| | >>> f.homogeneous_order() |
| | 5 |
| | |
| | """ |
| | if hasattr(f.rep, 'homogeneous_order'): |
| | return f.rep.homogeneous_order() |
| | else: |
| | raise OperationNotSupported(f, 'homogeneous_order') |
| |
|
| | def LC(f, order=None): |
| | """ |
| | Returns the leading coefficient of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(4*x**3 + 2*x**2 + 3*x, x).LC() |
| | 4 |
| | |
| | """ |
| | if order is not None: |
| | return f.coeffs(order)[0] |
| |
|
| | if hasattr(f.rep, 'LC'): |
| | result = f.rep.LC() |
| | else: |
| | raise OperationNotSupported(f, 'LC') |
| |
|
| | return f.rep.dom.to_sympy(result) |
| |
|
| | def TC(f): |
| | """ |
| | Returns the trailing coefficient of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**3 + 2*x**2 + 3*x, x).TC() |
| | 0 |
| | |
| | """ |
| | if hasattr(f.rep, 'TC'): |
| | result = f.rep.TC() |
| | else: |
| | raise OperationNotSupported(f, 'TC') |
| |
|
| | return f.rep.dom.to_sympy(result) |
| |
|
| | def EC(f, order=None): |
| | """ |
| | Returns the last non-zero coefficient of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**3 + 2*x**2 + 3*x, x).EC() |
| | 3 |
| | |
| | """ |
| | if hasattr(f.rep, 'coeffs'): |
| | return f.coeffs(order)[-1] |
| | else: |
| | raise OperationNotSupported(f, 'EC') |
| |
|
| | def coeff_monomial(f, monom): |
| | """ |
| | Returns the coefficient of ``monom`` in ``f`` if there, else None. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly, exp |
| | >>> from sympy.abc import x, y |
| | |
| | >>> p = Poly(24*x*y*exp(8) + 23*x, x, y) |
| | |
| | >>> p.coeff_monomial(x) |
| | 23 |
| | >>> p.coeff_monomial(y) |
| | 0 |
| | >>> p.coeff_monomial(x*y) |
| | 24*exp(8) |
| | |
| | Note that ``Expr.coeff()`` behaves differently, collecting terms |
| | if possible; the Poly must be converted to an Expr to use that |
| | method, however: |
| | |
| | >>> p.as_expr().coeff(x) |
| | 24*y*exp(8) + 23 |
| | >>> p.as_expr().coeff(y) |
| | 24*x*exp(8) |
| | >>> p.as_expr().coeff(x*y) |
| | 24*exp(8) |
| | |
| | See Also |
| | ======== |
| | nth: more efficient query using exponents of the monomial's generators |
| | |
| | """ |
| | return f.nth(*Monomial(monom, f.gens).exponents) |
| |
|
| | def nth(f, *N): |
| | """ |
| | Returns the ``n``-th coefficient of ``f`` where ``N`` are the |
| | exponents of the generators in the term of interest. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly, sqrt |
| | >>> from sympy.abc import x, y |
| | |
| | >>> Poly(x**3 + 2*x**2 + 3*x, x).nth(2) |
| | 2 |
| | >>> Poly(x**3 + 2*x*y**2 + y**2, x, y).nth(1, 2) |
| | 2 |
| | >>> Poly(4*sqrt(x)*y) |
| | Poly(4*y*(sqrt(x)), y, sqrt(x), domain='ZZ') |
| | >>> _.nth(1, 1) |
| | 4 |
| | |
| | See Also |
| | ======== |
| | coeff_monomial |
| | |
| | """ |
| | if hasattr(f.rep, 'nth'): |
| | if len(N) != len(f.gens): |
| | raise ValueError('exponent of each generator must be specified') |
| | result = f.rep.nth(*list(map(int, N))) |
| | else: |
| | raise OperationNotSupported(f, 'nth') |
| |
|
| | return f.rep.dom.to_sympy(result) |
| |
|
| | def coeff(f, x, n=1, right=False): |
| | |
| | |
| | |
| | |
| | |
| | |
| | raise NotImplementedError( |
| | 'Either convert to Expr with `as_expr` method ' |
| | 'to use Expr\'s coeff method or else use the ' |
| | '`coeff_monomial` method of Polys.') |
| |
|
| | def LM(f, order=None): |
| | """ |
| | Returns the leading monomial of ``f``. |
| | |
| | The Leading monomial signifies the monomial having |
| | the highest power of the principal generator in the |
| | expression f. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> Poly(4*x**2 + 2*x*y**2 + x*y + 3*y, x, y).LM() |
| | x**2*y**0 |
| | |
| | """ |
| | return Monomial(f.monoms(order)[0], f.gens) |
| |
|
| | def EM(f, order=None): |
| | """ |
| | Returns the last non-zero monomial of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> Poly(4*x**2 + 2*x*y**2 + x*y + 3*y, x, y).EM() |
| | x**0*y**1 |
| | |
| | """ |
| | return Monomial(f.monoms(order)[-1], f.gens) |
| |
|
| | def LT(f, order=None): |
| | """ |
| | Returns the leading term of ``f``. |
| | |
| | The Leading term signifies the term having |
| | the highest power of the principal generator in the |
| | expression f along with its coefficient. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> Poly(4*x**2 + 2*x*y**2 + x*y + 3*y, x, y).LT() |
| | (x**2*y**0, 4) |
| | |
| | """ |
| | monom, coeff = f.terms(order)[0] |
| | return Monomial(monom, f.gens), coeff |
| |
|
| | def ET(f, order=None): |
| | """ |
| | Returns the last non-zero term of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> Poly(4*x**2 + 2*x*y**2 + x*y + 3*y, x, y).ET() |
| | (x**0*y**1, 3) |
| | |
| | """ |
| | monom, coeff = f.terms(order)[-1] |
| | return Monomial(monom, f.gens), coeff |
| |
|
| | def max_norm(f): |
| | """ |
| | Returns maximum norm of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(-x**2 + 2*x - 3, x).max_norm() |
| | 3 |
| | |
| | """ |
| | if hasattr(f.rep, 'max_norm'): |
| | result = f.rep.max_norm() |
| | else: |
| | raise OperationNotSupported(f, 'max_norm') |
| |
|
| | return f.rep.dom.to_sympy(result) |
| |
|
| | def l1_norm(f): |
| | """ |
| | Returns l1 norm of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(-x**2 + 2*x - 3, x).l1_norm() |
| | 6 |
| | |
| | """ |
| | if hasattr(f.rep, 'l1_norm'): |
| | result = f.rep.l1_norm() |
| | else: |
| | raise OperationNotSupported(f, 'l1_norm') |
| |
|
| | return f.rep.dom.to_sympy(result) |
| |
|
| | def clear_denoms(self, convert=False): |
| | """ |
| | Clear denominators, but keep the ground domain. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly, S, QQ |
| | >>> from sympy.abc import x |
| | |
| | >>> f = Poly(x/2 + S(1)/3, x, domain=QQ) |
| | |
| | >>> f.clear_denoms() |
| | (6, Poly(3*x + 2, x, domain='QQ')) |
| | >>> f.clear_denoms(convert=True) |
| | (6, Poly(3*x + 2, x, domain='ZZ')) |
| | |
| | """ |
| | f = self |
| |
|
| | if not f.rep.dom.is_Field: |
| | return S.One, f |
| |
|
| | dom = f.get_domain() |
| | if dom.has_assoc_Ring: |
| | dom = f.rep.dom.get_ring() |
| |
|
| | if hasattr(f.rep, 'clear_denoms'): |
| | coeff, result = f.rep.clear_denoms() |
| | else: |
| | raise OperationNotSupported(f, 'clear_denoms') |
| |
|
| | coeff, f = dom.to_sympy(coeff), f.per(result) |
| |
|
| | if not convert or not dom.has_assoc_Ring: |
| | return coeff, f |
| | else: |
| | return coeff, f.to_ring() |
| |
|
| | def rat_clear_denoms(self, g): |
| | """ |
| | Clear denominators in a rational function ``f/g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> f = Poly(x**2/y + 1, x) |
| | >>> g = Poly(x**3 + y, x) |
| | |
| | >>> p, q = f.rat_clear_denoms(g) |
| | |
| | >>> p |
| | Poly(x**2 + y, x, domain='ZZ[y]') |
| | >>> q |
| | Poly(y*x**3 + y**2, x, domain='ZZ[y]') |
| | |
| | """ |
| | f = self |
| |
|
| | dom, per, f, g = f._unify(g) |
| |
|
| | f = per(f) |
| | g = per(g) |
| |
|
| | if not (dom.is_Field and dom.has_assoc_Ring): |
| | return f, g |
| |
|
| | a, f = f.clear_denoms(convert=True) |
| | b, g = g.clear_denoms(convert=True) |
| |
|
| | f = f.mul_ground(b) |
| | g = g.mul_ground(a) |
| |
|
| | return f, g |
| |
|
| | def integrate(self, *specs, **args): |
| | """ |
| | Computes indefinite integral of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> Poly(x**2 + 2*x + 1, x).integrate() |
| | Poly(1/3*x**3 + x**2 + x, x, domain='QQ') |
| | |
| | >>> Poly(x*y**2 + x, x, y).integrate((0, 1), (1, 0)) |
| | Poly(1/2*x**2*y**2 + 1/2*x**2, x, y, domain='QQ') |
| | |
| | """ |
| | f = self |
| |
|
| | if args.get('auto', True) and f.rep.dom.is_Ring: |
| | f = f.to_field() |
| |
|
| | if hasattr(f.rep, 'integrate'): |
| | if not specs: |
| | return f.per(f.rep.integrate(m=1)) |
| |
|
| | rep = f.rep |
| |
|
| | for spec in specs: |
| | if isinstance(spec, tuple): |
| | gen, m = spec |
| | else: |
| | gen, m = spec, 1 |
| |
|
| | rep = rep.integrate(int(m), f._gen_to_level(gen)) |
| |
|
| | return f.per(rep) |
| | else: |
| | raise OperationNotSupported(f, 'integrate') |
| |
|
| | def diff(f, *specs, **kwargs): |
| | """ |
| | Computes partial derivative of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> Poly(x**2 + 2*x + 1, x).diff() |
| | Poly(2*x + 2, x, domain='ZZ') |
| | |
| | >>> Poly(x*y**2 + x, x, y).diff((0, 0), (1, 1)) |
| | Poly(2*x*y, x, y, domain='ZZ') |
| | |
| | """ |
| | if not kwargs.get('evaluate', True): |
| | return Derivative(f, *specs, **kwargs) |
| |
|
| | if hasattr(f.rep, 'diff'): |
| | if not specs: |
| | return f.per(f.rep.diff(m=1)) |
| |
|
| | rep = f.rep |
| |
|
| | for spec in specs: |
| | if isinstance(spec, tuple): |
| | gen, m = spec |
| | else: |
| | gen, m = spec, 1 |
| |
|
| | rep = rep.diff(int(m), f._gen_to_level(gen)) |
| |
|
| | return f.per(rep) |
| | else: |
| | raise OperationNotSupported(f, 'diff') |
| |
|
| | _eval_derivative = diff |
| |
|
| | def eval(self, x, a=None, auto=True): |
| | """ |
| | Evaluate ``f`` at ``a`` in the given variable. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y, z |
| | |
| | >>> Poly(x**2 + 2*x + 3, x).eval(2) |
| | 11 |
| | |
| | >>> Poly(2*x*y + 3*x + y + 2, x, y).eval(x, 2) |
| | Poly(5*y + 8, y, domain='ZZ') |
| | |
| | >>> f = Poly(2*x*y + 3*x + y + 2*z, x, y, z) |
| | |
| | >>> f.eval({x: 2}) |
| | Poly(5*y + 2*z + 6, y, z, domain='ZZ') |
| | >>> f.eval({x: 2, y: 5}) |
| | Poly(2*z + 31, z, domain='ZZ') |
| | >>> f.eval({x: 2, y: 5, z: 7}) |
| | 45 |
| | |
| | >>> f.eval((2, 5)) |
| | Poly(2*z + 31, z, domain='ZZ') |
| | >>> f(2, 5) |
| | Poly(2*z + 31, z, domain='ZZ') |
| | |
| | """ |
| | f = self |
| |
|
| | if a is None: |
| | if isinstance(x, dict): |
| | mapping = x |
| |
|
| | for gen, value in mapping.items(): |
| | f = f.eval(gen, value) |
| |
|
| | return f |
| | elif isinstance(x, (tuple, list)): |
| | values = x |
| |
|
| | if len(values) > len(f.gens): |
| | raise ValueError("too many values provided") |
| |
|
| | for gen, value in zip(f.gens, values): |
| | f = f.eval(gen, value) |
| |
|
| | return f |
| | else: |
| | j, a = 0, x |
| | else: |
| | j = f._gen_to_level(x) |
| |
|
| | if not hasattr(f.rep, 'eval'): |
| | raise OperationNotSupported(f, 'eval') |
| |
|
| | try: |
| | result = f.rep.eval(a, j) |
| | except CoercionFailed: |
| | if not auto: |
| | raise DomainError("Cannot evaluate at %s in %s" % (a, f.rep.dom)) |
| | else: |
| | a_domain, [a] = construct_domain([a]) |
| | new_domain = f.get_domain().unify_with_symbols(a_domain, f.gens) |
| |
|
| | f = f.set_domain(new_domain) |
| | a = new_domain.convert(a, a_domain) |
| |
|
| | result = f.rep.eval(a, j) |
| |
|
| | return f.per(result, remove=j) |
| |
|
| | def __call__(f, *values): |
| | """ |
| | Evaluate ``f`` at the give values. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y, z |
| | |
| | >>> f = Poly(2*x*y + 3*x + y + 2*z, x, y, z) |
| | |
| | >>> f(2) |
| | Poly(5*y + 2*z + 6, y, z, domain='ZZ') |
| | >>> f(2, 5) |
| | Poly(2*z + 31, z, domain='ZZ') |
| | >>> f(2, 5, 7) |
| | 45 |
| | |
| | """ |
| | return f.eval(values) |
| |
|
| | def half_gcdex(f, g, auto=True): |
| | """ |
| | Half extended Euclidean algorithm of ``f`` and ``g``. |
| | |
| | Returns ``(s, h)`` such that ``h = gcd(f, g)`` and ``s*f = h (mod g)``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> f = x**4 - 2*x**3 - 6*x**2 + 12*x + 15 |
| | >>> g = x**3 + x**2 - 4*x - 4 |
| | |
| | >>> Poly(f).half_gcdex(Poly(g)) |
| | (Poly(-1/5*x + 3/5, x, domain='QQ'), Poly(x + 1, x, domain='QQ')) |
| | |
| | """ |
| | dom, per, F, G = f._unify(g) |
| |
|
| | if auto and dom.is_Ring: |
| | F, G = F.to_field(), G.to_field() |
| |
|
| | if hasattr(f.rep, 'half_gcdex'): |
| | s, h = F.half_gcdex(G) |
| | else: |
| | raise OperationNotSupported(f, 'half_gcdex') |
| |
|
| | return per(s), per(h) |
| |
|
| | def gcdex(f, g, auto=True): |
| | """ |
| | Extended Euclidean algorithm of ``f`` and ``g``. |
| | |
| | Returns ``(s, t, h)`` such that ``h = gcd(f, g)`` and ``s*f + t*g = h``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> f = x**4 - 2*x**3 - 6*x**2 + 12*x + 15 |
| | >>> g = x**3 + x**2 - 4*x - 4 |
| | |
| | >>> Poly(f).gcdex(Poly(g)) |
| | (Poly(-1/5*x + 3/5, x, domain='QQ'), |
| | Poly(1/5*x**2 - 6/5*x + 2, x, domain='QQ'), |
| | Poly(x + 1, x, domain='QQ')) |
| | |
| | """ |
| | dom, per, F, G = f._unify(g) |
| |
|
| | if auto and dom.is_Ring: |
| | F, G = F.to_field(), G.to_field() |
| |
|
| | if hasattr(f.rep, 'gcdex'): |
| | s, t, h = F.gcdex(G) |
| | else: |
| | raise OperationNotSupported(f, 'gcdex') |
| |
|
| | return per(s), per(t), per(h) |
| |
|
| | def invert(f, g, auto=True): |
| | """ |
| | Invert ``f`` modulo ``g`` when possible. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 - 1, x).invert(Poly(2*x - 1, x)) |
| | Poly(-4/3, x, domain='QQ') |
| | |
| | >>> Poly(x**2 - 1, x).invert(Poly(x - 1, x)) |
| | Traceback (most recent call last): |
| | ... |
| | NotInvertible: zero divisor |
| | |
| | """ |
| | dom, per, F, G = f._unify(g) |
| |
|
| | if auto and dom.is_Ring: |
| | F, G = F.to_field(), G.to_field() |
| |
|
| | if hasattr(f.rep, 'invert'): |
| | result = F.invert(G) |
| | else: |
| | raise OperationNotSupported(f, 'invert') |
| |
|
| | return per(result) |
| |
|
| | def revert(f, n): |
| | """ |
| | Compute ``f**(-1)`` mod ``x**n``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(1, x).revert(2) |
| | Poly(1, x, domain='ZZ') |
| | |
| | >>> Poly(1 + x, x).revert(1) |
| | Poly(1, x, domain='ZZ') |
| | |
| | >>> Poly(x**2 - 2, x).revert(2) |
| | Traceback (most recent call last): |
| | ... |
| | NotReversible: only units are reversible in a ring |
| | |
| | >>> Poly(1/x, x).revert(1) |
| | Traceback (most recent call last): |
| | ... |
| | PolynomialError: 1/x contains an element of the generators set |
| | |
| | """ |
| | if hasattr(f.rep, 'revert'): |
| | result = f.rep.revert(int(n)) |
| | else: |
| | raise OperationNotSupported(f, 'revert') |
| |
|
| | return f.per(result) |
| |
|
| | def subresultants(f, g): |
| | """ |
| | Computes the subresultant PRS of ``f`` and ``g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 + 1, x).subresultants(Poly(x**2 - 1, x)) |
| | [Poly(x**2 + 1, x, domain='ZZ'), |
| | Poly(x**2 - 1, x, domain='ZZ'), |
| | Poly(-2, x, domain='ZZ')] |
| | |
| | """ |
| | _, per, F, G = f._unify(g) |
| |
|
| | if hasattr(f.rep, 'subresultants'): |
| | result = F.subresultants(G) |
| | else: |
| | raise OperationNotSupported(f, 'subresultants') |
| |
|
| | return list(map(per, result)) |
| |
|
| | def resultant(f, g, includePRS=False): |
| | """ |
| | Computes the resultant of ``f`` and ``g`` via PRS. |
| | |
| | If includePRS=True, it includes the subresultant PRS in the result. |
| | Because the PRS is used to calculate the resultant, this is more |
| | efficient than calling :func:`subresultants` separately. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> f = Poly(x**2 + 1, x) |
| | |
| | >>> f.resultant(Poly(x**2 - 1, x)) |
| | 4 |
| | >>> f.resultant(Poly(x**2 - 1, x), includePRS=True) |
| | (4, [Poly(x**2 + 1, x, domain='ZZ'), Poly(x**2 - 1, x, domain='ZZ'), |
| | Poly(-2, x, domain='ZZ')]) |
| | |
| | """ |
| | _, per, F, G = f._unify(g) |
| |
|
| | if hasattr(f.rep, 'resultant'): |
| | if includePRS: |
| | result, R = F.resultant(G, includePRS=includePRS) |
| | else: |
| | result = F.resultant(G) |
| | else: |
| | raise OperationNotSupported(f, 'resultant') |
| |
|
| | if includePRS: |
| | return (per(result, remove=0), list(map(per, R))) |
| | return per(result, remove=0) |
| |
|
| | def discriminant(f): |
| | """ |
| | Computes the discriminant of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 + 2*x + 3, x).discriminant() |
| | -8 |
| | |
| | """ |
| | if hasattr(f.rep, 'discriminant'): |
| | result = f.rep.discriminant() |
| | else: |
| | raise OperationNotSupported(f, 'discriminant') |
| |
|
| | return f.per(result, remove=0) |
| |
|
| | def dispersionset(f, g=None): |
| | r"""Compute the *dispersion set* of two polynomials. |
| | |
| | For two polynomials `f(x)` and `g(x)` with `\deg f > 0` |
| | and `\deg g > 0` the dispersion set `\operatorname{J}(f, g)` is defined as: |
| | |
| | .. math:: |
| | \operatorname{J}(f, g) |
| | & := \{a \in \mathbb{N}_0 | \gcd(f(x), g(x+a)) \neq 1\} \\ |
| | & = \{a \in \mathbb{N}_0 | \deg \gcd(f(x), g(x+a)) \geq 1\} |
| | |
| | For a single polynomial one defines `\operatorname{J}(f) := \operatorname{J}(f, f)`. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import poly |
| | >>> from sympy.polys.dispersion import dispersion, dispersionset |
| | >>> from sympy.abc import x |
| | |
| | Dispersion set and dispersion of a simple polynomial: |
| | |
| | >>> fp = poly((x - 3)*(x + 3), x) |
| | >>> sorted(dispersionset(fp)) |
| | [0, 6] |
| | >>> dispersion(fp) |
| | 6 |
| | |
| | Note that the definition of the dispersion is not symmetric: |
| | |
| | >>> fp = poly(x**4 - 3*x**2 + 1, x) |
| | >>> gp = fp.shift(-3) |
| | >>> sorted(dispersionset(fp, gp)) |
| | [2, 3, 4] |
| | >>> dispersion(fp, gp) |
| | 4 |
| | >>> sorted(dispersionset(gp, fp)) |
| | [] |
| | >>> dispersion(gp, fp) |
| | -oo |
| | |
| | Computing the dispersion also works over field extensions: |
| | |
| | >>> from sympy import sqrt |
| | >>> fp = poly(x**2 + sqrt(5)*x - 1, x, domain='QQ<sqrt(5)>') |
| | >>> gp = poly(x**2 + (2 + sqrt(5))*x + sqrt(5), x, domain='QQ<sqrt(5)>') |
| | >>> sorted(dispersionset(fp, gp)) |
| | [2] |
| | >>> sorted(dispersionset(gp, fp)) |
| | [1, 4] |
| | |
| | We can even perform the computations for polynomials |
| | having symbolic coefficients: |
| | |
| | >>> from sympy.abc import a |
| | >>> fp = poly(4*x**4 + (4*a + 8)*x**3 + (a**2 + 6*a + 4)*x**2 + (a**2 + 2*a)*x, x) |
| | >>> sorted(dispersionset(fp)) |
| | [0, 1] |
| | |
| | See Also |
| | ======== |
| | |
| | dispersion |
| | |
| | References |
| | ========== |
| | |
| | 1. [ManWright94]_ |
| | 2. [Koepf98]_ |
| | 3. [Abramov71]_ |
| | 4. [Man93]_ |
| | """ |
| | from sympy.polys.dispersion import dispersionset |
| | return dispersionset(f, g) |
| |
|
| | def dispersion(f, g=None): |
| | r"""Compute the *dispersion* of polynomials. |
| | |
| | For two polynomials `f(x)` and `g(x)` with `\deg f > 0` |
| | and `\deg g > 0` the dispersion `\operatorname{dis}(f, g)` is defined as: |
| | |
| | .. math:: |
| | \operatorname{dis}(f, g) |
| | & := \max\{ J(f,g) \cup \{0\} \} \\ |
| | & = \max\{ \{a \in \mathbb{N} | \gcd(f(x), g(x+a)) \neq 1\} \cup \{0\} \} |
| | |
| | and for a single polynomial `\operatorname{dis}(f) := \operatorname{dis}(f, f)`. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import poly |
| | >>> from sympy.polys.dispersion import dispersion, dispersionset |
| | >>> from sympy.abc import x |
| | |
| | Dispersion set and dispersion of a simple polynomial: |
| | |
| | >>> fp = poly((x - 3)*(x + 3), x) |
| | >>> sorted(dispersionset(fp)) |
| | [0, 6] |
| | >>> dispersion(fp) |
| | 6 |
| | |
| | Note that the definition of the dispersion is not symmetric: |
| | |
| | >>> fp = poly(x**4 - 3*x**2 + 1, x) |
| | >>> gp = fp.shift(-3) |
| | >>> sorted(dispersionset(fp, gp)) |
| | [2, 3, 4] |
| | >>> dispersion(fp, gp) |
| | 4 |
| | >>> sorted(dispersionset(gp, fp)) |
| | [] |
| | >>> dispersion(gp, fp) |
| | -oo |
| | |
| | Computing the dispersion also works over field extensions: |
| | |
| | >>> from sympy import sqrt |
| | >>> fp = poly(x**2 + sqrt(5)*x - 1, x, domain='QQ<sqrt(5)>') |
| | >>> gp = poly(x**2 + (2 + sqrt(5))*x + sqrt(5), x, domain='QQ<sqrt(5)>') |
| | >>> sorted(dispersionset(fp, gp)) |
| | [2] |
| | >>> sorted(dispersionset(gp, fp)) |
| | [1, 4] |
| | |
| | We can even perform the computations for polynomials |
| | having symbolic coefficients: |
| | |
| | >>> from sympy.abc import a |
| | >>> fp = poly(4*x**4 + (4*a + 8)*x**3 + (a**2 + 6*a + 4)*x**2 + (a**2 + 2*a)*x, x) |
| | >>> sorted(dispersionset(fp)) |
| | [0, 1] |
| | |
| | See Also |
| | ======== |
| | |
| | dispersionset |
| | |
| | References |
| | ========== |
| | |
| | 1. [ManWright94]_ |
| | 2. [Koepf98]_ |
| | 3. [Abramov71]_ |
| | 4. [Man93]_ |
| | """ |
| | from sympy.polys.dispersion import dispersion |
| | return dispersion(f, g) |
| |
|
| | def cofactors(f, g): |
| | """ |
| | Returns the GCD of ``f`` and ``g`` and their cofactors. |
| | |
| | Returns polynomials ``(h, cff, cfg)`` such that ``h = gcd(f, g)``, and |
| | ``cff = quo(f, h)`` and ``cfg = quo(g, h)`` are, so called, cofactors |
| | of ``f`` and ``g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 - 1, x).cofactors(Poly(x**2 - 3*x + 2, x)) |
| | (Poly(x - 1, x, domain='ZZ'), |
| | Poly(x + 1, x, domain='ZZ'), |
| | Poly(x - 2, x, domain='ZZ')) |
| | |
| | """ |
| | _, per, F, G = f._unify(g) |
| |
|
| | if hasattr(f.rep, 'cofactors'): |
| | h, cff, cfg = F.cofactors(G) |
| | else: |
| | raise OperationNotSupported(f, 'cofactors') |
| |
|
| | return per(h), per(cff), per(cfg) |
| |
|
| | def gcd(f, g): |
| | """ |
| | Returns the polynomial GCD of ``f`` and ``g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 - 1, x).gcd(Poly(x**2 - 3*x + 2, x)) |
| | Poly(x - 1, x, domain='ZZ') |
| | |
| | """ |
| | _, per, F, G = f._unify(g) |
| |
|
| | if hasattr(f.rep, 'gcd'): |
| | result = F.gcd(G) |
| | else: |
| | raise OperationNotSupported(f, 'gcd') |
| |
|
| | return per(result) |
| |
|
| | def lcm(f, g): |
| | """ |
| | Returns polynomial LCM of ``f`` and ``g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 - 1, x).lcm(Poly(x**2 - 3*x + 2, x)) |
| | Poly(x**3 - 2*x**2 - x + 2, x, domain='ZZ') |
| | |
| | """ |
| | _, per, F, G = f._unify(g) |
| |
|
| | if hasattr(f.rep, 'lcm'): |
| | result = F.lcm(G) |
| | else: |
| | raise OperationNotSupported(f, 'lcm') |
| |
|
| | return per(result) |
| |
|
| | def trunc(f, p): |
| | """ |
| | Reduce ``f`` modulo a constant ``p``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(2*x**3 + 3*x**2 + 5*x + 7, x).trunc(3) |
| | Poly(-x**3 - x + 1, x, domain='ZZ') |
| | |
| | """ |
| | p = f.rep.dom.convert(p) |
| |
|
| | if hasattr(f.rep, 'trunc'): |
| | result = f.rep.trunc(p) |
| | else: |
| | raise OperationNotSupported(f, 'trunc') |
| |
|
| | return f.per(result) |
| |
|
| | def monic(self, auto=True): |
| | """ |
| | Divides all coefficients by ``LC(f)``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly, ZZ |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(3*x**2 + 6*x + 9, x, domain=ZZ).monic() |
| | Poly(x**2 + 2*x + 3, x, domain='QQ') |
| | |
| | >>> Poly(3*x**2 + 4*x + 2, x, domain=ZZ).monic() |
| | Poly(x**2 + 4/3*x + 2/3, x, domain='QQ') |
| | |
| | """ |
| | f = self |
| |
|
| | if auto and f.rep.dom.is_Ring: |
| | f = f.to_field() |
| |
|
| | if hasattr(f.rep, 'monic'): |
| | result = f.rep.monic() |
| | else: |
| | raise OperationNotSupported(f, 'monic') |
| |
|
| | return f.per(result) |
| |
|
| | def content(f): |
| | """ |
| | Returns the GCD of polynomial coefficients. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(6*x**2 + 8*x + 12, x).content() |
| | 2 |
| | |
| | """ |
| | if hasattr(f.rep, 'content'): |
| | result = f.rep.content() |
| | else: |
| | raise OperationNotSupported(f, 'content') |
| |
|
| | return f.rep.dom.to_sympy(result) |
| |
|
| | def primitive(f): |
| | """ |
| | Returns the content and a primitive form of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(2*x**2 + 8*x + 12, x).primitive() |
| | (2, Poly(x**2 + 4*x + 6, x, domain='ZZ')) |
| | |
| | """ |
| | if hasattr(f.rep, 'primitive'): |
| | cont, result = f.rep.primitive() |
| | else: |
| | raise OperationNotSupported(f, 'primitive') |
| |
|
| | return f.rep.dom.to_sympy(cont), f.per(result) |
| |
|
| | def compose(f, g): |
| | """ |
| | Computes the functional composition of ``f`` and ``g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 + x, x).compose(Poly(x - 1, x)) |
| | Poly(x**2 - x, x, domain='ZZ') |
| | |
| | """ |
| | _, per, F, G = f._unify(g) |
| |
|
| | if hasattr(f.rep, 'compose'): |
| | result = F.compose(G) |
| | else: |
| | raise OperationNotSupported(f, 'compose') |
| |
|
| | return per(result) |
| |
|
| | def decompose(f): |
| | """ |
| | Computes a functional decomposition of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**4 + 2*x**3 - x - 1, x, domain='ZZ').decompose() |
| | [Poly(x**2 - x - 1, x, domain='ZZ'), Poly(x**2 + x, x, domain='ZZ')] |
| | |
| | """ |
| | if hasattr(f.rep, 'decompose'): |
| | result = f.rep.decompose() |
| | else: |
| | raise OperationNotSupported(f, 'decompose') |
| |
|
| | return list(map(f.per, result)) |
| |
|
| | def shift(f, a): |
| | """ |
| | Efficiently compute Taylor shift ``f(x + a)``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 - 2*x + 1, x).shift(2) |
| | Poly(x**2 + 2*x + 1, x, domain='ZZ') |
| | |
| | See Also |
| | ======== |
| | |
| | shift_list: Analogous method for multivariate polynomials. |
| | """ |
| | return f.per(f.rep.shift(a)) |
| |
|
| | def shift_list(f, a): |
| | """ |
| | Efficiently compute Taylor shift ``f(X + A)``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> Poly(x*y, [x,y]).shift_list([1, 2]) == Poly((x+1)*(y+2), [x,y]) |
| | True |
| | |
| | See Also |
| | ======== |
| | |
| | shift: Analogous method for univariate polynomials. |
| | """ |
| | return f.per(f.rep.shift_list(a)) |
| |
|
| | def transform(f, p, q): |
| | """ |
| | Efficiently evaluate the functional transformation ``q**n * f(p/q)``. |
| | |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 - 2*x + 1, x).transform(Poly(x + 1, x), Poly(x - 1, x)) |
| | Poly(4, x, domain='ZZ') |
| | |
| | """ |
| | P, Q = p.unify(q) |
| | F, P = f.unify(P) |
| | F, Q = F.unify(Q) |
| |
|
| | if hasattr(F.rep, 'transform'): |
| | result = F.rep.transform(P.rep, Q.rep) |
| | else: |
| | raise OperationNotSupported(F, 'transform') |
| |
|
| | return F.per(result) |
| |
|
| | def sturm(self, auto=True): |
| | """ |
| | Computes the Sturm sequence of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**3 - 2*x**2 + x - 3, x).sturm() |
| | [Poly(x**3 - 2*x**2 + x - 3, x, domain='QQ'), |
| | Poly(3*x**2 - 4*x + 1, x, domain='QQ'), |
| | Poly(2/9*x + 25/9, x, domain='QQ'), |
| | Poly(-2079/4, x, domain='QQ')] |
| | |
| | """ |
| | f = self |
| |
|
| | if auto and f.rep.dom.is_Ring: |
| | f = f.to_field() |
| |
|
| | if hasattr(f.rep, 'sturm'): |
| | result = f.rep.sturm() |
| | else: |
| | raise OperationNotSupported(f, 'sturm') |
| |
|
| | return list(map(f.per, result)) |
| |
|
| | def gff_list(f): |
| | """ |
| | Computes greatest factorial factorization of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> f = x**5 + 2*x**4 - x**3 - 2*x**2 |
| | |
| | >>> Poly(f).gff_list() |
| | [(Poly(x, x, domain='ZZ'), 1), (Poly(x + 2, x, domain='ZZ'), 4)] |
| | |
| | """ |
| | if hasattr(f.rep, 'gff_list'): |
| | result = f.rep.gff_list() |
| | else: |
| | raise OperationNotSupported(f, 'gff_list') |
| |
|
| | return [(f.per(g), k) for g, k in result] |
| |
|
| | def norm(f): |
| | """ |
| | Computes the product, ``Norm(f)``, of the conjugates of |
| | a polynomial ``f`` defined over a number field ``K``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly, sqrt |
| | >>> from sympy.abc import x |
| | |
| | >>> a, b = sqrt(2), sqrt(3) |
| | |
| | A polynomial over a quadratic extension. |
| | Two conjugates x - a and x + a. |
| | |
| | >>> f = Poly(x - a, x, extension=a) |
| | >>> f.norm() |
| | Poly(x**2 - 2, x, domain='QQ') |
| | |
| | A polynomial over a quartic extension. |
| | Four conjugates x - a, x - a, x + a and x + a. |
| | |
| | >>> f = Poly(x - a, x, extension=(a, b)) |
| | >>> f.norm() |
| | Poly(x**4 - 4*x**2 + 4, x, domain='QQ') |
| | |
| | """ |
| | if hasattr(f.rep, 'norm'): |
| | r = f.rep.norm() |
| | else: |
| | raise OperationNotSupported(f, 'norm') |
| |
|
| | return f.per(r) |
| |
|
| | def sqf_norm(f): |
| | """ |
| | Computes square-free norm of ``f``. |
| | |
| | Returns ``s``, ``f``, ``r``, such that ``g(x) = f(x-sa)`` and |
| | ``r(x) = Norm(g(x))`` is a square-free polynomial over ``K``, |
| | where ``a`` is the algebraic extension of the ground domain. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly, sqrt |
| | >>> from sympy.abc import x |
| | |
| | >>> s, f, r = Poly(x**2 + 1, x, extension=[sqrt(3)]).sqf_norm() |
| | |
| | >>> s |
| | [1] |
| | >>> f |
| | Poly(x**2 - 2*sqrt(3)*x + 4, x, domain='QQ<sqrt(3)>') |
| | >>> r |
| | Poly(x**4 - 4*x**2 + 16, x, domain='QQ') |
| | |
| | """ |
| | if hasattr(f.rep, 'sqf_norm'): |
| | s, g, r = f.rep.sqf_norm() |
| | else: |
| | raise OperationNotSupported(f, 'sqf_norm') |
| |
|
| | return s, f.per(g), f.per(r) |
| |
|
| | def sqf_part(f): |
| | """ |
| | Computes square-free part of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**3 - 3*x - 2, x).sqf_part() |
| | Poly(x**2 - x - 2, x, domain='ZZ') |
| | |
| | """ |
| | if hasattr(f.rep, 'sqf_part'): |
| | result = f.rep.sqf_part() |
| | else: |
| | raise OperationNotSupported(f, 'sqf_part') |
| |
|
| | return f.per(result) |
| |
|
| | def sqf_list(f, all=False): |
| | """ |
| | Returns a list of square-free factors of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> f = 2*x**5 + 16*x**4 + 50*x**3 + 76*x**2 + 56*x + 16 |
| | |
| | >>> Poly(f).sqf_list() |
| | (2, [(Poly(x + 1, x, domain='ZZ'), 2), |
| | (Poly(x + 2, x, domain='ZZ'), 3)]) |
| | |
| | >>> Poly(f).sqf_list(all=True) |
| | (2, [(Poly(1, x, domain='ZZ'), 1), |
| | (Poly(x + 1, x, domain='ZZ'), 2), |
| | (Poly(x + 2, x, domain='ZZ'), 3)]) |
| | |
| | """ |
| | if hasattr(f.rep, 'sqf_list'): |
| | coeff, factors = f.rep.sqf_list(all) |
| | else: |
| | raise OperationNotSupported(f, 'sqf_list') |
| |
|
| | return f.rep.dom.to_sympy(coeff), [(f.per(g), k) for g, k in factors] |
| |
|
| | def sqf_list_include(f, all=False): |
| | """ |
| | Returns a list of square-free factors of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly, expand |
| | >>> from sympy.abc import x |
| | |
| | >>> f = expand(2*(x + 1)**3*x**4) |
| | >>> f |
| | 2*x**7 + 6*x**6 + 6*x**5 + 2*x**4 |
| | |
| | >>> Poly(f).sqf_list_include() |
| | [(Poly(2, x, domain='ZZ'), 1), |
| | (Poly(x + 1, x, domain='ZZ'), 3), |
| | (Poly(x, x, domain='ZZ'), 4)] |
| | |
| | >>> Poly(f).sqf_list_include(all=True) |
| | [(Poly(2, x, domain='ZZ'), 1), |
| | (Poly(1, x, domain='ZZ'), 2), |
| | (Poly(x + 1, x, domain='ZZ'), 3), |
| | (Poly(x, x, domain='ZZ'), 4)] |
| | |
| | """ |
| | if hasattr(f.rep, 'sqf_list_include'): |
| | factors = f.rep.sqf_list_include(all) |
| | else: |
| | raise OperationNotSupported(f, 'sqf_list_include') |
| |
|
| | return [(f.per(g), k) for g, k in factors] |
| |
|
| | def factor_list(f): |
| | """ |
| | Returns a list of irreducible factors of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> f = 2*x**5 + 2*x**4*y + 4*x**3 + 4*x**2*y + 2*x + 2*y |
| | |
| | >>> Poly(f).factor_list() |
| | (2, [(Poly(x + y, x, y, domain='ZZ'), 1), |
| | (Poly(x**2 + 1, x, y, domain='ZZ'), 2)]) |
| | |
| | """ |
| | if hasattr(f.rep, 'factor_list'): |
| | try: |
| | coeff, factors = f.rep.factor_list() |
| | except DomainError: |
| | if f.degree() == 0: |
| | return f.as_expr(), [] |
| | else: |
| | return S.One, [(f, 1)] |
| | else: |
| | raise OperationNotSupported(f, 'factor_list') |
| |
|
| | return f.rep.dom.to_sympy(coeff), [(f.per(g), k) for g, k in factors] |
| |
|
| | def factor_list_include(f): |
| | """ |
| | Returns a list of irreducible factors of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> f = 2*x**5 + 2*x**4*y + 4*x**3 + 4*x**2*y + 2*x + 2*y |
| | |
| | >>> Poly(f).factor_list_include() |
| | [(Poly(2*x + 2*y, x, y, domain='ZZ'), 1), |
| | (Poly(x**2 + 1, x, y, domain='ZZ'), 2)] |
| | |
| | """ |
| | if hasattr(f.rep, 'factor_list_include'): |
| | try: |
| | factors = f.rep.factor_list_include() |
| | except DomainError: |
| | return [(f, 1)] |
| | else: |
| | raise OperationNotSupported(f, 'factor_list_include') |
| |
|
| | return [(f.per(g), k) for g, k in factors] |
| |
|
| | def intervals(f, all=False, eps=None, inf=None, sup=None, fast=False, sqf=False): |
| | """ |
| | Compute isolating intervals for roots of ``f``. |
| | |
| | For real roots the Vincent-Akritas-Strzebonski (VAS) continued fractions method is used. |
| | |
| | References |
| | ========== |
| | .. [#] Alkiviadis G. Akritas and Adam W. Strzebonski: A Comparative Study of Two Real Root |
| | Isolation Methods . Nonlinear Analysis: Modelling and Control, Vol. 10, No. 4, 297-304, 2005. |
| | .. [#] Alkiviadis G. Akritas, Adam W. Strzebonski and Panagiotis S. Vigklas: Improving the |
| | Performance of the Continued Fractions Method Using new Bounds of Positive Roots. Nonlinear |
| | Analysis: Modelling and Control, Vol. 13, No. 3, 265-279, 2008. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 - 3, x).intervals() |
| | [((-2, -1), 1), ((1, 2), 1)] |
| | >>> Poly(x**2 - 3, x).intervals(eps=1e-2) |
| | [((-26/15, -19/11), 1), ((19/11, 26/15), 1)] |
| | |
| | """ |
| | if eps is not None: |
| | eps = QQ.convert(eps) |
| |
|
| | if eps <= 0: |
| | raise ValueError("'eps' must be a positive rational") |
| |
|
| | if inf is not None: |
| | inf = QQ.convert(inf) |
| | if sup is not None: |
| | sup = QQ.convert(sup) |
| |
|
| | if hasattr(f.rep, 'intervals'): |
| | result = f.rep.intervals( |
| | all=all, eps=eps, inf=inf, sup=sup, fast=fast, sqf=sqf) |
| | else: |
| | raise OperationNotSupported(f, 'intervals') |
| |
|
| | if sqf: |
| | def _real(interval): |
| | s, t = interval |
| | return (QQ.to_sympy(s), QQ.to_sympy(t)) |
| |
|
| | if not all: |
| | return list(map(_real, result)) |
| |
|
| | def _complex(rectangle): |
| | (u, v), (s, t) = rectangle |
| | return (QQ.to_sympy(u) + I*QQ.to_sympy(v), |
| | QQ.to_sympy(s) + I*QQ.to_sympy(t)) |
| |
|
| | real_part, complex_part = result |
| |
|
| | return list(map(_real, real_part)), list(map(_complex, complex_part)) |
| | else: |
| | def _real(interval): |
| | (s, t), k = interval |
| | return ((QQ.to_sympy(s), QQ.to_sympy(t)), k) |
| |
|
| | if not all: |
| | return list(map(_real, result)) |
| |
|
| | def _complex(rectangle): |
| | ((u, v), (s, t)), k = rectangle |
| | return ((QQ.to_sympy(u) + I*QQ.to_sympy(v), |
| | QQ.to_sympy(s) + I*QQ.to_sympy(t)), k) |
| |
|
| | real_part, complex_part = result |
| |
|
| | return list(map(_real, real_part)), list(map(_complex, complex_part)) |
| |
|
| | def refine_root(f, s, t, eps=None, steps=None, fast=False, check_sqf=False): |
| | """ |
| | Refine an isolating interval of a root to the given precision. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 - 3, x).refine_root(1, 2, eps=1e-2) |
| | (19/11, 26/15) |
| | |
| | """ |
| | if check_sqf and not f.is_sqf: |
| | raise PolynomialError("only square-free polynomials supported") |
| |
|
| | s, t = QQ.convert(s), QQ.convert(t) |
| |
|
| | if eps is not None: |
| | eps = QQ.convert(eps) |
| |
|
| | if eps <= 0: |
| | raise ValueError("'eps' must be a positive rational") |
| |
|
| | if steps is not None: |
| | steps = int(steps) |
| | elif eps is None: |
| | steps = 1 |
| |
|
| | if hasattr(f.rep, 'refine_root'): |
| | S, T = f.rep.refine_root(s, t, eps=eps, steps=steps, fast=fast) |
| | else: |
| | raise OperationNotSupported(f, 'refine_root') |
| |
|
| | return QQ.to_sympy(S), QQ.to_sympy(T) |
| |
|
| | def count_roots(f, inf=None, sup=None): |
| | """ |
| | Return the number of roots of ``f`` in ``[inf, sup]`` interval. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly, I |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**4 - 4, x).count_roots(-3, 3) |
| | 2 |
| | >>> Poly(x**4 - 4, x).count_roots(0, 1 + 3*I) |
| | 1 |
| | |
| | """ |
| | inf_real, sup_real = True, True |
| |
|
| | if inf is not None: |
| | inf = sympify(inf) |
| |
|
| | if inf is S.NegativeInfinity: |
| | inf = None |
| | else: |
| | re, im = inf.as_real_imag() |
| |
|
| | if not im: |
| | inf = QQ.convert(inf) |
| | else: |
| | inf, inf_real = list(map(QQ.convert, (re, im))), False |
| |
|
| | if sup is not None: |
| | sup = sympify(sup) |
| |
|
| | if sup is S.Infinity: |
| | sup = None |
| | else: |
| | re, im = sup.as_real_imag() |
| |
|
| | if not im: |
| | sup = QQ.convert(sup) |
| | else: |
| | sup, sup_real = list(map(QQ.convert, (re, im))), False |
| |
|
| | if inf_real and sup_real: |
| | if hasattr(f.rep, 'count_real_roots'): |
| | count = f.rep.count_real_roots(inf=inf, sup=sup) |
| | else: |
| | raise OperationNotSupported(f, 'count_real_roots') |
| | else: |
| | if inf_real and inf is not None: |
| | inf = (inf, QQ.zero) |
| |
|
| | if sup_real and sup is not None: |
| | sup = (sup, QQ.zero) |
| |
|
| | if hasattr(f.rep, 'count_complex_roots'): |
| | count = f.rep.count_complex_roots(inf=inf, sup=sup) |
| | else: |
| | raise OperationNotSupported(f, 'count_complex_roots') |
| |
|
| | return Integer(count) |
| |
|
| | def root(f, index, radicals=True): |
| | """ |
| | Get an indexed root of a polynomial. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> f = Poly(2*x**3 - 7*x**2 + 4*x + 4) |
| | |
| | >>> f.root(0) |
| | -1/2 |
| | >>> f.root(1) |
| | 2 |
| | >>> f.root(2) |
| | 2 |
| | >>> f.root(3) |
| | Traceback (most recent call last): |
| | ... |
| | IndexError: root index out of [-3, 2] range, got 3 |
| | |
| | >>> Poly(x**5 + x + 1).root(0) |
| | CRootOf(x**3 - x**2 + 1, 0) |
| | |
| | """ |
| | return sympy.polys.rootoftools.rootof(f, index, radicals=radicals) |
| |
|
| | def real_roots(f, multiple=True, radicals=True): |
| | """ |
| | Return a list of real roots with multiplicities. |
| | |
| | See :func:`real_roots` for more explanation. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(2*x**3 - 7*x**2 + 4*x + 4).real_roots() |
| | [-1/2, 2, 2] |
| | >>> Poly(x**3 + x + 1).real_roots() |
| | [CRootOf(x**3 + x + 1, 0)] |
| | """ |
| | reals = sympy.polys.rootoftools.CRootOf.real_roots(f, radicals=radicals) |
| |
|
| | if multiple: |
| | return reals |
| | else: |
| | return group(reals, multiple=False) |
| |
|
| | def all_roots(f, multiple=True, radicals=True): |
| | """ |
| | Return a list of real and complex roots with multiplicities. |
| | |
| | See :func:`all_roots` for more explanation. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(2*x**3 - 7*x**2 + 4*x + 4).all_roots() |
| | [-1/2, 2, 2] |
| | >>> Poly(x**3 + x + 1).all_roots() |
| | [CRootOf(x**3 + x + 1, 0), |
| | CRootOf(x**3 + x + 1, 1), |
| | CRootOf(x**3 + x + 1, 2)] |
| | |
| | """ |
| | roots = sympy.polys.rootoftools.CRootOf.all_roots(f, radicals=radicals) |
| |
|
| | if multiple: |
| | return roots |
| | else: |
| | return group(roots, multiple=False) |
| |
|
| | def nroots(f, n=15, maxsteps=50, cleanup=True): |
| | """ |
| | Compute numerical approximations of roots of ``f``. |
| | |
| | Parameters |
| | ========== |
| | |
| | n ... the number of digits to calculate |
| | maxsteps ... the maximum number of iterations to do |
| | |
| | If the accuracy `n` cannot be reached in `maxsteps`, it will raise an |
| | exception. You need to rerun with higher maxsteps. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 - 3).nroots(n=15) |
| | [-1.73205080756888, 1.73205080756888] |
| | >>> Poly(x**2 - 3).nroots(n=30) |
| | [-1.73205080756887729352744634151, 1.73205080756887729352744634151] |
| | |
| | """ |
| | if f.is_multivariate: |
| | raise MultivariatePolynomialError( |
| | "Cannot compute numerical roots of %s" % f) |
| |
|
| | if f.degree() <= 0: |
| | return [] |
| |
|
| | |
| | |
| | |
| | if f.rep.dom is ZZ: |
| | coeffs = [int(coeff) for coeff in f.all_coeffs()] |
| | elif f.rep.dom is QQ: |
| | denoms = [coeff.q for coeff in f.all_coeffs()] |
| | fac = ilcm(*denoms) |
| | coeffs = [int(coeff*fac) for coeff in f.all_coeffs()] |
| | else: |
| | coeffs = [coeff.evalf(n=n).as_real_imag() |
| | for coeff in f.all_coeffs()] |
| | try: |
| | coeffs = [mpmath.mpc(*coeff) for coeff in coeffs] |
| | except TypeError: |
| | raise DomainError("Numerical domain expected, got %s" % \ |
| | f.rep.dom) |
| |
|
| | dps = mpmath.mp.dps |
| | mpmath.mp.dps = n |
| |
|
| | from sympy.functions.elementary.complexes import sign |
| | try: |
| | |
| | |
| | roots = mpmath.polyroots(coeffs, maxsteps=maxsteps, |
| | cleanup=cleanup, error=False, extraprec=f.degree()*10) |
| |
|
| | |
| | |
| | roots = list(map(sympify, |
| | sorted(roots, key=lambda r: (1 if r.imag else 0, r.real, abs(r.imag), sign(r.imag))))) |
| | except NoConvergence: |
| | try: |
| | |
| | roots = mpmath.polyroots(coeffs, maxsteps=maxsteps, |
| | cleanup=cleanup, error=False, extraprec=f.degree()*15) |
| | roots = list(map(sympify, |
| | sorted(roots, key=lambda r: (1 if r.imag else 0, r.real, abs(r.imag), sign(r.imag))))) |
| | except NoConvergence: |
| | raise NoConvergence( |
| | 'convergence to root failed; try n < %s or maxsteps > %s' % ( |
| | n, maxsteps)) |
| | finally: |
| | mpmath.mp.dps = dps |
| |
|
| | return roots |
| |
|
| | def ground_roots(f): |
| | """ |
| | Compute roots of ``f`` by factorization in the ground domain. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**6 - 4*x**4 + 4*x**3 - x**2).ground_roots() |
| | {0: 2, 1: 2} |
| | |
| | """ |
| | if f.is_multivariate: |
| | raise MultivariatePolynomialError( |
| | "Cannot compute ground roots of %s" % f) |
| |
|
| | roots = {} |
| |
|
| | for factor, k in f.factor_list()[1]: |
| | if factor.is_linear: |
| | a, b = factor.all_coeffs() |
| | roots[-b/a] = k |
| |
|
| | return roots |
| |
|
| | def nth_power_roots_poly(f, n): |
| | """ |
| | Construct a polynomial with n-th powers of roots of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> f = Poly(x**4 - x**2 + 1) |
| | |
| | >>> f.nth_power_roots_poly(2) |
| | Poly(x**4 - 2*x**3 + 3*x**2 - 2*x + 1, x, domain='ZZ') |
| | >>> f.nth_power_roots_poly(3) |
| | Poly(x**4 + 2*x**2 + 1, x, domain='ZZ') |
| | >>> f.nth_power_roots_poly(4) |
| | Poly(x**4 + 2*x**3 + 3*x**2 + 2*x + 1, x, domain='ZZ') |
| | >>> f.nth_power_roots_poly(12) |
| | Poly(x**4 - 4*x**3 + 6*x**2 - 4*x + 1, x, domain='ZZ') |
| | |
| | """ |
| | if f.is_multivariate: |
| | raise MultivariatePolynomialError( |
| | "must be a univariate polynomial") |
| |
|
| | N = sympify(n) |
| |
|
| | if N.is_Integer and N >= 1: |
| | n = int(N) |
| | else: |
| | raise ValueError("'n' must an integer and n >= 1, got %s" % n) |
| |
|
| | x = f.gen |
| | t = Dummy('t') |
| |
|
| | r = f.resultant(f.__class__.from_expr(x**n - t, x, t)) |
| |
|
| | return r.replace(t, x) |
| |
|
| | def same_root(f, a, b): |
| | """ |
| | Decide whether two roots of this polynomial are equal. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly, cyclotomic_poly, exp, I, pi |
| | >>> f = Poly(cyclotomic_poly(5)) |
| | >>> r0 = exp(2*I*pi/5) |
| | >>> indices = [i for i, r in enumerate(f.all_roots()) if f.same_root(r, r0)] |
| | >>> print(indices) |
| | [3] |
| | |
| | Raises |
| | ====== |
| | |
| | DomainError |
| | If the domain of the polynomial is not :ref:`ZZ`, :ref:`QQ`, |
| | :ref:`RR`, or :ref:`CC`. |
| | MultivariatePolynomialError |
| | If the polynomial is not univariate. |
| | PolynomialError |
| | If the polynomial is of degree < 2. |
| | |
| | """ |
| | if f.is_multivariate: |
| | raise MultivariatePolynomialError( |
| | "Must be a univariate polynomial") |
| |
|
| | dom_delta_sq = f.rep.mignotte_sep_bound_squared() |
| | delta_sq = f.domain.get_field().to_sympy(dom_delta_sq) |
| | |
| | |
| | |
| | eps_sq = delta_sq / 9 |
| |
|
| | r, _, _, _ = evalf(1/eps_sq, 1, {}) |
| | n = fastlog(r) |
| | |
| | m = (n // 2) + (n % 2) |
| | |
| | ev = lambda x: quad_to_mpmath(_evalf_with_bounded_error(x, m=m)) |
| |
|
| | |
| | |
| | |
| | |
| | A, B = ev(a), ev(b) |
| | return (A.real - B.real)**2 + (A.imag - B.imag)**2 < eps_sq |
| |
|
| | def cancel(f, g, include=False): |
| | """ |
| | Cancel common factors in a rational function ``f/g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(2*x**2 - 2, x).cancel(Poly(x**2 - 2*x + 1, x)) |
| | (1, Poly(2*x + 2, x, domain='ZZ'), Poly(x - 1, x, domain='ZZ')) |
| | |
| | >>> Poly(2*x**2 - 2, x).cancel(Poly(x**2 - 2*x + 1, x), include=True) |
| | (Poly(2*x + 2, x, domain='ZZ'), Poly(x - 1, x, domain='ZZ')) |
| | |
| | """ |
| | dom, per, F, G = f._unify(g) |
| |
|
| | if hasattr(F, 'cancel'): |
| | result = F.cancel(G, include=include) |
| | else: |
| | raise OperationNotSupported(f, 'cancel') |
| |
|
| | if not include: |
| | if dom.has_assoc_Ring: |
| | dom = dom.get_ring() |
| |
|
| | cp, cq, p, q = result |
| |
|
| | cp = dom.to_sympy(cp) |
| | cq = dom.to_sympy(cq) |
| |
|
| | return cp/cq, per(p), per(q) |
| | else: |
| | return tuple(map(per, result)) |
| |
|
| | def make_monic_over_integers_by_scaling_roots(f): |
| | """ |
| | Turn any univariate polynomial over :ref:`QQ` or :ref:`ZZ` into a monic |
| | polynomial over :ref:`ZZ`, by scaling the roots as necessary. |
| | |
| | Explanation |
| | =========== |
| | |
| | This operation can be performed whether or not *f* is irreducible; when |
| | it is, this can be understood as determining an algebraic integer |
| | generating the same field as a root of *f*. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly, S |
| | >>> from sympy.abc import x |
| | >>> f = Poly(x**2/2 + S(1)/4 * x + S(1)/8, x, domain='QQ') |
| | >>> f.make_monic_over_integers_by_scaling_roots() |
| | (Poly(x**2 + 2*x + 4, x, domain='ZZ'), 4) |
| | |
| | Returns |
| | ======= |
| | |
| | Pair ``(g, c)`` |
| | g is the polynomial |
| | |
| | c is the integer by which the roots had to be scaled |
| | |
| | """ |
| | if not f.is_univariate or f.domain not in [ZZ, QQ]: |
| | raise ValueError('Polynomial must be univariate over ZZ or QQ.') |
| | if f.is_monic and f.domain == ZZ: |
| | return f, ZZ.one |
| | else: |
| | fm = f.monic() |
| | c, _ = fm.clear_denoms() |
| | return fm.transform(Poly(fm.gen), c).to_ring(), c |
| |
|
| | def galois_group(f, by_name=False, max_tries=30, randomize=False): |
| | """ |
| | Compute the Galois group of this polynomial. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | >>> f = Poly(x**4 - 2) |
| | >>> G, _ = f.galois_group(by_name=True) |
| | >>> print(G) |
| | S4TransitiveSubgroups.D4 |
| | |
| | See Also |
| | ======== |
| | |
| | sympy.polys.numberfields.galoisgroups.galois_group |
| | |
| | """ |
| | from sympy.polys.numberfields.galoisgroups import ( |
| | _galois_group_degree_3, _galois_group_degree_4_lookup, |
| | _galois_group_degree_5_lookup_ext_factor, |
| | _galois_group_degree_6_lookup, |
| | ) |
| | if (not f.is_univariate |
| | or not f.is_irreducible |
| | or f.domain not in [ZZ, QQ] |
| | ): |
| | raise ValueError('Polynomial must be irreducible and univariate over ZZ or QQ.') |
| | gg = { |
| | 3: _galois_group_degree_3, |
| | 4: _galois_group_degree_4_lookup, |
| | 5: _galois_group_degree_5_lookup_ext_factor, |
| | 6: _galois_group_degree_6_lookup, |
| | } |
| | max_supported = max(gg.keys()) |
| | n = f.degree() |
| | if n > max_supported: |
| | raise ValueError(f"Only polynomials up to degree {max_supported} are supported.") |
| | elif n < 1: |
| | raise ValueError("Constant polynomial has no Galois group.") |
| | elif n == 1: |
| | from sympy.combinatorics.galois import S1TransitiveSubgroups |
| | name, alt = S1TransitiveSubgroups.S1, True |
| | elif n == 2: |
| | from sympy.combinatorics.galois import S2TransitiveSubgroups |
| | name, alt = S2TransitiveSubgroups.S2, False |
| | else: |
| | g, _ = f.make_monic_over_integers_by_scaling_roots() |
| | name, alt = gg[n](g, max_tries=max_tries, randomize=randomize) |
| | G = name if by_name else name.get_perm_group() |
| | return G, alt |
| |
|
| | @property |
| | def is_zero(f): |
| | """ |
| | Returns ``True`` if ``f`` is a zero polynomial. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(0, x).is_zero |
| | True |
| | >>> Poly(1, x).is_zero |
| | False |
| | |
| | """ |
| | return f.rep.is_zero |
| |
|
| | @property |
| | def is_one(f): |
| | """ |
| | Returns ``True`` if ``f`` is a unit polynomial. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(0, x).is_one |
| | False |
| | >>> Poly(1, x).is_one |
| | True |
| | |
| | """ |
| | return f.rep.is_one |
| |
|
| | @property |
| | def is_sqf(f): |
| | """ |
| | Returns ``True`` if ``f`` is a square-free polynomial. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 - 2*x + 1, x).is_sqf |
| | False |
| | >>> Poly(x**2 - 1, x).is_sqf |
| | True |
| | |
| | """ |
| | return f.rep.is_sqf |
| |
|
| | @property |
| | def is_monic(f): |
| | """ |
| | Returns ``True`` if the leading coefficient of ``f`` is one. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x + 2, x).is_monic |
| | True |
| | >>> Poly(2*x + 2, x).is_monic |
| | False |
| | |
| | """ |
| | return f.rep.is_monic |
| |
|
| | @property |
| | def is_primitive(f): |
| | """ |
| | Returns ``True`` if GCD of the coefficients of ``f`` is one. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(2*x**2 + 6*x + 12, x).is_primitive |
| | False |
| | >>> Poly(x**2 + 3*x + 6, x).is_primitive |
| | True |
| | |
| | """ |
| | return f.rep.is_primitive |
| |
|
| | @property |
| | def is_ground(f): |
| | """ |
| | Returns ``True`` if ``f`` is an element of the ground domain. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> Poly(x, x).is_ground |
| | False |
| | >>> Poly(2, x).is_ground |
| | True |
| | >>> Poly(y, x).is_ground |
| | True |
| | |
| | """ |
| | return f.rep.is_ground |
| |
|
| | @property |
| | def is_linear(f): |
| | """ |
| | Returns ``True`` if ``f`` is linear in all its variables. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> Poly(x + y + 2, x, y).is_linear |
| | True |
| | >>> Poly(x*y + 2, x, y).is_linear |
| | False |
| | |
| | """ |
| | return f.rep.is_linear |
| |
|
| | @property |
| | def is_quadratic(f): |
| | """ |
| | Returns ``True`` if ``f`` is quadratic in all its variables. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> Poly(x*y + 2, x, y).is_quadratic |
| | True |
| | >>> Poly(x*y**2 + 2, x, y).is_quadratic |
| | False |
| | |
| | """ |
| | return f.rep.is_quadratic |
| |
|
| | @property |
| | def is_monomial(f): |
| | """ |
| | Returns ``True`` if ``f`` is zero or has only one term. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(3*x**2, x).is_monomial |
| | True |
| | >>> Poly(3*x**2 + 1, x).is_monomial |
| | False |
| | |
| | """ |
| | return f.rep.is_monomial |
| |
|
| | @property |
| | def is_homogeneous(f): |
| | """ |
| | Returns ``True`` if ``f`` is a homogeneous polynomial. |
| | |
| | A homogeneous polynomial is a polynomial whose all monomials with |
| | non-zero coefficients have the same total degree. If you want not |
| | only to check if a polynomial is homogeneous but also compute its |
| | homogeneous order, then use :func:`Poly.homogeneous_order`. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> Poly(x**2 + x*y, x, y).is_homogeneous |
| | True |
| | >>> Poly(x**3 + x*y, x, y).is_homogeneous |
| | False |
| | |
| | """ |
| | return f.rep.is_homogeneous |
| |
|
| | @property |
| | def is_irreducible(f): |
| | """ |
| | Returns ``True`` if ``f`` has no factors over its domain. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> Poly(x**2 + x + 1, x, modulus=2).is_irreducible |
| | True |
| | >>> Poly(x**2 + 1, x, modulus=2).is_irreducible |
| | False |
| | |
| | """ |
| | return f.rep.is_irreducible |
| |
|
| | @property |
| | def is_univariate(f): |
| | """ |
| | Returns ``True`` if ``f`` is a univariate polynomial. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> Poly(x**2 + x + 1, x).is_univariate |
| | True |
| | >>> Poly(x*y**2 + x*y + 1, x, y).is_univariate |
| | False |
| | >>> Poly(x*y**2 + x*y + 1, x).is_univariate |
| | True |
| | >>> Poly(x**2 + x + 1, x, y).is_univariate |
| | False |
| | |
| | """ |
| | return len(f.gens) == 1 |
| |
|
| | @property |
| | def is_multivariate(f): |
| | """ |
| | Returns ``True`` if ``f`` is a multivariate polynomial. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> Poly(x**2 + x + 1, x).is_multivariate |
| | False |
| | >>> Poly(x*y**2 + x*y + 1, x, y).is_multivariate |
| | True |
| | >>> Poly(x*y**2 + x*y + 1, x).is_multivariate |
| | False |
| | >>> Poly(x**2 + x + 1, x, y).is_multivariate |
| | True |
| | |
| | """ |
| | return len(f.gens) != 1 |
| |
|
| | @property |
| | def is_cyclotomic(f): |
| | """ |
| | Returns ``True`` if ``f`` is a cyclotomic polnomial. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> f = x**16 + x**14 - x**10 + x**8 - x**6 + x**2 + 1 |
| | |
| | >>> Poly(f).is_cyclotomic |
| | False |
| | |
| | >>> g = x**16 + x**14 - x**10 - x**8 - x**6 + x**2 + 1 |
| | |
| | >>> Poly(g).is_cyclotomic |
| | True |
| | |
| | """ |
| | return f.rep.is_cyclotomic |
| |
|
| | def __abs__(f): |
| | return f.abs() |
| |
|
| | def __neg__(f): |
| | return f.neg() |
| |
|
| | @_polifyit |
| | def __add__(f, g): |
| | return f.add(g) |
| |
|
| | @_polifyit |
| | def __radd__(f, g): |
| | return g.add(f) |
| |
|
| | @_polifyit |
| | def __sub__(f, g): |
| | return f.sub(g) |
| |
|
| | @_polifyit |
| | def __rsub__(f, g): |
| | return g.sub(f) |
| |
|
| | @_polifyit |
| | def __mul__(f, g): |
| | return f.mul(g) |
| |
|
| | @_polifyit |
| | def __rmul__(f, g): |
| | return g.mul(f) |
| |
|
| | @_sympifyit('n', NotImplemented) |
| | def __pow__(f, n): |
| | if n.is_Integer and n >= 0: |
| | return f.pow(n) |
| | else: |
| | return NotImplemented |
| |
|
| | @_polifyit |
| | def __divmod__(f, g): |
| | return f.div(g) |
| |
|
| | @_polifyit |
| | def __rdivmod__(f, g): |
| | return g.div(f) |
| |
|
| | @_polifyit |
| | def __mod__(f, g): |
| | return f.rem(g) |
| |
|
| | @_polifyit |
| | def __rmod__(f, g): |
| | return g.rem(f) |
| |
|
| | @_polifyit |
| | def __floordiv__(f, g): |
| | return f.quo(g) |
| |
|
| | @_polifyit |
| | def __rfloordiv__(f, g): |
| | return g.quo(f) |
| |
|
| | @_sympifyit('g', NotImplemented) |
| | def __truediv__(f, g): |
| | return f.as_expr()/g.as_expr() |
| |
|
| | @_sympifyit('g', NotImplemented) |
| | def __rtruediv__(f, g): |
| | return g.as_expr()/f.as_expr() |
| |
|
| | @_sympifyit('other', NotImplemented) |
| | def __eq__(self, other): |
| | f, g = self, other |
| |
|
| | if not g.is_Poly: |
| | try: |
| | g = f.__class__(g, f.gens, domain=f.get_domain()) |
| | except (PolynomialError, DomainError, CoercionFailed): |
| | return False |
| |
|
| | if f.gens != g.gens: |
| | return False |
| |
|
| | if f.rep.dom != g.rep.dom: |
| | return False |
| |
|
| | return f.rep == g.rep |
| |
|
| | @_sympifyit('g', NotImplemented) |
| | def __ne__(f, g): |
| | return not f == g |
| |
|
| | def __bool__(f): |
| | return not f.is_zero |
| |
|
| | def eq(f, g, strict=False): |
| | if not strict: |
| | return f == g |
| | else: |
| | return f._strict_eq(sympify(g)) |
| |
|
| | def ne(f, g, strict=False): |
| | return not f.eq(g, strict=strict) |
| |
|
| | def _strict_eq(f, g): |
| | return isinstance(g, f.__class__) and f.gens == g.gens and f.rep.eq(g.rep, strict=True) |
| |
|
| |
|
| | @public |
| | class PurePoly(Poly): |
| | """Class for representing pure polynomials. """ |
| |
|
| | def _hashable_content(self): |
| | """Allow SymPy to hash Poly instances. """ |
| | return (self.rep,) |
| |
|
| | def __hash__(self): |
| | return super().__hash__() |
| |
|
| | @property |
| | def free_symbols(self): |
| | """ |
| | Free symbols of a polynomial. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import PurePoly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> PurePoly(x**2 + 1).free_symbols |
| | set() |
| | >>> PurePoly(x**2 + y).free_symbols |
| | set() |
| | >>> PurePoly(x**2 + y, x).free_symbols |
| | {y} |
| | |
| | """ |
| | return self.free_symbols_in_domain |
| |
|
| | @_sympifyit('other', NotImplemented) |
| | def __eq__(self, other): |
| | f, g = self, other |
| |
|
| | if not g.is_Poly: |
| | try: |
| | g = f.__class__(g, f.gens, domain=f.get_domain()) |
| | except (PolynomialError, DomainError, CoercionFailed): |
| | return False |
| |
|
| | if len(f.gens) != len(g.gens): |
| | return False |
| |
|
| | if f.rep.dom != g.rep.dom: |
| | try: |
| | dom = f.rep.dom.unify(g.rep.dom, f.gens) |
| | except UnificationFailed: |
| | return False |
| |
|
| | f = f.set_domain(dom) |
| | g = g.set_domain(dom) |
| |
|
| | return f.rep == g.rep |
| |
|
| | def _strict_eq(f, g): |
| | return isinstance(g, f.__class__) and f.rep.eq(g.rep, strict=True) |
| |
|
| | def _unify(f, g): |
| | g = sympify(g) |
| |
|
| | if not g.is_Poly: |
| | try: |
| | return f.rep.dom, f.per, f.rep, f.rep.per(f.rep.dom.from_sympy(g)) |
| | except CoercionFailed: |
| | raise UnificationFailed("Cannot unify %s with %s" % (f, g)) |
| |
|
| | if len(f.gens) != len(g.gens): |
| | raise UnificationFailed("Cannot unify %s with %s" % (f, g)) |
| |
|
| | if not (isinstance(f.rep, DMP) and isinstance(g.rep, DMP)): |
| | raise UnificationFailed("Cannot unify %s with %s" % (f, g)) |
| |
|
| | cls = f.__class__ |
| | gens = f.gens |
| |
|
| | dom = f.rep.dom.unify(g.rep.dom, gens) |
| |
|
| | F = f.rep.convert(dom) |
| | G = g.rep.convert(dom) |
| |
|
| | def per(rep, dom=dom, gens=gens, remove=None): |
| | if remove is not None: |
| | gens = gens[:remove] + gens[remove + 1:] |
| |
|
| | if not gens: |
| | return dom.to_sympy(rep) |
| |
|
| | return cls.new(rep, *gens) |
| |
|
| | return dom, per, F, G |
| |
|
| |
|
| | @public |
| | def poly_from_expr(expr, *gens, **args): |
| | """Construct a polynomial from an expression. """ |
| | opt = options.build_options(gens, args) |
| | return _poly_from_expr(expr, opt) |
| |
|
| |
|
| | def _poly_from_expr(expr, opt): |
| | """Construct a polynomial from an expression. """ |
| | orig, expr = expr, sympify(expr) |
| |
|
| | if not isinstance(expr, Basic): |
| | raise PolificationFailed(opt, orig, expr) |
| | elif expr.is_Poly: |
| | poly = expr.__class__._from_poly(expr, opt) |
| |
|
| | opt.gens = poly.gens |
| | opt.domain = poly.domain |
| |
|
| | if opt.polys is None: |
| | opt.polys = True |
| |
|
| | return poly, opt |
| | elif opt.expand: |
| | expr = expr.expand() |
| |
|
| | rep, opt = _dict_from_expr(expr, opt) |
| | if not opt.gens: |
| | raise PolificationFailed(opt, orig, expr) |
| |
|
| | monoms, coeffs = list(zip(*list(rep.items()))) |
| | domain = opt.domain |
| |
|
| | if domain is None: |
| | opt.domain, coeffs = construct_domain(coeffs, opt=opt) |
| | else: |
| | coeffs = list(map(domain.from_sympy, coeffs)) |
| |
|
| | rep = dict(list(zip(monoms, coeffs))) |
| | poly = Poly._from_dict(rep, opt) |
| |
|
| | if opt.polys is None: |
| | opt.polys = False |
| |
|
| | return poly, opt |
| |
|
| |
|
| | @public |
| | def parallel_poly_from_expr(exprs, *gens, **args): |
| | """Construct polynomials from expressions. """ |
| | opt = options.build_options(gens, args) |
| | return _parallel_poly_from_expr(exprs, opt) |
| |
|
| |
|
| | def _parallel_poly_from_expr(exprs, opt): |
| | """Construct polynomials from expressions. """ |
| | if len(exprs) == 2: |
| | f, g = exprs |
| |
|
| | if isinstance(f, Poly) and isinstance(g, Poly): |
| | f = f.__class__._from_poly(f, opt) |
| | g = g.__class__._from_poly(g, opt) |
| |
|
| | f, g = f.unify(g) |
| |
|
| | opt.gens = f.gens |
| | opt.domain = f.domain |
| |
|
| | if opt.polys is None: |
| | opt.polys = True |
| |
|
| | return [f, g], opt |
| |
|
| | origs, exprs = list(exprs), [] |
| | _exprs, _polys = [], [] |
| |
|
| | failed = False |
| |
|
| | for i, expr in enumerate(origs): |
| | expr = sympify(expr) |
| |
|
| | if isinstance(expr, Basic): |
| | if expr.is_Poly: |
| | _polys.append(i) |
| | else: |
| | _exprs.append(i) |
| |
|
| | if opt.expand: |
| | expr = expr.expand() |
| | else: |
| | failed = True |
| |
|
| | exprs.append(expr) |
| |
|
| | if failed: |
| | raise PolificationFailed(opt, origs, exprs, True) |
| |
|
| | if _polys: |
| | |
| | for i in _polys: |
| | exprs[i] = exprs[i].as_expr() |
| |
|
| | reps, opt = _parallel_dict_from_expr(exprs, opt) |
| | if not opt.gens: |
| | raise PolificationFailed(opt, origs, exprs, True) |
| |
|
| | from sympy.functions.elementary.piecewise import Piecewise |
| | for k in opt.gens: |
| | if isinstance(k, Piecewise): |
| | raise PolynomialError("Piecewise generators do not make sense") |
| |
|
| | coeffs_list, lengths = [], [] |
| |
|
| | all_monoms = [] |
| | all_coeffs = [] |
| |
|
| | for rep in reps: |
| | monoms, coeffs = list(zip(*list(rep.items()))) |
| |
|
| | coeffs_list.extend(coeffs) |
| | all_monoms.append(monoms) |
| |
|
| | lengths.append(len(coeffs)) |
| |
|
| | domain = opt.domain |
| |
|
| | if domain is None: |
| | opt.domain, coeffs_list = construct_domain(coeffs_list, opt=opt) |
| | else: |
| | coeffs_list = list(map(domain.from_sympy, coeffs_list)) |
| |
|
| | for k in lengths: |
| | all_coeffs.append(coeffs_list[:k]) |
| | coeffs_list = coeffs_list[k:] |
| |
|
| | polys = [] |
| |
|
| | for monoms, coeffs in zip(all_monoms, all_coeffs): |
| | rep = dict(list(zip(monoms, coeffs))) |
| | poly = Poly._from_dict(rep, opt) |
| | polys.append(poly) |
| |
|
| | if opt.polys is None: |
| | opt.polys = bool(_polys) |
| |
|
| | return polys, opt |
| |
|
| |
|
| | def _update_args(args, key, value): |
| | """Add a new ``(key, value)`` pair to arguments ``dict``. """ |
| | args = dict(args) |
| |
|
| | if key not in args: |
| | args[key] = value |
| |
|
| | return args |
| |
|
| |
|
| | @public |
| | def degree(f, gen=0): |
| | """ |
| | Return the degree of ``f`` in the given variable. |
| | |
| | The degree of 0 is negative infinity. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import degree |
| | >>> from sympy.abc import x, y |
| | |
| | >>> degree(x**2 + y*x + 1, gen=x) |
| | 2 |
| | >>> degree(x**2 + y*x + 1, gen=y) |
| | 1 |
| | >>> degree(0, x) |
| | -oo |
| | |
| | See also |
| | ======== |
| | |
| | sympy.polys.polytools.Poly.total_degree |
| | degree_list |
| | """ |
| |
|
| | f = sympify(f, strict=True) |
| | gen_is_Num = sympify(gen, strict=True).is_Number |
| | if f.is_Poly: |
| | p = f |
| | isNum = p.as_expr().is_Number |
| | else: |
| | isNum = f.is_Number |
| | if not isNum: |
| | if gen_is_Num: |
| | p, _ = poly_from_expr(f) |
| | else: |
| | p, _ = poly_from_expr(f, gen) |
| |
|
| | if isNum: |
| | return S.Zero if f else S.NegativeInfinity |
| |
|
| | if not gen_is_Num: |
| | if f.is_Poly and gen not in p.gens: |
| | |
| | p, _ = poly_from_expr(f.as_expr()) |
| | if gen not in p.gens: |
| | return S.Zero |
| | elif not f.is_Poly and len(f.free_symbols) > 1: |
| | raise TypeError(filldedent(''' |
| | A symbolic generator of interest is required for a multivariate |
| | expression like func = %s, e.g. degree(func, gen = %s) instead of |
| | degree(func, gen = %s). |
| | ''' % (f, next(ordered(f.free_symbols)), gen))) |
| | result = p.degree(gen) |
| | return Integer(result) if isinstance(result, int) else S.NegativeInfinity |
| |
|
| |
|
| | @public |
| | def total_degree(f, *gens): |
| | """ |
| | Return the total_degree of ``f`` in the given variables. |
| | |
| | Examples |
| | ======== |
| | >>> from sympy import total_degree, Poly |
| | >>> from sympy.abc import x, y |
| | |
| | >>> total_degree(1) |
| | 0 |
| | >>> total_degree(x + x*y) |
| | 2 |
| | >>> total_degree(x + x*y, x) |
| | 1 |
| | |
| | If the expression is a Poly and no variables are given |
| | then the generators of the Poly will be used: |
| | |
| | >>> p = Poly(x + x*y, y) |
| | >>> total_degree(p) |
| | 1 |
| | |
| | To deal with the underlying expression of the Poly, convert |
| | it to an Expr: |
| | |
| | >>> total_degree(p.as_expr()) |
| | 2 |
| | |
| | This is done automatically if any variables are given: |
| | |
| | >>> total_degree(p, x) |
| | 1 |
| | |
| | See also |
| | ======== |
| | degree |
| | """ |
| |
|
| | p = sympify(f) |
| | if p.is_Poly: |
| | p = p.as_expr() |
| | if p.is_Number: |
| | rv = 0 |
| | else: |
| | if f.is_Poly: |
| | gens = gens or f.gens |
| | rv = Poly(p, gens).total_degree() |
| |
|
| | return Integer(rv) |
| |
|
| |
|
| | @public |
| | def degree_list(f, *gens, **args): |
| | """ |
| | Return a list of degrees of ``f`` in all variables. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import degree_list |
| | >>> from sympy.abc import x, y |
| | |
| | >>> degree_list(x**2 + y*x + 1) |
| | (2, 1) |
| | |
| | """ |
| | options.allowed_flags(args, ['polys']) |
| |
|
| | try: |
| | F, opt = poly_from_expr(f, *gens, **args) |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('degree_list', 1, exc) |
| |
|
| | degrees = F.degree_list() |
| |
|
| | return tuple(map(Integer, degrees)) |
| |
|
| |
|
| | @public |
| | def LC(f, *gens, **args): |
| | """ |
| | Return the leading coefficient of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import LC |
| | >>> from sympy.abc import x, y |
| | |
| | >>> LC(4*x**2 + 2*x*y**2 + x*y + 3*y) |
| | 4 |
| | |
| | """ |
| | options.allowed_flags(args, ['polys']) |
| |
|
| | try: |
| | F, opt = poly_from_expr(f, *gens, **args) |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('LC', 1, exc) |
| |
|
| | return F.LC(order=opt.order) |
| |
|
| |
|
| | @public |
| | def LM(f, *gens, **args): |
| | """ |
| | Return the leading monomial of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import LM |
| | >>> from sympy.abc import x, y |
| | |
| | >>> LM(4*x**2 + 2*x*y**2 + x*y + 3*y) |
| | x**2 |
| | |
| | """ |
| | options.allowed_flags(args, ['polys']) |
| |
|
| | try: |
| | F, opt = poly_from_expr(f, *gens, **args) |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('LM', 1, exc) |
| |
|
| | monom = F.LM(order=opt.order) |
| | return monom.as_expr() |
| |
|
| |
|
| | @public |
| | def LT(f, *gens, **args): |
| | """ |
| | Return the leading term of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import LT |
| | >>> from sympy.abc import x, y |
| | |
| | >>> LT(4*x**2 + 2*x*y**2 + x*y + 3*y) |
| | 4*x**2 |
| | |
| | """ |
| | options.allowed_flags(args, ['polys']) |
| |
|
| | try: |
| | F, opt = poly_from_expr(f, *gens, **args) |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('LT', 1, exc) |
| |
|
| | monom, coeff = F.LT(order=opt.order) |
| | return coeff*monom.as_expr() |
| |
|
| |
|
| | @public |
| | def pdiv(f, g, *gens, **args): |
| | """ |
| | Compute polynomial pseudo-division of ``f`` and ``g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import pdiv |
| | >>> from sympy.abc import x |
| | |
| | >>> pdiv(x**2 + 1, 2*x - 4) |
| | (2*x + 4, 20) |
| | |
| | """ |
| | options.allowed_flags(args, ['polys']) |
| |
|
| | try: |
| | (F, G), opt = parallel_poly_from_expr((f, g), *gens, **args) |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('pdiv', 2, exc) |
| |
|
| | q, r = F.pdiv(G) |
| |
|
| | if not opt.polys: |
| | return q.as_expr(), r.as_expr() |
| | else: |
| | return q, r |
| |
|
| |
|
| | @public |
| | def prem(f, g, *gens, **args): |
| | """ |
| | Compute polynomial pseudo-remainder of ``f`` and ``g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import prem |
| | >>> from sympy.abc import x |
| | |
| | >>> prem(x**2 + 1, 2*x - 4) |
| | 20 |
| | |
| | """ |
| | options.allowed_flags(args, ['polys']) |
| |
|
| | try: |
| | (F, G), opt = parallel_poly_from_expr((f, g), *gens, **args) |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('prem', 2, exc) |
| |
|
| | r = F.prem(G) |
| |
|
| | if not opt.polys: |
| | return r.as_expr() |
| | else: |
| | return r |
| |
|
| |
|
| | @public |
| | def pquo(f, g, *gens, **args): |
| | """ |
| | Compute polynomial pseudo-quotient of ``f`` and ``g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import pquo |
| | >>> from sympy.abc import x |
| | |
| | >>> pquo(x**2 + 1, 2*x - 4) |
| | 2*x + 4 |
| | >>> pquo(x**2 - 1, 2*x - 1) |
| | 2*x + 1 |
| | |
| | """ |
| | options.allowed_flags(args, ['polys']) |
| |
|
| | try: |
| | (F, G), opt = parallel_poly_from_expr((f, g), *gens, **args) |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('pquo', 2, exc) |
| |
|
| | try: |
| | q = F.pquo(G) |
| | except ExactQuotientFailed: |
| | raise ExactQuotientFailed(f, g) |
| |
|
| | if not opt.polys: |
| | return q.as_expr() |
| | else: |
| | return q |
| |
|
| |
|
| | @public |
| | def pexquo(f, g, *gens, **args): |
| | """ |
| | Compute polynomial exact pseudo-quotient of ``f`` and ``g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import pexquo |
| | >>> from sympy.abc import x |
| | |
| | >>> pexquo(x**2 - 1, 2*x - 2) |
| | 2*x + 2 |
| | |
| | >>> pexquo(x**2 + 1, 2*x - 4) |
| | Traceback (most recent call last): |
| | ... |
| | ExactQuotientFailed: 2*x - 4 does not divide x**2 + 1 |
| | |
| | """ |
| | options.allowed_flags(args, ['polys']) |
| |
|
| | try: |
| | (F, G), opt = parallel_poly_from_expr((f, g), *gens, **args) |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('pexquo', 2, exc) |
| |
|
| | q = F.pexquo(G) |
| |
|
| | if not opt.polys: |
| | return q.as_expr() |
| | else: |
| | return q |
| |
|
| |
|
| | @public |
| | def div(f, g, *gens, **args): |
| | """ |
| | Compute polynomial division of ``f`` and ``g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import div, ZZ, QQ |
| | >>> from sympy.abc import x |
| | |
| | >>> div(x**2 + 1, 2*x - 4, domain=ZZ) |
| | (0, x**2 + 1) |
| | >>> div(x**2 + 1, 2*x - 4, domain=QQ) |
| | (x/2 + 1, 5) |
| | |
| | """ |
| | options.allowed_flags(args, ['auto', 'polys']) |
| |
|
| | try: |
| | (F, G), opt = parallel_poly_from_expr((f, g), *gens, **args) |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('div', 2, exc) |
| |
|
| | q, r = F.div(G, auto=opt.auto) |
| |
|
| | if not opt.polys: |
| | return q.as_expr(), r.as_expr() |
| | else: |
| | return q, r |
| |
|
| |
|
| | @public |
| | def rem(f, g, *gens, **args): |
| | """ |
| | Compute polynomial remainder of ``f`` and ``g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import rem, ZZ, QQ |
| | >>> from sympy.abc import x |
| | |
| | >>> rem(x**2 + 1, 2*x - 4, domain=ZZ) |
| | x**2 + 1 |
| | >>> rem(x**2 + 1, 2*x - 4, domain=QQ) |
| | 5 |
| | |
| | """ |
| | options.allowed_flags(args, ['auto', 'polys']) |
| |
|
| | try: |
| | (F, G), opt = parallel_poly_from_expr((f, g), *gens, **args) |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('rem', 2, exc) |
| |
|
| | r = F.rem(G, auto=opt.auto) |
| |
|
| | if not opt.polys: |
| | return r.as_expr() |
| | else: |
| | return r |
| |
|
| |
|
| | @public |
| | def quo(f, g, *gens, **args): |
| | """ |
| | Compute polynomial quotient of ``f`` and ``g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import quo |
| | >>> from sympy.abc import x |
| | |
| | >>> quo(x**2 + 1, 2*x - 4) |
| | x/2 + 1 |
| | >>> quo(x**2 - 1, x - 1) |
| | x + 1 |
| | |
| | """ |
| | options.allowed_flags(args, ['auto', 'polys']) |
| |
|
| | try: |
| | (F, G), opt = parallel_poly_from_expr((f, g), *gens, **args) |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('quo', 2, exc) |
| |
|
| | q = F.quo(G, auto=opt.auto) |
| |
|
| | if not opt.polys: |
| | return q.as_expr() |
| | else: |
| | return q |
| |
|
| |
|
| | @public |
| | def exquo(f, g, *gens, **args): |
| | """ |
| | Compute polynomial exact quotient of ``f`` and ``g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import exquo |
| | >>> from sympy.abc import x |
| | |
| | >>> exquo(x**2 - 1, x - 1) |
| | x + 1 |
| | |
| | >>> exquo(x**2 + 1, 2*x - 4) |
| | Traceback (most recent call last): |
| | ... |
| | ExactQuotientFailed: 2*x - 4 does not divide x**2 + 1 |
| | |
| | """ |
| | options.allowed_flags(args, ['auto', 'polys']) |
| |
|
| | try: |
| | (F, G), opt = parallel_poly_from_expr((f, g), *gens, **args) |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('exquo', 2, exc) |
| |
|
| | q = F.exquo(G, auto=opt.auto) |
| |
|
| | if not opt.polys: |
| | return q.as_expr() |
| | else: |
| | return q |
| |
|
| |
|
| | @public |
| | def half_gcdex(f, g, *gens, **args): |
| | """ |
| | Half extended Euclidean algorithm of ``f`` and ``g``. |
| | |
| | Returns ``(s, h)`` such that ``h = gcd(f, g)`` and ``s*f = h (mod g)``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import half_gcdex |
| | >>> from sympy.abc import x |
| | |
| | >>> half_gcdex(x**4 - 2*x**3 - 6*x**2 + 12*x + 15, x**3 + x**2 - 4*x - 4) |
| | (3/5 - x/5, x + 1) |
| | |
| | """ |
| | options.allowed_flags(args, ['auto', 'polys']) |
| |
|
| | try: |
| | (F, G), opt = parallel_poly_from_expr((f, g), *gens, **args) |
| | except PolificationFailed as exc: |
| | domain, (a, b) = construct_domain(exc.exprs) |
| |
|
| | try: |
| | s, h = domain.half_gcdex(a, b) |
| | except NotImplementedError: |
| | raise ComputationFailed('half_gcdex', 2, exc) |
| | else: |
| | return domain.to_sympy(s), domain.to_sympy(h) |
| |
|
| | s, h = F.half_gcdex(G, auto=opt.auto) |
| |
|
| | if not opt.polys: |
| | return s.as_expr(), h.as_expr() |
| | else: |
| | return s, h |
| |
|
| |
|
| | @public |
| | def gcdex(f, g, *gens, **args): |
| | """ |
| | Extended Euclidean algorithm of ``f`` and ``g``. |
| | |
| | Returns ``(s, t, h)`` such that ``h = gcd(f, g)`` and ``s*f + t*g = h``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import gcdex |
| | >>> from sympy.abc import x |
| | |
| | >>> gcdex(x**4 - 2*x**3 - 6*x**2 + 12*x + 15, x**3 + x**2 - 4*x - 4) |
| | (3/5 - x/5, x**2/5 - 6*x/5 + 2, x + 1) |
| | |
| | """ |
| | options.allowed_flags(args, ['auto', 'polys']) |
| |
|
| | try: |
| | (F, G), opt = parallel_poly_from_expr((f, g), *gens, **args) |
| | except PolificationFailed as exc: |
| | domain, (a, b) = construct_domain(exc.exprs) |
| |
|
| | try: |
| | s, t, h = domain.gcdex(a, b) |
| | except NotImplementedError: |
| | raise ComputationFailed('gcdex', 2, exc) |
| | else: |
| | return domain.to_sympy(s), domain.to_sympy(t), domain.to_sympy(h) |
| |
|
| | s, t, h = F.gcdex(G, auto=opt.auto) |
| |
|
| | if not opt.polys: |
| | return s.as_expr(), t.as_expr(), h.as_expr() |
| | else: |
| | return s, t, h |
| |
|
| |
|
| | @public |
| | def invert(f, g, *gens, **args): |
| | """ |
| | Invert ``f`` modulo ``g`` when possible. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import invert, S, mod_inverse |
| | >>> from sympy.abc import x |
| | |
| | >>> invert(x**2 - 1, 2*x - 1) |
| | -4/3 |
| | |
| | >>> invert(x**2 - 1, x - 1) |
| | Traceback (most recent call last): |
| | ... |
| | NotInvertible: zero divisor |
| | |
| | For more efficient inversion of Rationals, |
| | use the :obj:`sympy.core.intfunc.mod_inverse` function: |
| | |
| | >>> mod_inverse(3, 5) |
| | 2 |
| | >>> (S(2)/5).invert(S(7)/3) |
| | 5/2 |
| | |
| | See Also |
| | ======== |
| | sympy.core.intfunc.mod_inverse |
| | |
| | """ |
| | options.allowed_flags(args, ['auto', 'polys']) |
| |
|
| | try: |
| | (F, G), opt = parallel_poly_from_expr((f, g), *gens, **args) |
| | except PolificationFailed as exc: |
| | domain, (a, b) = construct_domain(exc.exprs) |
| |
|
| | try: |
| | return domain.to_sympy(domain.invert(a, b)) |
| | except NotImplementedError: |
| | raise ComputationFailed('invert', 2, exc) |
| |
|
| | h = F.invert(G, auto=opt.auto) |
| |
|
| | if not opt.polys: |
| | return h.as_expr() |
| | else: |
| | return h |
| |
|
| |
|
| | @public |
| | def subresultants(f, g, *gens, **args): |
| | """ |
| | Compute subresultant PRS of ``f`` and ``g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import subresultants |
| | >>> from sympy.abc import x |
| | |
| | >>> subresultants(x**2 + 1, x**2 - 1) |
| | [x**2 + 1, x**2 - 1, -2] |
| | |
| | """ |
| | options.allowed_flags(args, ['polys']) |
| |
|
| | try: |
| | (F, G), opt = parallel_poly_from_expr((f, g), *gens, **args) |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('subresultants', 2, exc) |
| |
|
| | result = F.subresultants(G) |
| |
|
| | if not opt.polys: |
| | return [r.as_expr() for r in result] |
| | else: |
| | return result |
| |
|
| |
|
| | @public |
| | def resultant(f, g, *gens, includePRS=False, **args): |
| | """ |
| | Compute resultant of ``f`` and ``g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import resultant |
| | >>> from sympy.abc import x |
| | |
| | >>> resultant(x**2 + 1, x**2 - 1) |
| | 4 |
| | |
| | """ |
| | options.allowed_flags(args, ['polys']) |
| |
|
| | try: |
| | (F, G), opt = parallel_poly_from_expr((f, g), *gens, **args) |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('resultant', 2, exc) |
| |
|
| | if includePRS: |
| | result, R = F.resultant(G, includePRS=includePRS) |
| | else: |
| | result = F.resultant(G) |
| |
|
| | if not opt.polys: |
| | if includePRS: |
| | return result.as_expr(), [r.as_expr() for r in R] |
| | return result.as_expr() |
| | else: |
| | if includePRS: |
| | return result, R |
| | return result |
| |
|
| |
|
| | @public |
| | def discriminant(f, *gens, **args): |
| | """ |
| | Compute discriminant of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import discriminant |
| | >>> from sympy.abc import x |
| | |
| | >>> discriminant(x**2 + 2*x + 3) |
| | -8 |
| | |
| | """ |
| | options.allowed_flags(args, ['polys']) |
| |
|
| | try: |
| | F, opt = poly_from_expr(f, *gens, **args) |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('discriminant', 1, exc) |
| |
|
| | result = F.discriminant() |
| |
|
| | if not opt.polys: |
| | return result.as_expr() |
| | else: |
| | return result |
| |
|
| |
|
| | @public |
| | def cofactors(f, g, *gens, **args): |
| | """ |
| | Compute GCD and cofactors of ``f`` and ``g``. |
| | |
| | Returns polynomials ``(h, cff, cfg)`` such that ``h = gcd(f, g)``, and |
| | ``cff = quo(f, h)`` and ``cfg = quo(g, h)`` are, so called, cofactors |
| | of ``f`` and ``g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import cofactors |
| | >>> from sympy.abc import x |
| | |
| | >>> cofactors(x**2 - 1, x**2 - 3*x + 2) |
| | (x - 1, x + 1, x - 2) |
| | |
| | """ |
| | options.allowed_flags(args, ['polys']) |
| |
|
| | try: |
| | (F, G), opt = parallel_poly_from_expr((f, g), *gens, **args) |
| | except PolificationFailed as exc: |
| | domain, (a, b) = construct_domain(exc.exprs) |
| |
|
| | try: |
| | h, cff, cfg = domain.cofactors(a, b) |
| | except NotImplementedError: |
| | raise ComputationFailed('cofactors', 2, exc) |
| | else: |
| | return domain.to_sympy(h), domain.to_sympy(cff), domain.to_sympy(cfg) |
| |
|
| | h, cff, cfg = F.cofactors(G) |
| |
|
| | if not opt.polys: |
| | return h.as_expr(), cff.as_expr(), cfg.as_expr() |
| | else: |
| | return h, cff, cfg |
| |
|
| |
|
| | @public |
| | def gcd_list(seq, *gens, **args): |
| | """ |
| | Compute GCD of a list of polynomials. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import gcd_list |
| | >>> from sympy.abc import x |
| | |
| | >>> gcd_list([x**3 - 1, x**2 - 1, x**2 - 3*x + 2]) |
| | x - 1 |
| | |
| | """ |
| | seq = sympify(seq) |
| |
|
| | def try_non_polynomial_gcd(seq): |
| | if not gens and not args: |
| | domain, numbers = construct_domain(seq) |
| |
|
| | if not numbers: |
| | return domain.zero |
| | elif domain.is_Numerical: |
| | result, numbers = numbers[0], numbers[1:] |
| |
|
| | for number in numbers: |
| | result = domain.gcd(result, number) |
| |
|
| | if domain.is_one(result): |
| | break |
| |
|
| | return domain.to_sympy(result) |
| |
|
| | return None |
| |
|
| | result = try_non_polynomial_gcd(seq) |
| |
|
| | if result is not None: |
| | return result |
| |
|
| | options.allowed_flags(args, ['polys']) |
| |
|
| | try: |
| | polys, opt = parallel_poly_from_expr(seq, *gens, **args) |
| |
|
| | |
| | if len(seq) > 1 and all(elt.is_algebraic and elt.is_irrational for elt in seq): |
| | a = seq[-1] |
| | lst = [ (a/elt).ratsimp() for elt in seq[:-1] ] |
| | if all(frc.is_rational for frc in lst): |
| | lc = 1 |
| | for frc in lst: |
| | lc = lcm(lc, frc.as_numer_denom()[0]) |
| | |
| | return abs(a/lc) |
| |
|
| | except PolificationFailed as exc: |
| | result = try_non_polynomial_gcd(exc.exprs) |
| |
|
| | if result is not None: |
| | return result |
| | else: |
| | raise ComputationFailed('gcd_list', len(seq), exc) |
| |
|
| | if not polys: |
| | if not opt.polys: |
| | return S.Zero |
| | else: |
| | return Poly(0, opt=opt) |
| |
|
| | result, polys = polys[0], polys[1:] |
| |
|
| | for poly in polys: |
| | result = result.gcd(poly) |
| |
|
| | if result.is_one: |
| | break |
| |
|
| | if not opt.polys: |
| | return result.as_expr() |
| | else: |
| | return result |
| |
|
| |
|
| | @public |
| | def gcd(f, g=None, *gens, **args): |
| | """ |
| | Compute GCD of ``f`` and ``g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import gcd |
| | >>> from sympy.abc import x |
| | |
| | >>> gcd(x**2 - 1, x**2 - 3*x + 2) |
| | x - 1 |
| | |
| | """ |
| | if hasattr(f, '__iter__'): |
| | if g is not None: |
| | gens = (g,) + gens |
| |
|
| | return gcd_list(f, *gens, **args) |
| | elif g is None: |
| | raise TypeError("gcd() takes 2 arguments or a sequence of arguments") |
| |
|
| | options.allowed_flags(args, ['polys']) |
| |
|
| | try: |
| | (F, G), opt = parallel_poly_from_expr((f, g), *gens, **args) |
| |
|
| | |
| | a, b = map(sympify, (f, g)) |
| | if a.is_algebraic and a.is_irrational and b.is_algebraic and b.is_irrational: |
| | frc = (a/b).ratsimp() |
| | if frc.is_rational: |
| | |
| | return abs(a/frc.as_numer_denom()[0]) |
| |
|
| | except PolificationFailed as exc: |
| | domain, (a, b) = construct_domain(exc.exprs) |
| |
|
| | try: |
| | return domain.to_sympy(domain.gcd(a, b)) |
| | except NotImplementedError: |
| | raise ComputationFailed('gcd', 2, exc) |
| |
|
| | result = F.gcd(G) |
| |
|
| | if not opt.polys: |
| | return result.as_expr() |
| | else: |
| | return result |
| |
|
| |
|
| | @public |
| | def lcm_list(seq, *gens, **args): |
| | """ |
| | Compute LCM of a list of polynomials. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import lcm_list |
| | >>> from sympy.abc import x |
| | |
| | >>> lcm_list([x**3 - 1, x**2 - 1, x**2 - 3*x + 2]) |
| | x**5 - x**4 - 2*x**3 - x**2 + x + 2 |
| | |
| | """ |
| | seq = sympify(seq) |
| |
|
| | def try_non_polynomial_lcm(seq) -> Optional[Expr]: |
| | if not gens and not args: |
| | domain, numbers = construct_domain(seq) |
| |
|
| | if not numbers: |
| | return domain.to_sympy(domain.one) |
| | elif domain.is_Numerical: |
| | result, numbers = numbers[0], numbers[1:] |
| |
|
| | for number in numbers: |
| | result = domain.lcm(result, number) |
| |
|
| | return domain.to_sympy(result) |
| |
|
| | return None |
| |
|
| | result = try_non_polynomial_lcm(seq) |
| |
|
| | if result is not None: |
| | return result |
| |
|
| | options.allowed_flags(args, ['polys']) |
| |
|
| | try: |
| | polys, opt = parallel_poly_from_expr(seq, *gens, **args) |
| |
|
| | |
| | if len(seq) > 1 and all(elt.is_algebraic and elt.is_irrational for elt in seq): |
| | a = seq[-1] |
| | lst = [ (a/elt).ratsimp() for elt in seq[:-1] ] |
| | if all(frc.is_rational for frc in lst): |
| | lc = 1 |
| | for frc in lst: |
| | lc = lcm(lc, frc.as_numer_denom()[1]) |
| | return a*lc |
| |
|
| | except PolificationFailed as exc: |
| | result = try_non_polynomial_lcm(exc.exprs) |
| |
|
| | if result is not None: |
| | return result |
| | else: |
| | raise ComputationFailed('lcm_list', len(seq), exc) |
| |
|
| | if not polys: |
| | if not opt.polys: |
| | return S.One |
| | else: |
| | return Poly(1, opt=opt) |
| |
|
| | result, polys = polys[0], polys[1:] |
| |
|
| | for poly in polys: |
| | result = result.lcm(poly) |
| |
|
| | if not opt.polys: |
| | return result.as_expr() |
| | else: |
| | return result |
| |
|
| |
|
| | @public |
| | def lcm(f, g=None, *gens, **args): |
| | """ |
| | Compute LCM of ``f`` and ``g``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import lcm |
| | >>> from sympy.abc import x |
| | |
| | >>> lcm(x**2 - 1, x**2 - 3*x + 2) |
| | x**3 - 2*x**2 - x + 2 |
| | |
| | """ |
| | if hasattr(f, '__iter__'): |
| | if g is not None: |
| | gens = (g,) + gens |
| |
|
| | return lcm_list(f, *gens, **args) |
| | elif g is None: |
| | raise TypeError("lcm() takes 2 arguments or a sequence of arguments") |
| |
|
| | options.allowed_flags(args, ['polys']) |
| |
|
| | try: |
| | (F, G), opt = parallel_poly_from_expr((f, g), *gens, **args) |
| |
|
| | |
| | a, b = map(sympify, (f, g)) |
| | if a.is_algebraic and a.is_irrational and b.is_algebraic and b.is_irrational: |
| | frc = (a/b).ratsimp() |
| | if frc.is_rational: |
| | return a*frc.as_numer_denom()[1] |
| |
|
| | except PolificationFailed as exc: |
| | domain, (a, b) = construct_domain(exc.exprs) |
| |
|
| | try: |
| | return domain.to_sympy(domain.lcm(a, b)) |
| | except NotImplementedError: |
| | raise ComputationFailed('lcm', 2, exc) |
| |
|
| | result = F.lcm(G) |
| |
|
| | if not opt.polys: |
| | return result.as_expr() |
| | else: |
| | return result |
| |
|
| |
|
| | @public |
| | def terms_gcd(f, *gens, **args): |
| | """ |
| | Remove GCD of terms from ``f``. |
| | |
| | If the ``deep`` flag is True, then the arguments of ``f`` will have |
| | terms_gcd applied to them. |
| | |
| | If a fraction is factored out of ``f`` and ``f`` is an Add, then |
| | an unevaluated Mul will be returned so that automatic simplification |
| | does not redistribute it. The hint ``clear``, when set to False, can be |
| | used to prevent such factoring when all coefficients are not fractions. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import terms_gcd, cos |
| | >>> from sympy.abc import x, y |
| | >>> terms_gcd(x**6*y**2 + x**3*y, x, y) |
| | x**3*y*(x**3*y + 1) |
| | |
| | The default action of polys routines is to expand the expression |
| | given to them. terms_gcd follows this behavior: |
| | |
| | >>> terms_gcd((3+3*x)*(x+x*y)) |
| | 3*x*(x*y + x + y + 1) |
| | |
| | If this is not desired then the hint ``expand`` can be set to False. |
| | In this case the expression will be treated as though it were comprised |
| | of one or more terms: |
| | |
| | >>> terms_gcd((3+3*x)*(x+x*y), expand=False) |
| | (3*x + 3)*(x*y + x) |
| | |
| | In order to traverse factors of a Mul or the arguments of other |
| | functions, the ``deep`` hint can be used: |
| | |
| | >>> terms_gcd((3 + 3*x)*(x + x*y), expand=False, deep=True) |
| | 3*x*(x + 1)*(y + 1) |
| | >>> terms_gcd(cos(x + x*y), deep=True) |
| | cos(x*(y + 1)) |
| | |
| | Rationals are factored out by default: |
| | |
| | >>> terms_gcd(x + y/2) |
| | (2*x + y)/2 |
| | |
| | Only the y-term had a coefficient that was a fraction; if one |
| | does not want to factor out the 1/2 in cases like this, the |
| | flag ``clear`` can be set to False: |
| | |
| | >>> terms_gcd(x + y/2, clear=False) |
| | x + y/2 |
| | >>> terms_gcd(x*y/2 + y**2, clear=False) |
| | y*(x/2 + y) |
| | |
| | The ``clear`` flag is ignored if all coefficients are fractions: |
| | |
| | >>> terms_gcd(x/3 + y/2, clear=False) |
| | (2*x + 3*y)/6 |
| | |
| | See Also |
| | ======== |
| | sympy.core.exprtools.gcd_terms, sympy.core.exprtools.factor_terms |
| | |
| | """ |
| |
|
| | orig = sympify(f) |
| |
|
| | if isinstance(f, Equality): |
| | return Equality(*(terms_gcd(s, *gens, **args) for s in [f.lhs, f.rhs])) |
| | elif isinstance(f, Relational): |
| | raise TypeError("Inequalities cannot be used with terms_gcd. Found: %s" %(f,)) |
| |
|
| | if not isinstance(f, Expr) or f.is_Atom: |
| | return orig |
| |
|
| | if args.get('deep', False): |
| | new = f.func(*[terms_gcd(a, *gens, **args) for a in f.args]) |
| | args.pop('deep') |
| | args['expand'] = False |
| | return terms_gcd(new, *gens, **args) |
| |
|
| | clear = args.pop('clear', True) |
| | options.allowed_flags(args, ['polys']) |
| |
|
| | try: |
| | F, opt = poly_from_expr(f, *gens, **args) |
| | except PolificationFailed as exc: |
| | return exc.expr |
| |
|
| | J, f = F.terms_gcd() |
| |
|
| | if opt.domain.is_Ring: |
| | if opt.domain.is_Field: |
| | denom, f = f.clear_denoms(convert=True) |
| |
|
| | coeff, f = f.primitive() |
| |
|
| | if opt.domain.is_Field: |
| | coeff /= denom |
| | else: |
| | coeff = S.One |
| |
|
| | term = Mul(*[x**j for x, j in zip(f.gens, J)]) |
| | if equal_valued(coeff, 1): |
| | coeff = S.One |
| | if term == 1: |
| | return orig |
| |
|
| | if clear: |
| | return _keep_coeff(coeff, term*f.as_expr()) |
| | |
| | |
| | coeff, f = _keep_coeff(coeff, f.as_expr(), clear=False).as_coeff_Mul() |
| | return _keep_coeff(coeff, term*f, clear=False) |
| |
|
| |
|
| | @public |
| | def trunc(f, p, *gens, **args): |
| | """ |
| | Reduce ``f`` modulo a constant ``p``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import trunc |
| | >>> from sympy.abc import x |
| | |
| | >>> trunc(2*x**3 + 3*x**2 + 5*x + 7, 3) |
| | -x**3 - x + 1 |
| | |
| | """ |
| | options.allowed_flags(args, ['auto', 'polys']) |
| |
|
| | try: |
| | F, opt = poly_from_expr(f, *gens, **args) |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('trunc', 1, exc) |
| |
|
| | result = F.trunc(sympify(p)) |
| |
|
| | if not opt.polys: |
| | return result.as_expr() |
| | else: |
| | return result |
| |
|
| |
|
| | @public |
| | def monic(f, *gens, **args): |
| | """ |
| | Divide all coefficients of ``f`` by ``LC(f)``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import monic |
| | >>> from sympy.abc import x |
| | |
| | >>> monic(3*x**2 + 4*x + 2) |
| | x**2 + 4*x/3 + 2/3 |
| | |
| | """ |
| | options.allowed_flags(args, ['auto', 'polys']) |
| |
|
| | try: |
| | F, opt = poly_from_expr(f, *gens, **args) |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('monic', 1, exc) |
| |
|
| | result = F.monic(auto=opt.auto) |
| |
|
| | if not opt.polys: |
| | return result.as_expr() |
| | else: |
| | return result |
| |
|
| |
|
| | @public |
| | def content(f, *gens, **args): |
| | """ |
| | Compute GCD of coefficients of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import content |
| | >>> from sympy.abc import x |
| | |
| | >>> content(6*x**2 + 8*x + 12) |
| | 2 |
| | |
| | """ |
| | options.allowed_flags(args, ['polys']) |
| |
|
| | try: |
| | F, opt = poly_from_expr(f, *gens, **args) |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('content', 1, exc) |
| |
|
| | return F.content() |
| |
|
| |
|
| | @public |
| | def primitive(f, *gens, **args): |
| | """ |
| | Compute content and the primitive form of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy.polys.polytools import primitive |
| | >>> from sympy.abc import x |
| | |
| | >>> primitive(6*x**2 + 8*x + 12) |
| | (2, 3*x**2 + 4*x + 6) |
| | |
| | >>> eq = (2 + 2*x)*x + 2 |
| | |
| | Expansion is performed by default: |
| | |
| | >>> primitive(eq) |
| | (2, x**2 + x + 1) |
| | |
| | Set ``expand`` to False to shut this off. Note that the |
| | extraction will not be recursive; use the as_content_primitive method |
| | for recursive, non-destructive Rational extraction. |
| | |
| | >>> primitive(eq, expand=False) |
| | (1, x*(2*x + 2) + 2) |
| | |
| | >>> eq.as_content_primitive() |
| | (2, x*(x + 1) + 1) |
| | |
| | """ |
| | options.allowed_flags(args, ['polys']) |
| |
|
| | try: |
| | F, opt = poly_from_expr(f, *gens, **args) |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('primitive', 1, exc) |
| |
|
| | cont, result = F.primitive() |
| | if not opt.polys: |
| | return cont, result.as_expr() |
| | else: |
| | return cont, result |
| |
|
| |
|
| | @public |
| | def compose(f, g, *gens, **args): |
| | """ |
| | Compute functional composition ``f(g)``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import compose |
| | >>> from sympy.abc import x |
| | |
| | >>> compose(x**2 + x, x - 1) |
| | x**2 - x |
| | |
| | """ |
| | options.allowed_flags(args, ['polys']) |
| |
|
| | try: |
| | (F, G), opt = parallel_poly_from_expr((f, g), *gens, **args) |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('compose', 2, exc) |
| |
|
| | result = F.compose(G) |
| |
|
| | if not opt.polys: |
| | return result.as_expr() |
| | else: |
| | return result |
| |
|
| |
|
| | @public |
| | def decompose(f, *gens, **args): |
| | """ |
| | Compute functional decomposition of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import decompose |
| | >>> from sympy.abc import x |
| | |
| | >>> decompose(x**4 + 2*x**3 - x - 1) |
| | [x**2 - x - 1, x**2 + x] |
| | |
| | """ |
| | options.allowed_flags(args, ['polys']) |
| |
|
| | try: |
| | F, opt = poly_from_expr(f, *gens, **args) |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('decompose', 1, exc) |
| |
|
| | result = F.decompose() |
| |
|
| | if not opt.polys: |
| | return [r.as_expr() for r in result] |
| | else: |
| | return result |
| |
|
| |
|
| | @public |
| | def sturm(f, *gens, **args): |
| | """ |
| | Compute Sturm sequence of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import sturm |
| | >>> from sympy.abc import x |
| | |
| | >>> sturm(x**3 - 2*x**2 + x - 3) |
| | [x**3 - 2*x**2 + x - 3, 3*x**2 - 4*x + 1, 2*x/9 + 25/9, -2079/4] |
| | |
| | """ |
| | options.allowed_flags(args, ['auto', 'polys']) |
| |
|
| | try: |
| | F, opt = poly_from_expr(f, *gens, **args) |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('sturm', 1, exc) |
| |
|
| | result = F.sturm(auto=opt.auto) |
| |
|
| | if not opt.polys: |
| | return [r.as_expr() for r in result] |
| | else: |
| | return result |
| |
|
| |
|
| | @public |
| | def gff_list(f, *gens, **args): |
| | """ |
| | Compute a list of greatest factorial factors of ``f``. |
| | |
| | Note that the input to ff() and rf() should be Poly instances to use the |
| | definitions here. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import gff_list, ff, Poly |
| | >>> from sympy.abc import x |
| | |
| | >>> f = Poly(x**5 + 2*x**4 - x**3 - 2*x**2, x) |
| | |
| | >>> gff_list(f) |
| | [(Poly(x, x, domain='ZZ'), 1), (Poly(x + 2, x, domain='ZZ'), 4)] |
| | |
| | >>> (ff(Poly(x), 1)*ff(Poly(x + 2), 4)) == f |
| | True |
| | |
| | >>> f = Poly(x**12 + 6*x**11 - 11*x**10 - 56*x**9 + 220*x**8 + 208*x**7 - \ |
| | 1401*x**6 + 1090*x**5 + 2715*x**4 - 6720*x**3 - 1092*x**2 + 5040*x, x) |
| | |
| | >>> gff_list(f) |
| | [(Poly(x**3 + 7, x, domain='ZZ'), 2), (Poly(x**2 + 5*x, x, domain='ZZ'), 3)] |
| | |
| | >>> ff(Poly(x**3 + 7, x), 2)*ff(Poly(x**2 + 5*x, x), 3) == f |
| | True |
| | |
| | """ |
| | options.allowed_flags(args, ['polys']) |
| |
|
| | try: |
| | F, opt = poly_from_expr(f, *gens, **args) |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('gff_list', 1, exc) |
| |
|
| | factors = F.gff_list() |
| |
|
| | if not opt.polys: |
| | return [(g.as_expr(), k) for g, k in factors] |
| | else: |
| | return factors |
| |
|
| |
|
| | @public |
| | def gff(f, *gens, **args): |
| | """Compute greatest factorial factorization of ``f``. """ |
| | raise NotImplementedError('symbolic falling factorial') |
| |
|
| |
|
| | @public |
| | def sqf_norm(f, *gens, **args): |
| | """ |
| | Compute square-free norm of ``f``. |
| | |
| | Returns ``s``, ``f``, ``r``, such that ``g(x) = f(x-sa)`` and |
| | ``r(x) = Norm(g(x))`` is a square-free polynomial over ``K``, |
| | where ``a`` is the algebraic extension of the ground domain. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import sqf_norm, sqrt |
| | >>> from sympy.abc import x |
| | |
| | >>> sqf_norm(x**2 + 1, extension=[sqrt(3)]) |
| | ([1], x**2 - 2*sqrt(3)*x + 4, x**4 - 4*x**2 + 16) |
| | |
| | """ |
| | options.allowed_flags(args, ['polys']) |
| |
|
| | try: |
| | F, opt = poly_from_expr(f, *gens, **args) |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('sqf_norm', 1, exc) |
| |
|
| | s, g, r = F.sqf_norm() |
| |
|
| | s_expr = [Integer(si) for si in s] |
| |
|
| | if not opt.polys: |
| | return s_expr, g.as_expr(), r.as_expr() |
| | else: |
| | return s_expr, g, r |
| |
|
| |
|
| | @public |
| | def sqf_part(f, *gens, **args): |
| | """ |
| | Compute square-free part of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import sqf_part |
| | >>> from sympy.abc import x |
| | |
| | >>> sqf_part(x**3 - 3*x - 2) |
| | x**2 - x - 2 |
| | |
| | """ |
| | options.allowed_flags(args, ['polys']) |
| |
|
| | try: |
| | F, opt = poly_from_expr(f, *gens, **args) |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('sqf_part', 1, exc) |
| |
|
| | result = F.sqf_part() |
| |
|
| | if not opt.polys: |
| | return result.as_expr() |
| | else: |
| | return result |
| |
|
| |
|
| | def _sorted_factors(factors, method): |
| | """Sort a list of ``(expr, exp)`` pairs. """ |
| | if method == 'sqf': |
| | def key(obj): |
| | poly, exp = obj |
| | rep = poly.rep.to_list() |
| | return (exp, len(rep), len(poly.gens), str(poly.domain), rep) |
| | else: |
| | def key(obj): |
| | poly, exp = obj |
| | rep = poly.rep.to_list() |
| | return (len(rep), len(poly.gens), exp, str(poly.domain), rep) |
| |
|
| | return sorted(factors, key=key) |
| |
|
| |
|
| | def _factors_product(factors): |
| | """Multiply a list of ``(expr, exp)`` pairs. """ |
| | return Mul(*[f.as_expr()**k for f, k in factors]) |
| |
|
| |
|
| | def _symbolic_factor_list(expr, opt, method): |
| | """Helper function for :func:`_symbolic_factor`. """ |
| | coeff, factors = S.One, [] |
| |
|
| | args = [i._eval_factor() if hasattr(i, '_eval_factor') else i |
| | for i in Mul.make_args(expr)] |
| | for arg in args: |
| | if arg.is_Number or (isinstance(arg, Expr) and pure_complex(arg)): |
| | coeff *= arg |
| | continue |
| | elif arg.is_Pow and arg.base != S.Exp1: |
| | base, exp = arg.args |
| | if base.is_Number and exp.is_Number: |
| | coeff *= arg |
| | continue |
| | if base.is_Number: |
| | factors.append((base, exp)) |
| | continue |
| | else: |
| | base, exp = arg, S.One |
| |
|
| | try: |
| | poly, _ = _poly_from_expr(base, opt) |
| | except PolificationFailed as exc: |
| | factors.append((exc.expr, exp)) |
| | else: |
| | func = getattr(poly, method + '_list') |
| |
|
| | _coeff, _factors = func() |
| | if _coeff is not S.One: |
| | if exp.is_Integer: |
| | coeff *= _coeff**exp |
| | elif _coeff.is_positive: |
| | factors.append((_coeff, exp)) |
| | else: |
| | _factors.append((_coeff, S.One)) |
| |
|
| | if exp is S.One: |
| | factors.extend(_factors) |
| | elif exp.is_integer: |
| | factors.extend([(f, k*exp) for f, k in _factors]) |
| | else: |
| | other = [] |
| |
|
| | for f, k in _factors: |
| | if f.as_expr().is_positive: |
| | factors.append((f, k*exp)) |
| | else: |
| | other.append((f, k)) |
| |
|
| | factors.append((_factors_product(other), exp)) |
| | if method == 'sqf': |
| | factors = [(reduce(mul, (f for f, _ in factors if _ == k)), k) |
| | for k in {i for _, i in factors}] |
| |
|
| | return coeff, factors |
| |
|
| |
|
| | def _symbolic_factor(expr, opt, method): |
| | """Helper function for :func:`_factor`. """ |
| | if isinstance(expr, Expr): |
| | if hasattr(expr,'_eval_factor'): |
| | return expr._eval_factor() |
| | coeff, factors = _symbolic_factor_list(together(expr, fraction=opt['fraction']), opt, method) |
| | return _keep_coeff(coeff, _factors_product(factors)) |
| | elif hasattr(expr, 'args'): |
| | return expr.func(*[_symbolic_factor(arg, opt, method) for arg in expr.args]) |
| | elif hasattr(expr, '__iter__'): |
| | return expr.__class__([_symbolic_factor(arg, opt, method) for arg in expr]) |
| | else: |
| | return expr |
| |
|
| |
|
| | def _generic_factor_list(expr, gens, args, method): |
| | """Helper function for :func:`sqf_list` and :func:`factor_list`. """ |
| | options.allowed_flags(args, ['frac', 'polys']) |
| | opt = options.build_options(gens, args) |
| |
|
| | expr = sympify(expr) |
| |
|
| | if isinstance(expr, (Expr, Poly)): |
| | if isinstance(expr, Poly): |
| | numer, denom = expr, 1 |
| | else: |
| | numer, denom = together(expr).as_numer_denom() |
| |
|
| | cp, fp = _symbolic_factor_list(numer, opt, method) |
| | cq, fq = _symbolic_factor_list(denom, opt, method) |
| |
|
| | if fq and not opt.frac: |
| | raise PolynomialError("a polynomial expected, got %s" % expr) |
| |
|
| | _opt = opt.clone({"expand": True}) |
| |
|
| | for factors in (fp, fq): |
| | for i, (f, k) in enumerate(factors): |
| | if not f.is_Poly: |
| | f, _ = _poly_from_expr(f, _opt) |
| | factors[i] = (f, k) |
| |
|
| | fp = _sorted_factors(fp, method) |
| | fq = _sorted_factors(fq, method) |
| |
|
| | if not opt.polys: |
| | fp = [(f.as_expr(), k) for f, k in fp] |
| | fq = [(f.as_expr(), k) for f, k in fq] |
| |
|
| | coeff = cp/cq |
| |
|
| | if not opt.frac: |
| | return coeff, fp |
| | else: |
| | return coeff, fp, fq |
| | else: |
| | raise PolynomialError("a polynomial expected, got %s" % expr) |
| |
|
| |
|
| | def _generic_factor(expr, gens, args, method): |
| | """Helper function for :func:`sqf` and :func:`factor`. """ |
| | fraction = args.pop('fraction', True) |
| | options.allowed_flags(args, []) |
| | opt = options.build_options(gens, args) |
| | opt['fraction'] = fraction |
| | return _symbolic_factor(sympify(expr), opt, method) |
| |
|
| |
|
| | def to_rational_coeffs(f): |
| | """ |
| | try to transform a polynomial to have rational coefficients |
| | |
| | try to find a transformation ``x = alpha*y`` |
| | |
| | ``f(x) = lc*alpha**n * g(y)`` where ``g`` is a polynomial with |
| | rational coefficients, ``lc`` the leading coefficient. |
| | |
| | If this fails, try ``x = y + beta`` |
| | ``f(x) = g(y)`` |
| | |
| | Returns ``None`` if ``g`` not found; |
| | ``(lc, alpha, None, g)`` in case of rescaling |
| | ``(None, None, beta, g)`` in case of translation |
| | |
| | Notes |
| | ===== |
| | |
| | Currently it transforms only polynomials without roots larger than 2. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import sqrt, Poly, simplify |
| | >>> from sympy.polys.polytools import to_rational_coeffs |
| | >>> from sympy.abc import x |
| | >>> p = Poly(((x**2-1)*(x-2)).subs({x:x*(1 + sqrt(2))}), x, domain='EX') |
| | >>> lc, r, _, g = to_rational_coeffs(p) |
| | >>> lc, r |
| | (7 + 5*sqrt(2), 2 - 2*sqrt(2)) |
| | >>> g |
| | Poly(x**3 + x**2 - 1/4*x - 1/4, x, domain='QQ') |
| | >>> r1 = simplify(1/r) |
| | >>> Poly(lc*r**3*(g.as_expr()).subs({x:x*r1}), x, domain='EX') == p |
| | True |
| | |
| | """ |
| | from sympy.simplify.simplify import simplify |
| |
|
| | def _try_rescale(f, f1=None): |
| | """ |
| | try rescaling ``x -> alpha*x`` to convert f to a polynomial |
| | with rational coefficients. |
| | Returns ``alpha, f``; if the rescaling is successful, |
| | ``alpha`` is the rescaling factor, and ``f`` is the rescaled |
| | polynomial; else ``alpha`` is ``None``. |
| | """ |
| | if not len(f.gens) == 1 or not (f.gens[0]).is_Atom: |
| | return None, f |
| | n = f.degree() |
| | lc = f.LC() |
| | f1 = f1 or f1.monic() |
| | coeffs = f1.all_coeffs()[1:] |
| | coeffs = [simplify(coeffx) for coeffx in coeffs] |
| | if len(coeffs) > 1 and coeffs[-2]: |
| | rescale1_x = simplify(coeffs[-2]/coeffs[-1]) |
| | coeffs1 = [] |
| | for i in range(len(coeffs)): |
| | coeffx = simplify(coeffs[i]*rescale1_x**(i + 1)) |
| | if not coeffx.is_rational: |
| | break |
| | coeffs1.append(coeffx) |
| | else: |
| | rescale_x = simplify(1/rescale1_x) |
| | x = f.gens[0] |
| | v = [x**n] |
| | for i in range(1, n + 1): |
| | v.append(coeffs1[i - 1]*x**(n - i)) |
| | f = Add(*v) |
| | f = Poly(f) |
| | return lc, rescale_x, f |
| | return None |
| |
|
| | def _try_translate(f, f1=None): |
| | """ |
| | try translating ``x -> x + alpha`` to convert f to a polynomial |
| | with rational coefficients. |
| | Returns ``alpha, f``; if the translating is successful, |
| | ``alpha`` is the translating factor, and ``f`` is the shifted |
| | polynomial; else ``alpha`` is ``None``. |
| | """ |
| | if not len(f.gens) == 1 or not (f.gens[0]).is_Atom: |
| | return None, f |
| | n = f.degree() |
| | f1 = f1 or f1.monic() |
| | coeffs = f1.all_coeffs()[1:] |
| | c = simplify(coeffs[0]) |
| | if c.is_Add and not c.is_rational: |
| | rat, nonrat = sift(c.args, |
| | lambda z: z.is_rational is True, binary=True) |
| | alpha = -c.func(*nonrat)/n |
| | f2 = f1.shift(alpha) |
| | return alpha, f2 |
| | return None |
| |
|
| | def _has_square_roots(p): |
| | """ |
| | Return True if ``f`` is a sum with square roots but no other root |
| | """ |
| | coeffs = p.coeffs() |
| | has_sq = False |
| | for y in coeffs: |
| | for x in Add.make_args(y): |
| | f = Factors(x).factors |
| | r = [wx.q for b, wx in f.items() if |
| | b.is_number and wx.is_Rational and wx.q >= 2] |
| | if not r: |
| | continue |
| | if min(r) == 2: |
| | has_sq = True |
| | if max(r) > 2: |
| | return False |
| | return has_sq |
| |
|
| | if f.get_domain().is_EX and _has_square_roots(f): |
| | f1 = f.monic() |
| | r = _try_rescale(f, f1) |
| | if r: |
| | return r[0], r[1], None, r[2] |
| | else: |
| | r = _try_translate(f, f1) |
| | if r: |
| | return None, None, r[0], r[1] |
| | return None |
| |
|
| |
|
| | def _torational_factor_list(p, x): |
| | """ |
| | helper function to factor polynomial using to_rational_coeffs |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy.polys.polytools import _torational_factor_list |
| | >>> from sympy.abc import x |
| | >>> from sympy import sqrt, expand, Mul |
| | >>> p = expand(((x**2-1)*(x-2)).subs({x:x*(1 + sqrt(2))})) |
| | >>> factors = _torational_factor_list(p, x); factors |
| | (-2, [(-x*(1 + sqrt(2))/2 + 1, 1), (-x*(1 + sqrt(2)) - 1, 1), (-x*(1 + sqrt(2)) + 1, 1)]) |
| | >>> expand(factors[0]*Mul(*[z[0] for z in factors[1]])) == p |
| | True |
| | >>> p = expand(((x**2-1)*(x-2)).subs({x:x + sqrt(2)})) |
| | >>> factors = _torational_factor_list(p, x); factors |
| | (1, [(x - 2 + sqrt(2), 1), (x - 1 + sqrt(2), 1), (x + 1 + sqrt(2), 1)]) |
| | >>> expand(factors[0]*Mul(*[z[0] for z in factors[1]])) == p |
| | True |
| | |
| | """ |
| | from sympy.simplify.simplify import simplify |
| | p1 = Poly(p, x, domain='EX') |
| | n = p1.degree() |
| | res = to_rational_coeffs(p1) |
| | if not res: |
| | return None |
| | lc, r, t, g = res |
| | factors = factor_list(g.as_expr()) |
| | if lc: |
| | c = simplify(factors[0]*lc*r**n) |
| | r1 = simplify(1/r) |
| | a = [] |
| | for z in factors[1:][0]: |
| | a.append((simplify(z[0].subs({x: x*r1})), z[1])) |
| | else: |
| | c = factors[0] |
| | a = [] |
| | for z in factors[1:][0]: |
| | a.append((z[0].subs({x: x - t}), z[1])) |
| | return (c, a) |
| |
|
| |
|
| | @public |
| | def sqf_list(f, *gens, **args): |
| | """ |
| | Compute a list of square-free factors of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import sqf_list |
| | >>> from sympy.abc import x |
| | |
| | >>> sqf_list(2*x**5 + 16*x**4 + 50*x**3 + 76*x**2 + 56*x + 16) |
| | (2, [(x + 1, 2), (x + 2, 3)]) |
| | |
| | """ |
| | return _generic_factor_list(f, gens, args, method='sqf') |
| |
|
| |
|
| | @public |
| | def sqf(f, *gens, **args): |
| | """ |
| | Compute square-free factorization of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import sqf |
| | >>> from sympy.abc import x |
| | |
| | >>> sqf(2*x**5 + 16*x**4 + 50*x**3 + 76*x**2 + 56*x + 16) |
| | 2*(x + 1)**2*(x + 2)**3 |
| | |
| | """ |
| | return _generic_factor(f, gens, args, method='sqf') |
| |
|
| |
|
| | @public |
| | def factor_list(f, *gens, **args): |
| | """ |
| | Compute a list of irreducible factors of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import factor_list |
| | >>> from sympy.abc import x, y |
| | |
| | >>> factor_list(2*x**5 + 2*x**4*y + 4*x**3 + 4*x**2*y + 2*x + 2*y) |
| | (2, [(x + y, 1), (x**2 + 1, 2)]) |
| | |
| | """ |
| | return _generic_factor_list(f, gens, args, method='factor') |
| |
|
| |
|
| | @public |
| | def factor(f, *gens, deep=False, **args): |
| | """ |
| | Compute the factorization of expression, ``f``, into irreducibles. (To |
| | factor an integer into primes, use ``factorint``.) |
| | |
| | There two modes implemented: symbolic and formal. If ``f`` is not an |
| | instance of :class:`Poly` and generators are not specified, then the |
| | former mode is used. Otherwise, the formal mode is used. |
| | |
| | In symbolic mode, :func:`factor` will traverse the expression tree and |
| | factor its components without any prior expansion, unless an instance |
| | of :class:`~.Add` is encountered (in this case formal factorization is |
| | used). This way :func:`factor` can handle large or symbolic exponents. |
| | |
| | By default, the factorization is computed over the rationals. To factor |
| | over other domain, e.g. an algebraic or finite field, use appropriate |
| | options: ``extension``, ``modulus`` or ``domain``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import factor, sqrt, exp |
| | >>> from sympy.abc import x, y |
| | |
| | >>> factor(2*x**5 + 2*x**4*y + 4*x**3 + 4*x**2*y + 2*x + 2*y) |
| | 2*(x + y)*(x**2 + 1)**2 |
| | |
| | >>> factor(x**2 + 1) |
| | x**2 + 1 |
| | >>> factor(x**2 + 1, modulus=2) |
| | (x + 1)**2 |
| | >>> factor(x**2 + 1, gaussian=True) |
| | (x - I)*(x + I) |
| | |
| | >>> factor(x**2 - 2, extension=sqrt(2)) |
| | (x - sqrt(2))*(x + sqrt(2)) |
| | |
| | >>> factor((x**2 - 1)/(x**2 + 4*x + 4)) |
| | (x - 1)*(x + 1)/(x + 2)**2 |
| | >>> factor((x**2 + 4*x + 4)**10000000*(x**2 + 1)) |
| | (x + 2)**20000000*(x**2 + 1) |
| | |
| | By default, factor deals with an expression as a whole: |
| | |
| | >>> eq = 2**(x**2 + 2*x + 1) |
| | >>> factor(eq) |
| | 2**(x**2 + 2*x + 1) |
| | |
| | If the ``deep`` flag is True then subexpressions will |
| | be factored: |
| | |
| | >>> factor(eq, deep=True) |
| | 2**((x + 1)**2) |
| | |
| | If the ``fraction`` flag is False then rational expressions |
| | will not be combined. By default it is True. |
| | |
| | >>> factor(5*x + 3*exp(2 - 7*x), deep=True) |
| | (5*x*exp(7*x) + 3*exp(2))*exp(-7*x) |
| | >>> factor(5*x + 3*exp(2 - 7*x), deep=True, fraction=False) |
| | 5*x + 3*exp(2)*exp(-7*x) |
| | |
| | See Also |
| | ======== |
| | sympy.ntheory.factor_.factorint |
| | |
| | """ |
| | f = sympify(f) |
| | if deep: |
| | def _try_factor(expr): |
| | """ |
| | Factor, but avoid changing the expression when unable to. |
| | """ |
| | fac = factor(expr, *gens, **args) |
| | if fac.is_Mul or fac.is_Pow: |
| | return fac |
| | return expr |
| |
|
| | f = bottom_up(f, _try_factor) |
| | |
| | |
| | partials = {} |
| | muladd = f.atoms(Mul, Add) |
| | for p in muladd: |
| | fac = factor(p, *gens, **args) |
| | if (fac.is_Mul or fac.is_Pow) and fac != p: |
| | partials[p] = fac |
| | return f.xreplace(partials) |
| |
|
| | try: |
| | return _generic_factor(f, gens, args, method='factor') |
| | except PolynomialError: |
| | if not f.is_commutative: |
| | return factor_nc(f) |
| | else: |
| | raise |
| |
|
| |
|
| | @public |
| | def intervals(F, all=False, eps=None, inf=None, sup=None, strict=False, fast=False, sqf=False): |
| | """ |
| | Compute isolating intervals for roots of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import intervals |
| | >>> from sympy.abc import x |
| | |
| | >>> intervals(x**2 - 3) |
| | [((-2, -1), 1), ((1, 2), 1)] |
| | >>> intervals(x**2 - 3, eps=1e-2) |
| | [((-26/15, -19/11), 1), ((19/11, 26/15), 1)] |
| | |
| | """ |
| | if not hasattr(F, '__iter__'): |
| | try: |
| | F = Poly(F) |
| | except GeneratorsNeeded: |
| | return [] |
| |
|
| | return F.intervals(all=all, eps=eps, inf=inf, sup=sup, fast=fast, sqf=sqf) |
| | else: |
| | polys, opt = parallel_poly_from_expr(F, domain='QQ') |
| |
|
| | if len(opt.gens) > 1: |
| | raise MultivariatePolynomialError |
| |
|
| | for i, poly in enumerate(polys): |
| | polys[i] = poly.rep.to_list() |
| |
|
| | if eps is not None: |
| | eps = opt.domain.convert(eps) |
| |
|
| | if eps <= 0: |
| | raise ValueError("'eps' must be a positive rational") |
| |
|
| | if inf is not None: |
| | inf = opt.domain.convert(inf) |
| | if sup is not None: |
| | sup = opt.domain.convert(sup) |
| |
|
| | intervals = dup_isolate_real_roots_list(polys, opt.domain, |
| | eps=eps, inf=inf, sup=sup, strict=strict, fast=fast) |
| |
|
| | result = [] |
| |
|
| | for (s, t), indices in intervals: |
| | s, t = opt.domain.to_sympy(s), opt.domain.to_sympy(t) |
| | result.append(((s, t), indices)) |
| |
|
| | return result |
| |
|
| |
|
| | @public |
| | def refine_root(f, s, t, eps=None, steps=None, fast=False, check_sqf=False): |
| | """ |
| | Refine an isolating interval of a root to the given precision. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import refine_root |
| | >>> from sympy.abc import x |
| | |
| | >>> refine_root(x**2 - 3, 1, 2, eps=1e-2) |
| | (19/11, 26/15) |
| | |
| | """ |
| | try: |
| | F = Poly(f) |
| | if not isinstance(f, Poly) and not F.gen.is_Symbol: |
| | |
| | |
| | |
| | raise PolynomialError("generator must be a Symbol") |
| | except GeneratorsNeeded: |
| | raise PolynomialError( |
| | "Cannot refine a root of %s, not a polynomial" % f) |
| |
|
| | return F.refine_root(s, t, eps=eps, steps=steps, fast=fast, check_sqf=check_sqf) |
| |
|
| |
|
| | @public |
| | def count_roots(f, inf=None, sup=None): |
| | """ |
| | Return the number of roots of ``f`` in ``[inf, sup]`` interval. |
| | |
| | If one of ``inf`` or ``sup`` is complex, it will return the number of roots |
| | in the complex rectangle with corners at ``inf`` and ``sup``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import count_roots, I |
| | >>> from sympy.abc import x |
| | |
| | >>> count_roots(x**4 - 4, -3, 3) |
| | 2 |
| | >>> count_roots(x**4 - 4, 0, 1 + 3*I) |
| | 1 |
| | |
| | """ |
| | try: |
| | F = Poly(f, greedy=False) |
| | if not isinstance(f, Poly) and not F.gen.is_Symbol: |
| | |
| | |
| | |
| | raise PolynomialError("generator must be a Symbol") |
| | except GeneratorsNeeded: |
| | raise PolynomialError("Cannot count roots of %s, not a polynomial" % f) |
| |
|
| | return F.count_roots(inf=inf, sup=sup) |
| |
|
| |
|
| | @public |
| | def all_roots(f, multiple=True, radicals=True): |
| | """ |
| | Returns the real and complex roots of ``f`` with multiplicities. |
| | |
| | Explanation |
| | =========== |
| | |
| | Finds all real and complex roots of a univariate polynomial with rational |
| | coefficients of any degree exactly. The roots are represented in the form |
| | given by :func:`~.rootof`. This is equivalent to using :func:`~.rootof` to |
| | find each of the indexed roots. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import all_roots |
| | >>> from sympy.abc import x, y |
| | |
| | >>> print(all_roots(x**3 + 1)) |
| | [-1, 1/2 - sqrt(3)*I/2, 1/2 + sqrt(3)*I/2] |
| | |
| | Simple radical formulae are used in some cases but the cubic and quartic |
| | formulae are avoided. Instead most non-rational roots will be represented |
| | as :class:`~.ComplexRootOf`: |
| | |
| | >>> print(all_roots(x**3 + x + 1)) |
| | [CRootOf(x**3 + x + 1, 0), CRootOf(x**3 + x + 1, 1), CRootOf(x**3 + x + 1, 2)] |
| | |
| | All roots of any polynomial with rational coefficients of any degree can be |
| | represented using :py:class:`~.ComplexRootOf`. The use of |
| | :py:class:`~.ComplexRootOf` bypasses limitations on the availability of |
| | radical formulae for quintic and higher degree polynomials _[1]: |
| | |
| | >>> p = x**5 - x - 1 |
| | >>> for r in all_roots(p): print(r) |
| | CRootOf(x**5 - x - 1, 0) |
| | CRootOf(x**5 - x - 1, 1) |
| | CRootOf(x**5 - x - 1, 2) |
| | CRootOf(x**5 - x - 1, 3) |
| | CRootOf(x**5 - x - 1, 4) |
| | >>> [r.evalf(3) for r in all_roots(p)] |
| | [1.17, -0.765 - 0.352*I, -0.765 + 0.352*I, 0.181 - 1.08*I, 0.181 + 1.08*I] |
| | |
| | Irrational algebraic or transcendental coefficients cannot currently be |
| | handled by :func:`all_roots` (or :func:`~.rootof` more generally): |
| | |
| | >>> from sympy import sqrt, expand |
| | >>> p = expand((x - sqrt(2))*(x - sqrt(3))) |
| | >>> print(p) |
| | x**2 - sqrt(3)*x - sqrt(2)*x + sqrt(6) |
| | >>> all_roots(p) |
| | Traceback (most recent call last): |
| | ... |
| | NotImplementedError: sorted roots not supported over EX |
| | |
| | In the case of algebraic or transcendental coefficients |
| | :func:`~.ground_roots` might be able to find some roots by factorisation: |
| | |
| | >>> from sympy import ground_roots |
| | >>> ground_roots(p, x, extension=True) |
| | {sqrt(2): 1, sqrt(3): 1} |
| | |
| | If the coefficients are numeric then :func:`~.nroots` can be used to find |
| | all roots approximately: |
| | |
| | >>> from sympy import nroots |
| | >>> nroots(p, 5) |
| | [1.4142, 1.732] |
| | |
| | If the coefficients are symbolic then :func:`sympy.polys.polyroots.roots` |
| | or :func:`~.ground_roots` should be used instead: |
| | |
| | >>> from sympy import roots, ground_roots |
| | >>> p = x**2 - 3*x*y + 2*y**2 |
| | >>> roots(p, x) |
| | {y: 1, 2*y: 1} |
| | >>> ground_roots(p, x) |
| | {y: 1, 2*y: 1} |
| | |
| | Parameters |
| | ========== |
| | |
| | f : :class:`~.Expr` or :class:`~.Poly` |
| | A univariate polynomial with rational (or ``Float``) coefficients. |
| | multiple : ``bool`` (default ``True``). |
| | Whether to return a ``list`` of roots or a list of root/multiplicity |
| | pairs. |
| | radicals : ``bool`` (default ``True``) |
| | Use simple radical formulae rather than :py:class:`~.ComplexRootOf` for |
| | some irrational roots. |
| | |
| | Returns |
| | ======= |
| | |
| | A list of :class:`~.Expr` (usually :class:`~.ComplexRootOf`) representing |
| | the roots is returned with each root repeated according to its multiplicity |
| | as a root of ``f``. The roots are always uniquely ordered with real roots |
| | coming before complex roots. The real roots are in increasing order. |
| | Complex roots are ordered by increasing real part and then increasing |
| | imaginary part. |
| | |
| | If ``multiple=False`` is passed then a list of root/multiplicity pairs is |
| | returned instead. |
| | |
| | If ``radicals=False`` is passed then all roots will be represented as |
| | either rational numbers or :class:`~.ComplexRootOf`. |
| | |
| | See also |
| | ======== |
| | |
| | Poly.all_roots: |
| | The underlying :class:`Poly` method used by :func:`~.all_roots`. |
| | rootof: |
| | Compute a single numbered root of a univariate polynomial. |
| | real_roots: |
| | Compute all the real roots using :func:`~.rootof`. |
| | ground_roots: |
| | Compute some roots in the ground domain by factorisation. |
| | nroots: |
| | Compute all roots using approximate numerical techniques. |
| | sympy.polys.polyroots.roots: |
| | Compute symbolic expressions for roots using radical formulae. |
| | |
| | References |
| | ========== |
| | |
| | .. [1] https://en.wikipedia.org/wiki/Abel%E2%80%93Ruffini_theorem |
| | """ |
| | try: |
| | F = Poly(f, greedy=False) |
| | if not isinstance(f, Poly) and not F.gen.is_Symbol: |
| | |
| | |
| | |
| | raise PolynomialError("generator must be a Symbol") |
| | except GeneratorsNeeded: |
| | raise PolynomialError( |
| | "Cannot compute real roots of %s, not a polynomial" % f) |
| |
|
| | return F.all_roots(multiple=multiple, radicals=radicals) |
| |
|
| |
|
| | @public |
| | def real_roots(f, multiple=True, radicals=True): |
| | """ |
| | Returns the real roots of ``f`` with multiplicities. |
| | |
| | Explanation |
| | =========== |
| | |
| | Finds all real roots of a univariate polynomial with rational coefficients |
| | of any degree exactly. The roots are represented in the form given by |
| | :func:`~.rootof`. This is equivalent to using :func:`~.rootof` or |
| | :func:`~.all_roots` and filtering out only the real roots. However if only |
| | the real roots are needed then :func:`real_roots` is more efficient than |
| | :func:`~.all_roots` because it computes only the real roots and avoids |
| | costly complex root isolation routines. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import real_roots |
| | >>> from sympy.abc import x, y |
| | |
| | >>> real_roots(2*x**3 - 7*x**2 + 4*x + 4) |
| | [-1/2, 2, 2] |
| | >>> real_roots(2*x**3 - 7*x**2 + 4*x + 4, multiple=False) |
| | [(-1/2, 1), (2, 2)] |
| | |
| | Real roots of any polynomial with rational coefficients of any degree can |
| | be represented using :py:class:`~.ComplexRootOf`: |
| | |
| | >>> p = x**9 + 2*x + 2 |
| | >>> print(real_roots(p)) |
| | [CRootOf(x**9 + 2*x + 2, 0)] |
| | >>> [r.evalf(3) for r in real_roots(p)] |
| | [-0.865] |
| | |
| | All rational roots will be returned as rational numbers. Roots of some |
| | simple factors will be expressed using radical or other formulae (unless |
| | ``radicals=False`` is passed). All other roots will be expressed as |
| | :class:`~.ComplexRootOf`. |
| | |
| | >>> p = (x + 7)*(x**2 - 2)*(x**3 + x + 1) |
| | >>> print(real_roots(p)) |
| | [-7, -sqrt(2), CRootOf(x**3 + x + 1, 0), sqrt(2)] |
| | >>> print(real_roots(p, radicals=False)) |
| | [-7, CRootOf(x**2 - 2, 0), CRootOf(x**3 + x + 1, 0), CRootOf(x**2 - 2, 1)] |
| | |
| | All returned root expressions will numerically evaluate to real numbers |
| | with no imaginary part. This is in contrast to the expressions generated by |
| | the cubic or quartic formulae as used by :func:`~.roots` which suffer from |
| | casus irreducibilis [1]_: |
| | |
| | >>> from sympy import roots |
| | >>> p = 2*x**3 - 9*x**2 - 6*x + 3 |
| | >>> [r.evalf(5) for r in roots(p, multiple=True)] |
| | [5.0365 - 0.e-11*I, 0.33984 + 0.e-13*I, -0.87636 + 0.e-10*I] |
| | >>> [r.evalf(5) for r in real_roots(p, x)] |
| | [-0.87636, 0.33984, 5.0365] |
| | >>> [r.is_real for r in roots(p, multiple=True)] |
| | [None, None, None] |
| | >>> [r.is_real for r in real_roots(p)] |
| | [True, True, True] |
| | |
| | Using :func:`real_roots` is equivalent to using :func:`~.all_roots` (or |
| | :func:`~.rootof`) and filtering out only the real roots: |
| | |
| | >>> from sympy import all_roots |
| | >>> r = [r for r in all_roots(p) if r.is_real] |
| | >>> real_roots(p) == r |
| | True |
| | |
| | If only the real roots are wanted then using :func:`real_roots` is faster |
| | than using :func:`~.all_roots`. Using :func:`real_roots` avoids complex root |
| | isolation which can be a lot slower than real root isolation especially for |
| | polynomials of high degree which typically have many more complex roots |
| | than real roots. |
| | |
| | Irrational algebraic or transcendental coefficients cannot be handled by |
| | :func:`real_roots` (or :func:`~.rootof` more generally): |
| | |
| | >>> from sympy import sqrt, expand |
| | >>> p = expand((x - sqrt(2))*(x - sqrt(3))) |
| | >>> print(p) |
| | x**2 - sqrt(3)*x - sqrt(2)*x + sqrt(6) |
| | >>> real_roots(p) |
| | Traceback (most recent call last): |
| | ... |
| | NotImplementedError: sorted roots not supported over EX |
| | |
| | In the case of algebraic or transcendental coefficients |
| | :func:`~.ground_roots` might be able to find some roots by factorisation: |
| | |
| | >>> from sympy import ground_roots |
| | >>> ground_roots(p, x, extension=True) |
| | {sqrt(2): 1, sqrt(3): 1} |
| | |
| | If the coefficients are numeric then :func:`~.nroots` can be used to find |
| | all roots approximately: |
| | |
| | >>> from sympy import nroots |
| | >>> nroots(p, 5) |
| | [1.4142, 1.732] |
| | |
| | If the coefficients are symbolic then :func:`sympy.polys.polyroots.roots` |
| | or :func:`~.ground_roots` should be used instead. |
| | |
| | >>> from sympy import roots, ground_roots |
| | >>> p = x**2 - 3*x*y + 2*y**2 |
| | >>> roots(p, x) |
| | {y: 1, 2*y: 1} |
| | >>> ground_roots(p, x) |
| | {y: 1, 2*y: 1} |
| | |
| | Parameters |
| | ========== |
| | |
| | f : :class:`~.Expr` or :class:`~.Poly` |
| | A univariate polynomial with rational (or ``Float``) coefficients. |
| | multiple : ``bool`` (default ``True``). |
| | Whether to return a ``list`` of roots or a list of root/multiplicity |
| | pairs. |
| | radicals : ``bool`` (default ``True``) |
| | Use simple radical formulae rather than :py:class:`~.ComplexRootOf` for |
| | some irrational roots. |
| | |
| | Returns |
| | ======= |
| | |
| | A list of :class:`~.Expr` (usually :class:`~.ComplexRootOf`) representing |
| | the real roots is returned. The roots are arranged in increasing order and |
| | are repeated according to their multiplicities as roots of ``f``. |
| | |
| | If ``multiple=False`` is passed then a list of root/multiplicity pairs is |
| | returned instead. |
| | |
| | If ``radicals=False`` is passed then all roots will be represented as |
| | either rational numbers or :class:`~.ComplexRootOf`. |
| | |
| | See also |
| | ======== |
| | |
| | Poly.real_roots: |
| | The underlying :class:`Poly` method used by :func:`real_roots`. |
| | rootof: |
| | Compute a single numbered root of a univariate polynomial. |
| | all_roots: |
| | Compute all real and non-real roots using :func:`~.rootof`. |
| | ground_roots: |
| | Compute some roots in the ground domain by factorisation. |
| | nroots: |
| | Compute all roots using approximate numerical techniques. |
| | sympy.polys.polyroots.roots: |
| | Compute symbolic expressions for roots using radical formulae. |
| | |
| | References |
| | ========== |
| | |
| | .. [1] https://en.wikipedia.org/wiki/Casus_irreducibilis |
| | """ |
| | try: |
| | F = Poly(f, greedy=False) |
| | if not isinstance(f, Poly) and not F.gen.is_Symbol: |
| | |
| | |
| | |
| | raise PolynomialError("generator must be a Symbol") |
| | except GeneratorsNeeded: |
| | raise PolynomialError( |
| | "Cannot compute real roots of %s, not a polynomial" % f) |
| |
|
| | return F.real_roots(multiple=multiple, radicals=radicals) |
| |
|
| |
|
| | @public |
| | def nroots(f, n=15, maxsteps=50, cleanup=True): |
| | """ |
| | Compute numerical approximations of roots of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import nroots |
| | >>> from sympy.abc import x |
| | |
| | >>> nroots(x**2 - 3, n=15) |
| | [-1.73205080756888, 1.73205080756888] |
| | >>> nroots(x**2 - 3, n=30) |
| | [-1.73205080756887729352744634151, 1.73205080756887729352744634151] |
| | |
| | """ |
| | try: |
| | F = Poly(f, greedy=False) |
| | if not isinstance(f, Poly) and not F.gen.is_Symbol: |
| | |
| | |
| | |
| | raise PolynomialError("generator must be a Symbol") |
| | except GeneratorsNeeded: |
| | raise PolynomialError( |
| | "Cannot compute numerical roots of %s, not a polynomial" % f) |
| |
|
| | return F.nroots(n=n, maxsteps=maxsteps, cleanup=cleanup) |
| |
|
| |
|
| | @public |
| | def ground_roots(f, *gens, **args): |
| | """ |
| | Compute roots of ``f`` by factorization in the ground domain. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import ground_roots |
| | >>> from sympy.abc import x |
| | |
| | >>> ground_roots(x**6 - 4*x**4 + 4*x**3 - x**2) |
| | {0: 2, 1: 2} |
| | |
| | """ |
| | options.allowed_flags(args, []) |
| |
|
| | try: |
| | F, opt = poly_from_expr(f, *gens, **args) |
| | if not isinstance(f, Poly) and not F.gen.is_Symbol: |
| | |
| | |
| | |
| | raise PolynomialError("generator must be a Symbol") |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('ground_roots', 1, exc) |
| |
|
| | return F.ground_roots() |
| |
|
| |
|
| | @public |
| | def nth_power_roots_poly(f, n, *gens, **args): |
| | """ |
| | Construct a polynomial with n-th powers of roots of ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import nth_power_roots_poly, factor, roots |
| | >>> from sympy.abc import x |
| | |
| | >>> f = x**4 - x**2 + 1 |
| | >>> g = factor(nth_power_roots_poly(f, 2)) |
| | |
| | >>> g |
| | (x**2 - x + 1)**2 |
| | |
| | >>> R_f = [ (r**2).expand() for r in roots(f) ] |
| | >>> R_g = roots(g).keys() |
| | |
| | >>> set(R_f) == set(R_g) |
| | True |
| | |
| | """ |
| | options.allowed_flags(args, []) |
| |
|
| | try: |
| | F, opt = poly_from_expr(f, *gens, **args) |
| | if not isinstance(f, Poly) and not F.gen.is_Symbol: |
| | |
| | |
| | |
| | raise PolynomialError("generator must be a Symbol") |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('nth_power_roots_poly', 1, exc) |
| |
|
| | result = F.nth_power_roots_poly(n) |
| |
|
| | if not opt.polys: |
| | return result.as_expr() |
| | else: |
| | return result |
| |
|
| |
|
| | @public |
| | def cancel(f, *gens, _signsimp=True, **args): |
| | """ |
| | Cancel common factors in a rational function ``f``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import cancel, sqrt, Symbol, together |
| | >>> from sympy.abc import x |
| | >>> A = Symbol('A', commutative=False) |
| | |
| | >>> cancel((2*x**2 - 2)/(x**2 - 2*x + 1)) |
| | (2*x + 2)/(x - 1) |
| | >>> cancel((sqrt(3) + sqrt(15)*A)/(sqrt(2) + sqrt(10)*A)) |
| | sqrt(6)/2 |
| | |
| | Note: due to automatic distribution of Rationals, a sum divided by an integer |
| | will appear as a sum. To recover a rational form use `together` on the result: |
| | |
| | >>> cancel(x/2 + 1) |
| | x/2 + 1 |
| | >>> together(_) |
| | (x + 2)/2 |
| | """ |
| | from sympy.simplify.simplify import signsimp |
| | from sympy.polys.rings import sring |
| | options.allowed_flags(args, ['polys']) |
| |
|
| | f = sympify(f) |
| | if _signsimp: |
| | f = signsimp(f) |
| | opt = {} |
| | if 'polys' in args: |
| | opt['polys'] = args['polys'] |
| |
|
| | if not isinstance(f, (tuple, Tuple)): |
| | if f.is_Number or isinstance(f, Relational) or not isinstance(f, Expr): |
| | return f |
| | f = factor_terms(f, radical=True) |
| | p, q = f.as_numer_denom() |
| |
|
| | elif len(f) == 2: |
| | p, q = f |
| | if isinstance(p, Poly) and isinstance(q, Poly): |
| | opt['gens'] = p.gens |
| | opt['domain'] = p.domain |
| | opt['polys'] = opt.get('polys', True) |
| | p, q = p.as_expr(), q.as_expr() |
| | elif isinstance(f, Tuple): |
| | return factor_terms(f) |
| | else: |
| | raise ValueError('unexpected argument: %s' % f) |
| |
|
| | from sympy.functions.elementary.piecewise import Piecewise |
| | try: |
| | if f.has(Piecewise): |
| | raise PolynomialError() |
| | R, (F, G) = sring((p, q), *gens, **args) |
| | if not R.ngens: |
| | if not isinstance(f, (tuple, Tuple)): |
| | return f.expand() |
| | else: |
| | return S.One, p, q |
| | except PolynomialError as msg: |
| | if f.is_commutative and not f.has(Piecewise): |
| | raise PolynomialError(msg) |
| | |
| | if f.is_Add or f.is_Mul: |
| | c, nc = sift(f.args, lambda x: |
| | x.is_commutative is True and not x.has(Piecewise), |
| | binary=True) |
| | nc = [cancel(i) for i in nc] |
| | return f.func(cancel(f.func(*c)), *nc) |
| | else: |
| | reps = [] |
| | pot = preorder_traversal(f) |
| | next(pot) |
| | for e in pot: |
| | |
| | if isinstance(e, (tuple, Tuple, BooleanAtom)): |
| | continue |
| | try: |
| | reps.append((e, cancel(e))) |
| | pot.skip() |
| | except NotImplementedError: |
| | pass |
| | return f.xreplace(dict(reps)) |
| |
|
| | c, (P, Q) = 1, F.cancel(G) |
| | if opt.get('polys', False) and 'gens' not in opt: |
| | opt['gens'] = R.symbols |
| |
|
| | if not isinstance(f, (tuple, Tuple)): |
| | return c*(P.as_expr()/Q.as_expr()) |
| | else: |
| | P, Q = P.as_expr(), Q.as_expr() |
| | if not opt.get('polys', False): |
| | return c, P, Q |
| | else: |
| | return c, Poly(P, *gens, **opt), Poly(Q, *gens, **opt) |
| |
|
| |
|
| | @public |
| | def reduced(f, G, *gens, **args): |
| | """ |
| | Reduces a polynomial ``f`` modulo a set of polynomials ``G``. |
| | |
| | Given a polynomial ``f`` and a set of polynomials ``G = (g_1, ..., g_n)``, |
| | computes a set of quotients ``q = (q_1, ..., q_n)`` and the remainder ``r`` |
| | such that ``f = q_1*g_1 + ... + q_n*g_n + r``, where ``r`` vanishes or ``r`` |
| | is a completely reduced polynomial with respect to ``G``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import reduced |
| | >>> from sympy.abc import x, y |
| | |
| | >>> reduced(2*x**4 + y**2 - x**2 + y**3, [x**3 - x, y**3 - y]) |
| | ([2*x, 1], x**2 + y**2 + y) |
| | |
| | """ |
| | options.allowed_flags(args, ['polys', 'auto']) |
| |
|
| | try: |
| | polys, opt = parallel_poly_from_expr([f] + list(G), *gens, **args) |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('reduced', 0, exc) |
| |
|
| | domain = opt.domain |
| | retract = False |
| |
|
| | if opt.auto and domain.is_Ring and not domain.is_Field: |
| | opt = opt.clone({"domain": domain.get_field()}) |
| | retract = True |
| |
|
| | from sympy.polys.rings import xring |
| | _ring, _ = xring(opt.gens, opt.domain, opt.order) |
| |
|
| | for i, poly in enumerate(polys): |
| | poly = poly.set_domain(opt.domain).rep.to_dict() |
| | polys[i] = _ring.from_dict(poly) |
| |
|
| | Q, r = polys[0].div(polys[1:]) |
| |
|
| | Q = [Poly._from_dict(dict(q), opt) for q in Q] |
| | r = Poly._from_dict(dict(r), opt) |
| |
|
| | if retract: |
| | try: |
| | _Q, _r = [q.to_ring() for q in Q], r.to_ring() |
| | except CoercionFailed: |
| | pass |
| | else: |
| | Q, r = _Q, _r |
| |
|
| | if not opt.polys: |
| | return [q.as_expr() for q in Q], r.as_expr() |
| | else: |
| | return Q, r |
| |
|
| |
|
| | @public |
| | def groebner(F, *gens, **args): |
| | """ |
| | Computes the reduced Groebner basis for a set of polynomials. |
| | |
| | Use the ``order`` argument to set the monomial ordering that will be |
| | used to compute the basis. Allowed orders are ``lex``, ``grlex`` and |
| | ``grevlex``. If no order is specified, it defaults to ``lex``. |
| | |
| | For more information on Groebner bases, see the references and the docstring |
| | of :func:`~.solve_poly_system`. |
| | |
| | Examples |
| | ======== |
| | |
| | Example taken from [1]. |
| | |
| | >>> from sympy import groebner |
| | >>> from sympy.abc import x, y |
| | |
| | >>> F = [x*y - 2*y, 2*y**2 - x**2] |
| | |
| | >>> groebner(F, x, y, order='lex') |
| | GroebnerBasis([x**2 - 2*y**2, x*y - 2*y, y**3 - 2*y], x, y, |
| | domain='ZZ', order='lex') |
| | >>> groebner(F, x, y, order='grlex') |
| | GroebnerBasis([y**3 - 2*y, x**2 - 2*y**2, x*y - 2*y], x, y, |
| | domain='ZZ', order='grlex') |
| | >>> groebner(F, x, y, order='grevlex') |
| | GroebnerBasis([y**3 - 2*y, x**2 - 2*y**2, x*y - 2*y], x, y, |
| | domain='ZZ', order='grevlex') |
| | |
| | By default, an improved implementation of the Buchberger algorithm is |
| | used. Optionally, an implementation of the F5B algorithm can be used. The |
| | algorithm can be set using the ``method`` flag or with the |
| | :func:`sympy.polys.polyconfig.setup` function. |
| | |
| | >>> F = [x**2 - x - 1, (2*x - 1) * y - (x**10 - (1 - x)**10)] |
| | |
| | >>> groebner(F, x, y, method='buchberger') |
| | GroebnerBasis([x**2 - x - 1, y - 55], x, y, domain='ZZ', order='lex') |
| | >>> groebner(F, x, y, method='f5b') |
| | GroebnerBasis([x**2 - x - 1, y - 55], x, y, domain='ZZ', order='lex') |
| | |
| | References |
| | ========== |
| | |
| | 1. [Buchberger01]_ |
| | 2. [Cox97]_ |
| | |
| | """ |
| | return GroebnerBasis(F, *gens, **args) |
| |
|
| |
|
| | @public |
| | def is_zero_dimensional(F, *gens, **args): |
| | """ |
| | Checks if the ideal generated by a Groebner basis is zero-dimensional. |
| | |
| | The algorithm checks if the set of monomials not divisible by the |
| | leading monomial of any element of ``F`` is bounded. |
| | |
| | References |
| | ========== |
| | |
| | David A. Cox, John B. Little, Donal O'Shea. Ideals, Varieties and |
| | Algorithms, 3rd edition, p. 230 |
| | |
| | """ |
| | return GroebnerBasis(F, *gens, **args).is_zero_dimensional |
| |
|
| |
|
| | @public |
| | class GroebnerBasis(Basic): |
| | """Represents a reduced Groebner basis. """ |
| |
|
| | def __new__(cls, F, *gens, **args): |
| | """Compute a reduced Groebner basis for a system of polynomials. """ |
| | options.allowed_flags(args, ['polys', 'method']) |
| |
|
| | try: |
| | polys, opt = parallel_poly_from_expr(F, *gens, **args) |
| | except PolificationFailed as exc: |
| | raise ComputationFailed('groebner', len(F), exc) |
| |
|
| | from sympy.polys.rings import PolyRing |
| | ring = PolyRing(opt.gens, opt.domain, opt.order) |
| |
|
| | polys = [ring.from_dict(poly.rep.to_dict()) for poly in polys if poly] |
| |
|
| | G = _groebner(polys, ring, method=opt.method) |
| | G = [Poly._from_dict(g, opt) for g in G] |
| |
|
| | return cls._new(G, opt) |
| |
|
| | @classmethod |
| | def _new(cls, basis, options): |
| | obj = Basic.__new__(cls) |
| |
|
| | obj._basis = tuple(basis) |
| | obj._options = options |
| |
|
| | return obj |
| |
|
| | @property |
| | def args(self): |
| | basis = (p.as_expr() for p in self._basis) |
| | return (Tuple(*basis), Tuple(*self._options.gens)) |
| |
|
| | @property |
| | def exprs(self): |
| | return [poly.as_expr() for poly in self._basis] |
| |
|
| | @property |
| | def polys(self): |
| | return list(self._basis) |
| |
|
| | @property |
| | def gens(self): |
| | return self._options.gens |
| |
|
| | @property |
| | def domain(self): |
| | return self._options.domain |
| |
|
| | @property |
| | def order(self): |
| | return self._options.order |
| |
|
| | def __len__(self): |
| | return len(self._basis) |
| |
|
| | def __iter__(self): |
| | if self._options.polys: |
| | return iter(self.polys) |
| | else: |
| | return iter(self.exprs) |
| |
|
| | def __getitem__(self, item): |
| | if self._options.polys: |
| | basis = self.polys |
| | else: |
| | basis = self.exprs |
| |
|
| | return basis[item] |
| |
|
| | def __hash__(self): |
| | return hash((self._basis, tuple(self._options.items()))) |
| |
|
| | def __eq__(self, other): |
| | if isinstance(other, self.__class__): |
| | return self._basis == other._basis and self._options == other._options |
| | elif iterable(other): |
| | return self.polys == list(other) or self.exprs == list(other) |
| | else: |
| | return False |
| |
|
| | def __ne__(self, other): |
| | return not self == other |
| |
|
| | @property |
| | def is_zero_dimensional(self): |
| | """ |
| | Checks if the ideal generated by a Groebner basis is zero-dimensional. |
| | |
| | The algorithm checks if the set of monomials not divisible by the |
| | leading monomial of any element of ``F`` is bounded. |
| | |
| | References |
| | ========== |
| | |
| | David A. Cox, John B. Little, Donal O'Shea. Ideals, Varieties and |
| | Algorithms, 3rd edition, p. 230 |
| | |
| | """ |
| | def single_var(monomial): |
| | return sum(map(bool, monomial)) == 1 |
| |
|
| | exponents = Monomial([0]*len(self.gens)) |
| | order = self._options.order |
| |
|
| | for poly in self.polys: |
| | monomial = poly.LM(order=order) |
| |
|
| | if single_var(monomial): |
| | exponents *= monomial |
| |
|
| | |
| | |
| | |
| | return all(exponents) |
| |
|
| | def fglm(self, order): |
| | """ |
| | Convert a Groebner basis from one ordering to another. |
| | |
| | The FGLM algorithm converts reduced Groebner bases of zero-dimensional |
| | ideals from one ordering to another. This method is often used when it |
| | is infeasible to compute a Groebner basis with respect to a particular |
| | ordering directly. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy.abc import x, y |
| | >>> from sympy import groebner |
| | |
| | >>> F = [x**2 - 3*y - x + 1, y**2 - 2*x + y - 1] |
| | >>> G = groebner(F, x, y, order='grlex') |
| | |
| | >>> list(G.fglm('lex')) |
| | [2*x - y**2 - y + 1, y**4 + 2*y**3 - 3*y**2 - 16*y + 7] |
| | >>> list(groebner(F, x, y, order='lex')) |
| | [2*x - y**2 - y + 1, y**4 + 2*y**3 - 3*y**2 - 16*y + 7] |
| | |
| | References |
| | ========== |
| | |
| | .. [1] J.C. Faugere, P. Gianni, D. Lazard, T. Mora (1994). Efficient |
| | Computation of Zero-dimensional Groebner Bases by Change of |
| | Ordering |
| | |
| | """ |
| | opt = self._options |
| |
|
| | src_order = opt.order |
| | dst_order = monomial_key(order) |
| |
|
| | if src_order == dst_order: |
| | return self |
| |
|
| | if not self.is_zero_dimensional: |
| | raise NotImplementedError("Cannot convert Groebner bases of ideals with positive dimension") |
| |
|
| | polys = list(self._basis) |
| | domain = opt.domain |
| |
|
| | opt = opt.clone({ |
| | "domain": domain.get_field(), |
| | "order": dst_order, |
| | }) |
| |
|
| | from sympy.polys.rings import xring |
| | _ring, _ = xring(opt.gens, opt.domain, src_order) |
| |
|
| | for i, poly in enumerate(polys): |
| | poly = poly.set_domain(opt.domain).rep.to_dict() |
| | polys[i] = _ring.from_dict(poly) |
| |
|
| | G = matrix_fglm(polys, _ring, dst_order) |
| | G = [Poly._from_dict(dict(g), opt) for g in G] |
| |
|
| | if not domain.is_Field: |
| | G = [g.clear_denoms(convert=True)[1] for g in G] |
| | opt.domain = domain |
| |
|
| | return self._new(G, opt) |
| |
|
| | def reduce(self, expr, auto=True): |
| | """ |
| | Reduces a polynomial modulo a Groebner basis. |
| | |
| | Given a polynomial ``f`` and a set of polynomials ``G = (g_1, ..., g_n)``, |
| | computes a set of quotients ``q = (q_1, ..., q_n)`` and the remainder ``r`` |
| | such that ``f = q_1*f_1 + ... + q_n*f_n + r``, where ``r`` vanishes or ``r`` |
| | is a completely reduced polynomial with respect to ``G``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import groebner, expand |
| | >>> from sympy.abc import x, y |
| | |
| | >>> f = 2*x**4 - x**2 + y**3 + y**2 |
| | >>> G = groebner([x**3 - x, y**3 - y]) |
| | |
| | >>> G.reduce(f) |
| | ([2*x, 1], x**2 + y**2 + y) |
| | >>> Q, r = _ |
| | |
| | >>> expand(sum(q*g for q, g in zip(Q, G)) + r) |
| | 2*x**4 - x**2 + y**3 + y**2 |
| | >>> _ == f |
| | True |
| | |
| | """ |
| | poly = Poly._from_expr(expr, self._options) |
| | polys = [poly] + list(self._basis) |
| |
|
| | opt = self._options |
| | domain = opt.domain |
| |
|
| | retract = False |
| |
|
| | if auto and domain.is_Ring and not domain.is_Field: |
| | opt = opt.clone({"domain": domain.get_field()}) |
| | retract = True |
| |
|
| | from sympy.polys.rings import xring |
| | _ring, _ = xring(opt.gens, opt.domain, opt.order) |
| |
|
| | for i, poly in enumerate(polys): |
| | poly = poly.set_domain(opt.domain).rep.to_dict() |
| | polys[i] = _ring.from_dict(poly) |
| |
|
| | Q, r = polys[0].div(polys[1:]) |
| |
|
| | Q = [Poly._from_dict(dict(q), opt) for q in Q] |
| | r = Poly._from_dict(dict(r), opt) |
| |
|
| | if retract: |
| | try: |
| | _Q, _r = [q.to_ring() for q in Q], r.to_ring() |
| | except CoercionFailed: |
| | pass |
| | else: |
| | Q, r = _Q, _r |
| |
|
| | if not opt.polys: |
| | return [q.as_expr() for q in Q], r.as_expr() |
| | else: |
| | return Q, r |
| |
|
| | def contains(self, poly): |
| | """ |
| | Check if ``poly`` belongs the ideal generated by ``self``. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import groebner |
| | >>> from sympy.abc import x, y |
| | |
| | >>> f = 2*x**3 + y**3 + 3*y |
| | >>> G = groebner([x**2 + y**2 - 1, x*y - 2]) |
| | |
| | >>> G.contains(f) |
| | True |
| | >>> G.contains(f + 1) |
| | False |
| | |
| | """ |
| | return self.reduce(poly)[1] == 0 |
| |
|
| |
|
| | @public |
| | def poly(expr, *gens, **args): |
| | """ |
| | Efficiently transform an expression into a polynomial. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import poly |
| | >>> from sympy.abc import x |
| | |
| | >>> poly(x*(x**2 + x - 1)**2) |
| | Poly(x**5 + 2*x**4 - x**3 - 2*x**2 + x, x, domain='ZZ') |
| | |
| | """ |
| | options.allowed_flags(args, []) |
| |
|
| | def _poly(expr, opt): |
| | terms, poly_terms = [], [] |
| |
|
| | for term in Add.make_args(expr): |
| | factors, poly_factors = [], [] |
| |
|
| | for factor in Mul.make_args(term): |
| | if factor.is_Add: |
| | poly_factors.append(_poly(factor, opt)) |
| | elif factor.is_Pow and factor.base.is_Add and \ |
| | factor.exp.is_Integer and factor.exp >= 0: |
| | poly_factors.append( |
| | _poly(factor.base, opt).pow(factor.exp)) |
| | else: |
| | factors.append(factor) |
| |
|
| | if not poly_factors: |
| | terms.append(term) |
| | else: |
| | product = poly_factors[0] |
| |
|
| | for factor in poly_factors[1:]: |
| | product = product.mul(factor) |
| |
|
| | if factors: |
| | factor = Mul(*factors) |
| |
|
| | if factor.is_Number: |
| | product *= factor |
| | else: |
| | product = product.mul(Poly._from_expr(factor, opt)) |
| |
|
| | poly_terms.append(product) |
| |
|
| | if not poly_terms: |
| | result = Poly._from_expr(expr, opt) |
| | else: |
| | result = poly_terms[0] |
| |
|
| | for term in poly_terms[1:]: |
| | result = result.add(term) |
| |
|
| | if terms: |
| | term = Add(*terms) |
| |
|
| | if term.is_Number: |
| | result += term |
| | else: |
| | result = result.add(Poly._from_expr(term, opt)) |
| |
|
| | return result.reorder(*opt.get('gens', ()), **args) |
| |
|
| | expr = sympify(expr) |
| |
|
| | if expr.is_Poly: |
| | return Poly(expr, *gens, **args) |
| |
|
| | if 'expand' not in args: |
| | args['expand'] = False |
| |
|
| | opt = options.build_options(gens, args) |
| |
|
| | return _poly(expr, opt) |
| |
|
| |
|
| | def named_poly(n, f, K, name, x, polys): |
| | r"""Common interface to the low-level polynomial generating functions |
| | in orthopolys and appellseqs. |
| | |
| | Parameters |
| | ========== |
| | |
| | n : int |
| | Index of the polynomial, which may or may not equal its degree. |
| | f : callable |
| | Low-level generating function to use. |
| | K : Domain or None |
| | Domain in which to perform the computations. If None, use the smallest |
| | field containing the rationals and the extra parameters of x (see below). |
| | name : str |
| | Name of an arbitrary individual polynomial in the sequence generated |
| | by f, only used in the error message for invalid n. |
| | x : seq |
| | The first element of this argument is the main variable of all |
| | polynomials in this sequence. Any further elements are extra |
| | parameters required by f. |
| | polys : bool, optional |
| | If True, return a Poly, otherwise (default) return an expression. |
| | """ |
| | if n < 0: |
| | raise ValueError("Cannot generate %s of index %s" % (name, n)) |
| | head, tail = x[0], x[1:] |
| | if K is None: |
| | K, tail = construct_domain(tail, field=True) |
| | poly = DMP(f(int(n), *tail, K), K) |
| | if head is None: |
| | poly = PurePoly.new(poly, Dummy('x')) |
| | else: |
| | poly = Poly.new(poly, head) |
| | return poly if polys else poly.as_expr() |
| |
|