Source code for sympy.polys.numberfields

"""Computational algebraic number field theory. """

from sympy import (
    S, Expr, Rational,
    Symbol, Add, Mul, sympify, Q, ask, Dummy, Tuple

from sympy.polys.polytools import (
    Poly, PurePoly, sqf_norm, invert, factor_list, groebner,

from sympy.polys.polyclasses import (
    ANP, DMP,

from sympy.polys.polyerrors import (

from sympy.printing.lambdarepr import LambdaPrinter

from sympy.utilities import (
    numbered_symbols, variations, lambdify,

from sympy.ntheory import sieve
from sympy.mpmath import pslq, mp

[docs]def minimal_polynomial(ex, x=None, **args): """ Computes the minimal polynomial of an algebraic number. Examples ======== >>> from sympy import minimal_polynomial, sqrt >>> from sympy.abc import x >>> minimal_polynomial(sqrt(2), x) x**2 - 2 >>> minimal_polynomial(sqrt(2) + sqrt(3), x) x**4 - 10*x**2 + 1 """ generator = numbered_symbols('a', cls=Dummy) mapping, symbols, replace = {}, {}, [] ex = sympify(ex) if x is not None: x, cls = sympify(x), Poly else: x, cls = Dummy('x'), PurePoly def update_mapping(ex, exp, base=None): a = next(generator) symbols[ex] = a if base is not None: mapping[ex] = a**exp + base else: mapping[ex] = exp.as_expr(a) return a def bottom_up_scan(ex): if ex.is_Atom: if ex is S.ImaginaryUnit: if ex not in mapping: return update_mapping(ex, 2, 1) else: return symbols[ex] elif ex.is_Rational: return ex elif ex.is_Add: return Add(*[ bottom_up_scan(g) for g in ex.args ]) elif ex.is_Mul: return Mul(*[ bottom_up_scan(g) for g in ex.args ]) elif ex.is_Pow: if ex.exp.is_Rational: if ex.exp < 0 and ex.base.is_Add: coeff, terms = ex.base.as_coeff_add() elt, _ = primitive_element(terms, polys=True) alg = ex.base - coeff # XXX: turn this into eval() inverse = invert(elt.gen + coeff, elt).as_expr() base = inverse.subs(elt.gen, alg).expand() if ex.exp == -1: return bottom_up_scan(base) else: ex = base**(-ex.exp) if not ex.exp.is_Integer: base, exp = (ex.base**ex.exp.p).expand(), Rational(1, ex.exp.q) else: base, exp = ex.base, ex.exp base = bottom_up_scan(base) expr = base**exp if expr not in mapping: return update_mapping(expr, 1/exp, -base) else: return symbols[expr] elif ex.is_AlgebraicNumber: if ex.root not in mapping: return update_mapping(ex.root, ex.minpoly) else: return symbols[ex.root] raise NotAlgebraic("%s doesn't seem to be an algebraic number" % ex) polys = args.get('polys', False) if ex.is_AlgebraicNumber: if not polys: return ex.minpoly.as_expr(x) else: return ex.minpoly.replace(x) elif ex.is_Rational: result = ex.q*x - ex.p else: F = [x - bottom_up_scan(ex)] + list(mapping.values()) G = groebner(F, list(symbols.values()) + [x], order='lex') _, factors = factor_list(G[-1]) if len(factors) == 1: ((result, _),) = factors else: for result, _ in factors: if result.subs(x, ex).evalf(chop=True) == 0: break else: # pragma: no cover raise NotImplementedError("multiple candidates for the minimal polynomial of %s" % ex) if polys: return cls(result, x, field=True) else: return result
minpoly = minimal_polynomial def _coeffs_generator(n): """Generate coefficients for `primitive_element()`. """ for coeffs in variations([1,-1], n, repetition=True): yield list(coeffs)
[docs]def primitive_element(extension, x=None, **args): """Construct a common number field for all extensions. """ if not extension: raise ValueError("can't compute primitive element for empty extension") if x is not None: x, cls = sympify(x), Poly else: x, cls = Dummy('x'), PurePoly if not args.get('ex', False): extension = [ AlgebraicNumber(ext, gen=x) for ext in extension ] g, coeffs = extension[0].minpoly.replace(x), [1] for ext in extension[1:]: s, _, g = sqf_norm(g, x, extension=ext) coeffs = [ s*c for c in coeffs ] + [1] if not args.get('polys', False): return g.as_expr(), coeffs else: return cls(g), coeffs generator = numbered_symbols('y', cls=Dummy) F, Y = [], [] for ext in extension: y = next(generator) if ext.is_Poly: if ext.is_univariate: f = ext.as_expr(y) else: raise ValueError("expected minimal polynomial, got %s" % ext) else: f = minpoly(ext, y) F.append(f) Y.append(y) coeffs_generator = args.get('coeffs', _coeffs_generator) for coeffs in coeffs_generator(len(Y)): f = x - sum([ c*y for c, y in zip(coeffs, Y)]) G = groebner(F + [f], Y + [x], order='lex', field=True) H, g = G[:-1], cls(G[-1], x, domain='QQ') for i, (h, y) in enumerate(list(zip(H, Y))): try: H[i] = Poly(y - h, x, domain='QQ').all_coeffs() # XXX: composite=False except CoercionFailed: # pragma: no cover break # G is not a triangular set else: break else: # pragma: no cover raise RuntimeError("run out of coefficient configurations") _, g = g.clear_denoms() if not args.get('polys', False): return g.as_expr(), coeffs, H else: return g, coeffs, H
def is_isomorphism_possible(a, b): """Returns `True` if there is a chance for isomorphism. """ n = a.minpoly.degree() m = b.minpoly.degree() if m % n != 0: return False if n == m: return True da = a.minpoly.discriminant() db = b.minpoly.discriminant() i, k, half = 1, m//n, db//2 while True: p = sieve[i] P = p**k if P > half: break if ((da % p) % 2) and not (db % P): return False i += 1 return True def field_isomorphism_pslq(a, b): """Construct field isomorphism using PSLQ algorithm. """ if not a.root.is_real or not b.root.is_real: raise NotImplementedError("PSLQ doesn't support complex coefficients") f = a.minpoly g = b.minpoly.replace(f.gen) n, m, prev = 100, b.minpoly.degree(), None for i in range(1, 5): A = a.root.evalf(n) B = b.root.evalf(n) basis = [1, B] + [ B**i for i in range(2, m) ] + [A] dps, mp.dps = mp.dps, n coeffs = pslq(basis, maxcoeff=int(1e10), maxsteps=1000) mp.dps = dps if coeffs is None: break if coeffs != prev: prev = coeffs else: break coeffs = [S(c)/coeffs[-1] for c in coeffs[:-1]] while not coeffs[-1]: coeffs.pop() coeffs = list(reversed(coeffs)) h = Poly(coeffs, f.gen, domain='QQ') if f.compose(h).rem(g).is_zero: d, approx = len(coeffs)-1, 0 for i, coeff in enumerate(coeffs): approx += coeff*B**(d-i) if A*approx < 0: return [ -c for c in coeffs ] else: return coeffs elif f.compose(-h).rem(g).is_zero: return [ -c for c in coeffs ] else: n *= 2 return None def field_isomorphism_factor(a, b): """Construct field isomorphism via factorization. """ _, factors = factor_list(a.minpoly, extension=b) for f, _ in factors: if f.degree() == 1: coeffs = f.rep.TC().to_sympy_list() d, terms = len(coeffs)-1, [] for i, coeff in enumerate(coeffs): terms.append(coeff*b.root**(d-i)) root = Add(*terms) if (a.root - root).evalf(chop=True) == 0: return coeffs if (a.root + root).evalf(chop=True) == 0: return [ -c for c in coeffs ] else: return None
[docs]def field_isomorphism(a, b, **args): """Construct an isomorphism between two number fields. """ a, b = sympify(a), sympify(b) if not a.is_AlgebraicNumber: a = AlgebraicNumber(a) if not b.is_AlgebraicNumber: b = AlgebraicNumber(b) if a == b: return a.coeffs() n = a.minpoly.degree() m = b.minpoly.degree() if n == 1: return [a.root] if m % n != 0: return None if args.get('fast', True): try: result = field_isomorphism_pslq(a, b) if result is not None: return result except NotImplementedError: pass return field_isomorphism_factor(a, b)
[docs]def to_number_field(extension, theta=None, **args): """Express `extension` in the field generated by `theta`. """ gen = args.get('gen') if hasattr(extension, '__iter__'): extension = list(extension) else: extension = [extension] if len(extension) == 1 and type(extension[0]) is tuple: return AlgebraicNumber(extension[0]) minpoly, coeffs = primitive_element(extension, gen, polys=True) root = sum([ coeff*ext for coeff, ext in zip(coeffs, extension) ]) if theta is None: return AlgebraicNumber((minpoly, root)) else: theta = sympify(theta) if not theta.is_AlgebraicNumber: theta = AlgebraicNumber(theta, gen=gen) coeffs = field_isomorphism(root, theta) if coeffs is not None: return AlgebraicNumber(theta, coeffs) else: raise IsomorphismFailed("%s is not in a subfield of %s" % (root, theta.root))
[docs]class AlgebraicNumber(Expr): """Class for representing algebraic numbers in SymPy. """ __slots__ = ['rep', 'root', 'alias', 'minpoly'] is_AlgebraicNumber = True def __new__(cls, expr, coeffs=Tuple(), alias=None, **args): """Construct a new algebraic number. """ expr = sympify(expr) if isinstance(expr, (tuple, Tuple)): minpoly, root = expr if not minpoly.is_Poly: minpoly = Poly(minpoly) elif expr.is_AlgebraicNumber: minpoly, root = expr.minpoly, expr.root else: minpoly, root = minimal_polynomial(expr, args.get('gen'), polys=True), expr dom = minpoly.get_domain() if coeffs != Tuple(): if not isinstance(coeffs, ANP): rep = DMP.from_sympy_list(sympify(coeffs), 0, dom) scoeffs = Tuple(*coeffs) else: rep = DMP.from_list(coeffs.to_list(), 0, dom) scoeffs = Tuple(*coeffs.to_list()) if rep.degree() >= minpoly.degree(): rep = rep.rem(minpoly.rep) sargs = (root, scoeffs) else: rep = DMP.from_list([1, 0], 0, dom) if ask(Q.negative(root)): rep = -rep sargs = (root, coeffs) if alias is not None: if not isinstance(alias, Symbol): alias = Symbol(alias) sargs = sargs + (alias,) obj = Expr.__new__(cls, *sargs) obj.rep = rep obj.root = root obj.alias = alias obj.minpoly = minpoly return obj def __hash__(self): return super(AlgebraicNumber, self).__hash__() def _eval_evalf(self, prec): return self.as_expr()._evalf(prec) @property
[docs] def is_aliased(self): """Returns ``True`` if ``alias`` was set. """ return self.alias is not None
[docs] def as_poly(self, x=None): """Create a Poly instance from ``self``. """ if x is not None: return Poly.new(self.rep, x) else: if self.alias is not None: return Poly.new(self.rep, self.alias) else: return PurePoly.new(self.rep, Dummy('x'))
[docs] def as_expr(self, x=None): """Create a Basic expression from ``self``. """ return self.as_poly(x or self.root).as_expr().expand()
[docs] def coeffs(self): """Returns all SymPy coefficients of an algebraic number. """ return [ self.rep.dom.to_sympy(c) for c in self.rep.all_coeffs() ]
[docs] def native_coeffs(self): """Returns all native coefficients of an algebraic number. """ return self.rep.all_coeffs()
[docs] def to_algebraic_integer(self): """Convert ``self`` to an algebraic integer. """ f = self.minpoly if f.LC() == 1: return self coeff = f.LC()**(f.degree()-1) poly = f.compose(Poly(f.gen/f.LC())) minpoly = poly*coeff root = f.LC()*self.root return AlgebraicNumber((minpoly, root), self.coeffs())
class IntervalPrinter(LambdaPrinter): """Use ``lambda`` printer but print numbers as ``mpi`` intervals. """ def _print_Integer(self, expr): return "mpi('%s')" % super(IntervalPrinter, self)._print_Integer(expr) def _print_Rational(self, expr): return "mpi('%s')" % super(IntervalPrinter, self)._print_Rational(expr) def _print_Pow(self, expr): return super(IntervalPrinter, self)._print_Pow(expr, rational=True)
[docs]def isolate(alg, eps=None, fast=False): """Give a rational isolating interval for an algebraic number. """ alg = sympify(alg) if alg.is_Rational: return (alg, alg) elif not ask(Q.real(alg)): raise NotImplementedError("complex algebraic numbers are not supported") func = lambdify((), alg, modules="mpmath", printer=IntervalPrinter()) poly = minpoly(alg, polys=True) intervals = poly.intervals(sqf=True) dps, done = mp.dps, False try: while not done: alg = func() for a, b in intervals: if a <= alg.a and alg.b <= b: done = True break else: mp.dps *= 2 finally: mp.dps = dps if eps is not None: a, b = poly.refine_root(a, b, eps=eps, fast=fast) return (a, b)