""" Computations with homomorphisms of modules and rings. This module implements classes for representing homomorphisms of rings and their modules. Instead of instantiating the classes directly, you should use the function ``homomorphism(from, to, matrix)`` to create homomorphism objects. """ from sympy.polys.agca.modules import (Module, FreeModule, QuotientModule, SubModule, SubQuotientModule) from sympy.polys.polyerrors import CoercionFailed # The main computational task for module homomorphisms is kernels. # For this reason, the concrete classes are organised by domain module type. class ModuleHomomorphism: """ Abstract base class for module homomoprhisms. Do not instantiate. Instead, use the ``homomorphism`` function: >>> from sympy import QQ >>> from sympy.abc import x >>> from sympy.polys.agca import homomorphism >>> F = QQ.old_poly_ring(x).free_module(2) >>> homomorphism(F, F, [[1, 0], [0, 1]]) Matrix([ [1, 0], : QQ[x]**2 -> QQ[x]**2 [0, 1]]) Attributes: - ring - the ring over which we are considering modules - domain - the domain module - codomain - the codomain module - _ker - cached kernel - _img - cached image Non-implemented methods: - _kernel - _image - _restrict_domain - _restrict_codomain - _quotient_domain - _quotient_codomain - _apply - _mul_scalar - _compose - _add """ def __init__(self, domain, codomain): if not isinstance(domain, Module): raise TypeError('Source must be a module, got %s' % domain) if not isinstance(codomain, Module): raise TypeError('Target must be a module, got %s' % codomain) if domain.ring != codomain.ring: raise ValueError('Source and codomain must be over same ring, ' 'got %s != %s' % (domain, codomain)) self.domain = domain self.codomain = codomain self.ring = domain.ring self._ker = None self._img = None def kernel(self): r""" Compute the kernel of ``self``. That is, if ``self`` is the homomorphism `\phi: M \to N`, then compute `ker(\phi) = \{x \in M | \phi(x) = 0\}`. This is a submodule of `M`. Examples ======== >>> from sympy import QQ >>> from sympy.abc import x >>> from sympy.polys.agca import homomorphism >>> F = QQ.old_poly_ring(x).free_module(2) >>> homomorphism(F, F, [[1, 0], [x, 0]]).kernel() <[x, -1]> """ if self._ker is None: self._ker = self._kernel() return self._ker def image(self): r""" Compute the image of ``self``. That is, if ``self`` is the homomorphism `\phi: M \to N`, then compute `im(\phi) = \{\phi(x) | x \in M \}`. This is a submodule of `N`. Examples ======== >>> from sympy import QQ >>> from sympy.abc import x >>> from sympy.polys.agca import homomorphism >>> F = QQ.old_poly_ring(x).free_module(2) >>> homomorphism(F, F, [[1, 0], [x, 0]]).image() == F.submodule([1, 0]) True """ if self._img is None: self._img = self._image() return self._img def _kernel(self): """Compute the kernel of ``self``.""" raise NotImplementedError def _image(self): """Compute the image of ``self``.""" raise NotImplementedError def _restrict_domain(self, sm): """Implementation of domain restriction.""" raise NotImplementedError def _restrict_codomain(self, sm): """Implementation of codomain restriction.""" raise NotImplementedError def _quotient_domain(self, sm): """Implementation of domain quotient.""" raise NotImplementedError def _quotient_codomain(self, sm): """Implementation of codomain quotient.""" raise NotImplementedError def restrict_domain(self, sm): """ Return ``self``, with the domain restricted to ``sm``. Here ``sm`` has to be a submodule of ``self.domain``. Examples ======== >>> from sympy import QQ >>> from sympy.abc import x >>> from sympy.polys.agca import homomorphism >>> F = QQ.old_poly_ring(x).free_module(2) >>> h = homomorphism(F, F, [[1, 0], [x, 0]]) >>> h Matrix([ [1, x], : QQ[x]**2 -> QQ[x]**2 [0, 0]]) >>> h.restrict_domain(F.submodule([1, 0])) Matrix([ [1, x], : <[1, 0]> -> QQ[x]**2 [0, 0]]) This is the same as just composing on the right with the submodule inclusion: >>> h * F.submodule([1, 0]).inclusion_hom() Matrix([ [1, x], : <[1, 0]> -> QQ[x]**2 [0, 0]]) """ if not self.domain.is_submodule(sm): raise ValueError('sm must be a submodule of %s, got %s' % (self.domain, sm)) if sm == self.domain: return self return self._restrict_domain(sm) def restrict_codomain(self, sm): """ Return ``self``, with codomain restricted to to ``sm``. Here ``sm`` has to be a submodule of ``self.codomain`` containing the image. Examples ======== >>> from sympy import QQ >>> from sympy.abc import x >>> from sympy.polys.agca import homomorphism >>> F = QQ.old_poly_ring(x).free_module(2) >>> h = homomorphism(F, F, [[1, 0], [x, 0]]) >>> h Matrix([ [1, x], : QQ[x]**2 -> QQ[x]**2 [0, 0]]) >>> h.restrict_codomain(F.submodule([1, 0])) Matrix([ [1, x], : QQ[x]**2 -> <[1, 0]> [0, 0]]) """ if not sm.is_submodule(self.image()): raise ValueError('the image %s must contain sm, got %s' % (self.image(), sm)) if sm == self.codomain: return self return self._restrict_codomain(sm) def quotient_domain(self, sm): """ Return ``self`` with domain replaced by ``domain/sm``. Here ``sm`` must be a submodule of ``self.kernel()``. Examples ======== >>> from sympy import QQ >>> from sympy.abc import x >>> from sympy.polys.agca import homomorphism >>> F = QQ.old_poly_ring(x).free_module(2) >>> h = homomorphism(F, F, [[1, 0], [x, 0]]) >>> h Matrix([ [1, x], : QQ[x]**2 -> QQ[x]**2 [0, 0]]) >>> h.quotient_domain(F.submodule([-x, 1])) Matrix([ [1, x], : QQ[x]**2/<[-x, 1]> -> QQ[x]**2 [0, 0]]) """ if not self.kernel().is_submodule(sm): raise ValueError('kernel %s must contain sm, got %s' % (self.kernel(), sm)) if sm.is_zero(): return self return self._quotient_domain(sm) def quotient_codomain(self, sm): """ Return ``self`` with codomain replaced by ``codomain/sm``. Here ``sm`` must be a submodule of ``self.codomain``. Examples ======== >>> from sympy import QQ >>> from sympy.abc import x >>> from sympy.polys.agca import homomorphism >>> F = QQ.old_poly_ring(x).free_module(2) >>> h = homomorphism(F, F, [[1, 0], [x, 0]]) >>> h Matrix([ [1, x], : QQ[x]**2 -> QQ[x]**2 [0, 0]]) >>> h.quotient_codomain(F.submodule([1, 1])) Matrix([ [1, x], : QQ[x]**2 -> QQ[x]**2/<[1, 1]> [0, 0]]) This is the same as composing with the quotient map on the left: >>> (F/[(1, 1)]).quotient_hom() * h Matrix([ [1, x], : QQ[x]**2 -> QQ[x]**2/<[1, 1]> [0, 0]]) """ if not self.codomain.is_submodule(sm): raise ValueError('sm must be a submodule of codomain %s, got %s' % (self.codomain, sm)) if sm.is_zero(): return self return self._quotient_codomain(sm) def _apply(self, elem): """Apply ``self`` to ``elem``.""" raise NotImplementedError def __call__(self, elem): return self.codomain.convert(self._apply(self.domain.convert(elem))) def _compose(self, oth): """ Compose ``self`` with ``oth``, that is, return the homomorphism obtained by first applying then ``self``, then ``oth``. (This method is private since in this syntax, it is non-obvious which homomorphism is executed first.) """ raise NotImplementedError def _mul_scalar(self, c): """Scalar multiplication. ``c`` is guaranteed in self.ring.""" raise NotImplementedError def _add(self, oth): """ Homomorphism addition. ``oth`` is guaranteed to be a homomorphism with same domain/codomain. """ raise NotImplementedError def _check_hom(self, oth): """Helper to check that oth is a homomorphism with same domain/codomain.""" if not isinstance(oth, ModuleHomomorphism): return False return oth.domain == self.domain and oth.codomain == self.codomain def __mul__(self, oth): if isinstance(oth, ModuleHomomorphism) and self.domain == oth.codomain: return oth._compose(self) try: return self._mul_scalar(self.ring.convert(oth)) except CoercionFailed: return NotImplemented # NOTE: _compose will never be called from rmul __rmul__ = __mul__ def __truediv__(self, oth): try: return self._mul_scalar(1/self.ring.convert(oth)) except CoercionFailed: return NotImplemented def __add__(self, oth): if self._check_hom(oth): return self._add(oth) return NotImplemented def __sub__(self, oth): if self._check_hom(oth): return self._add(oth._mul_scalar(self.ring.convert(-1))) return NotImplemented def is_injective(self): """ Return True if ``self`` is injective. That is, check if the elements of the domain are mapped to the same codomain element. Examples ======== >>> from sympy import QQ >>> from sympy.abc import x >>> from sympy.polys.agca import homomorphism >>> F = QQ.old_poly_ring(x).free_module(2) >>> h = homomorphism(F, F, [[1, 0], [x, 0]]) >>> h.is_injective() False >>> h.quotient_domain(h.kernel()).is_injective() True """ return self.kernel().is_zero() def is_surjective(self): """ Return True if ``self`` is surjective. That is, check if every element of the codomain has at least one preimage. Examples ======== >>> from sympy import QQ >>> from sympy.abc import x >>> from sympy.polys.agca import homomorphism >>> F = QQ.old_poly_ring(x).free_module(2) >>> h = homomorphism(F, F, [[1, 0], [x, 0]]) >>> h.is_surjective() False >>> h.restrict_codomain(h.image()).is_surjective() True """ return self.image() == self.codomain def is_isomorphism(self): """ Return True if ``self`` is an isomorphism. That is, check if every element of the codomain has precisely one preimage. Equivalently, ``self`` is both injective and surjective. Examples ======== >>> from sympy import QQ >>> from sympy.abc import x >>> from sympy.polys.agca import homomorphism >>> F = QQ.old_poly_ring(x).free_module(2) >>> h = homomorphism(F, F, [[1, 0], [x, 0]]) >>> h = h.restrict_codomain(h.image()) >>> h.is_isomorphism() False >>> h.quotient_domain(h.kernel()).is_isomorphism() True """ return self.is_injective() and self.is_surjective() def is_zero(self): """ Return True if ``self`` is a zero morphism. That is, check if every element of the domain is mapped to zero under self. Examples ======== >>> from sympy import QQ >>> from sympy.abc import x >>> from sympy.polys.agca import homomorphism >>> F = QQ.old_poly_ring(x).free_module(2) >>> h = homomorphism(F, F, [[1, 0], [x, 0]]) >>> h.is_zero() False >>> h.restrict_domain(F.submodule()).is_zero() True >>> h.quotient_codomain(h.image()).is_zero() True """ return self.image().is_zero() def __eq__(self, oth): try: return (self - oth).is_zero() except TypeError: return False def __ne__(self, oth): return not (self == oth) class MatrixHomomorphism(ModuleHomomorphism): r""" Helper class for all homomoprhisms which are expressed via a matrix. That is, for such homomorphisms ``domain`` is contained in a module generated by finitely many elements `e_1, \ldots, e_n`, so that the homomorphism is determined uniquely by its action on the `e_i`. It can thus be represented as a vector of elements of the codomain module, or potentially a supermodule of the codomain module (and hence conventionally as a matrix, if there is a similar interpretation for elements of the codomain module). Note that this class does *not* assume that the `e_i` freely generate a submodule, nor that ``domain`` is even all of this submodule. It exists only to unify the interface. Do not instantiate. Attributes: - matrix - the list of images determining the homomorphism. NOTE: the elements of matrix belong to either self.codomain or self.codomain.container Still non-implemented methods: - kernel - _apply """ def __init__(self, domain, codomain, matrix): ModuleHomomorphism.__init__(self, domain, codomain) if len(matrix) != domain.rank: raise ValueError('Need to provide %s elements, got %s' % (domain.rank, len(matrix))) converter = self.codomain.convert if isinstance(self.codomain, (SubModule, SubQuotientModule)): converter = self.codomain.container.convert self.matrix = tuple(converter(x) for x in matrix) def _sympy_matrix(self): """Helper function which returns a SymPy matrix ``self.matrix``.""" from sympy.matrices import Matrix c = lambda x: x if isinstance(self.codomain, (QuotientModule, SubQuotientModule)): c = lambda x: x.data return Matrix([[self.ring.to_sympy(y) for y in c(x)] for x in self.matrix]).T def __repr__(self): lines = repr(self._sympy_matrix()).split('\n') t = " : %s -> %s" % (self.domain, self.codomain) s = ' '*len(t) n = len(lines) for i in range(n // 2): lines[i] += s lines[n // 2] += t for i in range(n//2 + 1, n): lines[i] += s return '\n'.join(lines) def _restrict_domain(self, sm): """Implementation of domain restriction.""" return SubModuleHomomorphism(sm, self.codomain, self.matrix) def _restrict_codomain(self, sm): """Implementation of codomain restriction.""" return self.__class__(self.domain, sm, self.matrix) def _quotient_domain(self, sm): """Implementation of domain quotient.""" return self.__class__(self.domain/sm, self.codomain, self.matrix) def _quotient_codomain(self, sm): """Implementation of codomain quotient.""" Q = self.codomain/sm converter = Q.convert if isinstance(self.codomain, SubModule): converter = Q.container.convert return self.__class__(self.domain, self.codomain/sm, [converter(x) for x in self.matrix]) def _add(self, oth): return self.__class__(self.domain, self.codomain, [x + y for x, y in zip(self.matrix, oth.matrix)]) def _mul_scalar(self, c): return self.__class__(self.domain, self.codomain, [c*x for x in self.matrix]) def _compose(self, oth): return self.__class__(self.domain, oth.codomain, [oth(x) for x in self.matrix]) class FreeModuleHomomorphism(MatrixHomomorphism): """ Concrete class for homomorphisms with domain a free module or a quotient thereof. Do not instantiate; the constructor does not check that your data is well defined. Use the ``homomorphism`` function instead: >>> from sympy import QQ >>> from sympy.abc import x >>> from sympy.polys.agca import homomorphism >>> F = QQ.old_poly_ring(x).free_module(2) >>> homomorphism(F, F, [[1, 0], [0, 1]]) Matrix([ [1, 0], : QQ[x]**2 -> QQ[x]**2 [0, 1]]) """ def _apply(self, elem): if isinstance(self.domain, QuotientModule): elem = elem.data return sum(x * e for x, e in zip(elem, self.matrix)) def _image(self): return self.codomain.submodule(*self.matrix) def _kernel(self): # The domain is either a free module or a quotient thereof. # It does not matter if it is a quotient, because that won't increase # the kernel. # Our generators {e_i} are sent to the matrix entries {b_i}. # The kernel is essentially the syzygy module of these {b_i}. syz = self.image().syzygy_module() return self.domain.submodule(*syz.gens) class SubModuleHomomorphism(MatrixHomomorphism): """ Concrete class for homomorphism with domain a submodule of a free module or a quotient thereof. Do not instantiate; the constructor does not check that your data is well defined. Use the ``homomorphism`` function instead: >>> from sympy import QQ >>> from sympy.abc import x >>> from sympy.polys.agca import homomorphism >>> M = QQ.old_poly_ring(x).free_module(2)*x >>> homomorphism(M, M, [[1, 0], [0, 1]]) Matrix([ [1, 0], : <[x, 0], [0, x]> -> <[x, 0], [0, x]> [0, 1]]) """ def _apply(self, elem): if isinstance(self.domain, SubQuotientModule): elem = elem.data return sum(x * e for x, e in zip(elem, self.matrix)) def _image(self): return self.codomain.submodule(*[self(x) for x in self.domain.gens]) def _kernel(self): syz = self.image().syzygy_module() return self.domain.submodule( *[sum(xi*gi for xi, gi in zip(s, self.domain.gens)) for s in syz.gens]) def homomorphism(domain, codomain, matrix): r""" Create a homomorphism object. This function tries to build a homomorphism from ``domain`` to ``codomain`` via the matrix ``matrix``. Examples ======== >>> from sympy import QQ >>> from sympy.abc import x >>> from sympy.polys.agca import homomorphism >>> R = QQ.old_poly_ring(x) >>> T = R.free_module(2) If ``domain`` is a free module generated by `e_1, \ldots, e_n`, then ``matrix`` should be an n-element iterable `(b_1, \ldots, b_n)` where the `b_i` are elements of ``codomain``. The constructed homomorphism is the unique homomorphism sending `e_i` to `b_i`. >>> F = R.free_module(2) >>> h = homomorphism(F, T, [[1, x], [x**2, 0]]) >>> h Matrix([ [1, x**2], : QQ[x]**2 -> QQ[x]**2 [x, 0]]) >>> h([1, 0]) [1, x] >>> h([0, 1]) [x**2, 0] >>> h([1, 1]) [x**2 + 1, x] If ``domain`` is a submodule of a free module, them ``matrix`` determines a homomoprhism from the containing free module to ``codomain``, and the homomorphism returned is obtained by restriction to ``domain``. >>> S = F.submodule([1, 0], [0, x]) >>> homomorphism(S, T, [[1, x], [x**2, 0]]) Matrix([ [1, x**2], : <[1, 0], [0, x]> -> QQ[x]**2 [x, 0]]) If ``domain`` is a (sub)quotient `N/K`, then ``matrix`` determines a homomorphism from `N` to ``codomain``. If the kernel contains `K`, this homomorphism descends to ``domain`` and is returned; otherwise an exception is raised. >>> homomorphism(S/[(1, 0)], T, [0, [x**2, 0]]) Matrix([ [0, x**2], : <[1, 0] + <[1, 0]>, [0, x] + <[1, 0]>, [1, 0] + <[1, 0]>> -> QQ[x]**2 [0, 0]]) >>> homomorphism(S/[(0, x)], T, [0, [x**2, 0]]) Traceback (most recent call last): ... ValueError: kernel <[1, 0], [0, 0]> must contain sm, got <[0,x]> """ def freepres(module): """ Return a tuple ``(F, S, Q, c)`` where ``F`` is a free module, ``S`` is a submodule of ``F``, and ``Q`` a submodule of ``S``, such that ``module = S/Q``, and ``c`` is a conversion function. """ if isinstance(module, FreeModule): return module, module, module.submodule(), lambda x: module.convert(x) if isinstance(module, QuotientModule): return (module.base, module.base, module.killed_module, lambda x: module.convert(x).data) if isinstance(module, SubQuotientModule): return (module.base.container, module.base, module.killed_module, lambda x: module.container.convert(x).data) # an ordinary submodule return (module.container, module, module.submodule(), lambda x: module.container.convert(x)) SF, SS, SQ, _ = freepres(domain) TF, TS, TQ, c = freepres(codomain) # NOTE this is probably a bit inefficient (redundant checks) return FreeModuleHomomorphism(SF, TF, [c(x) for x in matrix] ).restrict_domain(SS).restrict_codomain(TS ).quotient_codomain(TQ).quotient_domain(SQ)