| | from sympy.core.numbers import Rational |
| | from sympy.core.singleton import S |
| | from sympy.core.symbol import symbols |
| | from sympy.functions.elementary.complexes import sign |
| | from sympy.functions.elementary.miscellaneous import sqrt |
| | from sympy.polys.polytools import gcd |
| | from sympy.sets.sets import Complement |
| | from sympy.core import Basic, Tuple, diff, expand, Eq, Integer |
| | from sympy.core.sorting import ordered |
| | from sympy.core.symbol import _symbol |
| | from sympy.solvers import solveset, nonlinsolve, diophantine |
| | from sympy.polys import total_degree |
| | from sympy.geometry import Point |
| | from sympy.ntheory.factor_ import core |
| |
|
| |
|
| | class ImplicitRegion(Basic): |
| | """ |
| | Represents an implicit region in space. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Eq |
| | >>> from sympy.abc import x, y, z, t |
| | >>> from sympy.vector import ImplicitRegion |
| | |
| | >>> ImplicitRegion((x, y), x**2 + y**2 - 4) |
| | ImplicitRegion((x, y), x**2 + y**2 - 4) |
| | >>> ImplicitRegion((x, y), Eq(y*x, 1)) |
| | ImplicitRegion((x, y), x*y - 1) |
| | |
| | >>> parabola = ImplicitRegion((x, y), y**2 - 4*x) |
| | >>> parabola.degree |
| | 2 |
| | >>> parabola.equation |
| | -4*x + y**2 |
| | >>> parabola.rational_parametrization(t) |
| | (4/t**2, 4/t) |
| | |
| | >>> r = ImplicitRegion((x, y, z), Eq(z, x**2 + y**2)) |
| | >>> r.variables |
| | (x, y, z) |
| | >>> r.singular_points() |
| | EmptySet |
| | >>> r.regular_point() |
| | (-10, -10, 200) |
| | |
| | Parameters |
| | ========== |
| | |
| | variables : tuple to map variables in implicit equation to base scalars. |
| | |
| | equation : An expression or Eq denoting the implicit equation of the region. |
| | |
| | """ |
| | def __new__(cls, variables, equation): |
| | if not isinstance(variables, Tuple): |
| | variables = Tuple(*variables) |
| |
|
| | if isinstance(equation, Eq): |
| | equation = equation.lhs - equation.rhs |
| |
|
| | return super().__new__(cls, variables, equation) |
| |
|
| | @property |
| | def variables(self): |
| | return self.args[0] |
| |
|
| | @property |
| | def equation(self): |
| | return self.args[1] |
| |
|
| | @property |
| | def degree(self): |
| | return total_degree(self.equation) |
| |
|
| | def regular_point(self): |
| | """ |
| | Returns a point on the implicit region. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy.abc import x, y, z |
| | >>> from sympy.vector import ImplicitRegion |
| | >>> circle = ImplicitRegion((x, y), (x + 2)**2 + (y - 3)**2 - 16) |
| | >>> circle.regular_point() |
| | (-2, -1) |
| | >>> parabola = ImplicitRegion((x, y), x**2 - 4*y) |
| | >>> parabola.regular_point() |
| | (0, 0) |
| | >>> r = ImplicitRegion((x, y, z), (x + y + z)**4) |
| | >>> r.regular_point() |
| | (-10, -10, 20) |
| | |
| | References |
| | ========== |
| | |
| | - Erik Hillgarter, "Rational Points on Conics", Diploma Thesis, RISC-Linz, |
| | J. Kepler Universitat Linz, 1996. Available: |
| | https://www3.risc.jku.at/publications/download/risc_1355/Rational%20Points%20on%20Conics.pdf |
| | |
| | """ |
| | equation = self.equation |
| |
|
| | if len(self.variables) == 1: |
| | return (list(solveset(equation, self.variables[0], domain=S.Reals))[0],) |
| | elif len(self.variables) == 2: |
| |
|
| | if self.degree == 2: |
| | coeffs = a, b, c, d, e, f = conic_coeff(self.variables, equation) |
| |
|
| | if b**2 == 4*a*c: |
| | x_reg, y_reg = self._regular_point_parabola(*coeffs) |
| | else: |
| | x_reg, y_reg = self._regular_point_ellipse(*coeffs) |
| | return x_reg, y_reg |
| |
|
| | if len(self.variables) == 3: |
| | x, y, z = self.variables |
| |
|
| | for x_reg in range(-10, 10): |
| | for y_reg in range(-10, 10): |
| | if not solveset(equation.subs({x: x_reg, y: y_reg}), self.variables[2], domain=S.Reals).is_empty: |
| | return (x_reg, y_reg, list(solveset(equation.subs({x: x_reg, y: y_reg})))[0]) |
| |
|
| | if len(self.singular_points()) != 0: |
| | return list[self.singular_points()][0] |
| |
|
| | raise NotImplementedError() |
| |
|
| | def _regular_point_parabola(self, a, b, c, d, e, f): |
| | ok = (a, d) != (0, 0) and (c, e) != (0, 0) and b**2 == 4*a*c and (a, c) != (0, 0) |
| |
|
| | if not ok: |
| | raise ValueError("Rational Point on the conic does not exist") |
| |
|
| | if a != 0: |
| | d_dash, f_dash = (4*a*e - 2*b*d, 4*a*f - d**2) |
| | if d_dash != 0: |
| | y_reg = -f_dash/d_dash |
| | x_reg = -(d + b*y_reg)/(2*a) |
| | else: |
| | ok = False |
| | elif c != 0: |
| | d_dash, f_dash = (4*c*d - 2*b*e, 4*c*f - e**2) |
| | if d_dash != 0: |
| | x_reg = -f_dash/d_dash |
| | y_reg = -(e + b*x_reg)/(2*c) |
| | else: |
| | ok = False |
| |
|
| | if ok: |
| | return x_reg, y_reg |
| | else: |
| | raise ValueError("Rational Point on the conic does not exist") |
| |
|
| | def _regular_point_ellipse(self, a, b, c, d, e, f): |
| | D = 4*a*c - b**2 |
| | ok = D |
| |
|
| | if not ok: |
| | raise ValueError("Rational Point on the conic does not exist") |
| |
|
| | if a == 0 and c == 0: |
| | K = -1 |
| | L = 4*(d*e - b*f) |
| | elif c != 0: |
| | K = D |
| | L = 4*c**2*d**2 - 4*b*c*d*e + 4*a*c*e**2 + 4*b**2*c*f - 16*a*c**2*f |
| | else: |
| | K = D |
| | L = 4*a**2*e**2 - 4*b*a*d*e + 4*b**2*a*f |
| |
|
| | ok = L != 0 and not(K > 0 and L < 0) |
| | if not ok: |
| | raise ValueError("Rational Point on the conic does not exist") |
| |
|
| | K = Rational(K).limit_denominator(10**12) |
| | L = Rational(L).limit_denominator(10**12) |
| |
|
| | k1, k2 = K.p, K.q |
| | l1, l2 = L.p, L.q |
| | g = gcd(k2, l2) |
| |
|
| | a1 = (l2*k2)/g |
| | b1 = (k1*l2)/g |
| | c1 = -(l1*k2)/g |
| | a2 = sign(a1)*core(abs(a1), 2) |
| | r1 = sqrt(a1/a2) |
| | b2 = sign(b1)*core(abs(b1), 2) |
| | r2 = sqrt(b1/b2) |
| | c2 = sign(c1)*core(abs(c1), 2) |
| | r3 = sqrt(c1/c2) |
| |
|
| | g = gcd(gcd(a2, b2), c2) |
| | a2 = a2/g |
| | b2 = b2/g |
| | c2 = c2/g |
| |
|
| | g1 = gcd(a2, b2) |
| | a2 = a2/g1 |
| | b2 = b2/g1 |
| | c2 = c2*g1 |
| |
|
| | g2 = gcd(a2,c2) |
| | a2 = a2/g2 |
| | b2 = b2*g2 |
| | c2 = c2/g2 |
| |
|
| | g3 = gcd(b2, c2) |
| | a2 = a2*g3 |
| | b2 = b2/g3 |
| | c2 = c2/g3 |
| |
|
| | x, y, z = symbols("x y z") |
| | eq = a2*x**2 + b2*y**2 + c2*z**2 |
| |
|
| | solutions = diophantine(eq) |
| |
|
| | if len(solutions) == 0: |
| | raise ValueError("Rational Point on the conic does not exist") |
| |
|
| | flag = False |
| | for sol in solutions: |
| | syms = Tuple(*sol).free_symbols |
| | rep = dict.fromkeys(syms, 3) |
| | sol_z = sol[2] |
| |
|
| | if sol_z == 0: |
| | flag = True |
| | continue |
| |
|
| | if not isinstance(sol_z, (int, Integer)): |
| | syms_z = sol_z.free_symbols |
| |
|
| | if len(syms_z) == 1: |
| | p = next(iter(syms_z)) |
| | p_values = Complement(S.Integers, solveset(Eq(sol_z, 0), p, S.Integers)) |
| | rep[p] = next(iter(p_values)) |
| |
|
| | if len(syms_z) == 2: |
| | p, q = list(ordered(syms_z)) |
| |
|
| | for i in S.Integers: |
| | subs_sol_z = sol_z.subs(p, i) |
| | q_values = Complement(S.Integers, solveset(Eq(subs_sol_z, 0), q, S.Integers)) |
| |
|
| | if not q_values.is_empty: |
| | rep[p] = i |
| | rep[q] = next(iter(q_values)) |
| | break |
| |
|
| | if len(syms) != 0: |
| | x, y, z = tuple(s.subs(rep) for s in sol) |
| | else: |
| | x, y, z = sol |
| | flag = False |
| | break |
| |
|
| | if flag: |
| | raise ValueError("Rational Point on the conic does not exist") |
| |
|
| | x = (x*g3)/r1 |
| | y = (y*g2)/r2 |
| | z = (z*g1)/r3 |
| | x = x/z |
| | y = y/z |
| |
|
| | if a == 0 and c == 0: |
| | x_reg = (x + y - 2*e)/(2*b) |
| | y_reg = (x - y - 2*d)/(2*b) |
| | elif c != 0: |
| | x_reg = (x - 2*d*c + b*e)/K |
| | y_reg = (y - b*x_reg - e)/(2*c) |
| | else: |
| | y_reg = (x - 2*e*a + b*d)/K |
| | x_reg = (y - b*y_reg - d)/(2*a) |
| |
|
| | return x_reg, y_reg |
| |
|
| | def singular_points(self): |
| | """ |
| | Returns a set of singular points of the region. |
| | |
| | The singular points are those points on the region |
| | where all partial derivatives vanish. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy.abc import x, y |
| | >>> from sympy.vector import ImplicitRegion |
| | >>> I = ImplicitRegion((x, y), (y-1)**2 -x**3 + 2*x**2 -x) |
| | >>> I.singular_points() |
| | {(1, 1)} |
| | |
| | """ |
| | eq_list = [self.equation] |
| | for var in self.variables: |
| | eq_list += [diff(self.equation, var)] |
| |
|
| | return nonlinsolve(eq_list, list(self.variables)) |
| |
|
| | def multiplicity(self, point): |
| | """ |
| | Returns the multiplicity of a singular point on the region. |
| | |
| | A singular point (x,y) of region is said to be of multiplicity m |
| | if all the partial derivatives off to order m - 1 vanish there. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy.abc import x, y, z |
| | >>> from sympy.vector import ImplicitRegion |
| | >>> I = ImplicitRegion((x, y, z), x**2 + y**3 - z**4) |
| | >>> I.singular_points() |
| | {(0, 0, 0)} |
| | >>> I.multiplicity((0, 0, 0)) |
| | 2 |
| | |
| | """ |
| | if isinstance(point, Point): |
| | point = point.args |
| |
|
| | modified_eq = self.equation |
| |
|
| | for i, var in enumerate(self.variables): |
| | modified_eq = modified_eq.subs(var, var + point[i]) |
| | modified_eq = expand(modified_eq) |
| |
|
| | if len(modified_eq.args) != 0: |
| | terms = modified_eq.args |
| | m = min(total_degree(term) for term in terms) |
| | else: |
| | terms = modified_eq |
| | m = total_degree(terms) |
| |
|
| | return m |
| |
|
| | def rational_parametrization(self, parameters=('t', 's'), reg_point=None): |
| | """ |
| | Returns the rational parametrization of implicit region. |
| | |
| | Examples |
| | ======== |
| | |
| | >>> from sympy import Eq |
| | >>> from sympy.abc import x, y, z, s, t |
| | >>> from sympy.vector import ImplicitRegion |
| | |
| | >>> parabola = ImplicitRegion((x, y), y**2 - 4*x) |
| | >>> parabola.rational_parametrization() |
| | (4/t**2, 4/t) |
| | |
| | >>> circle = ImplicitRegion((x, y), Eq(x**2 + y**2, 4)) |
| | >>> circle.rational_parametrization() |
| | (4*t/(t**2 + 1), 4*t**2/(t**2 + 1) - 2) |
| | |
| | >>> I = ImplicitRegion((x, y), x**3 + x**2 - y**2) |
| | >>> I.rational_parametrization() |
| | (t**2 - 1, t*(t**2 - 1)) |
| | |
| | >>> cubic_curve = ImplicitRegion((x, y), x**3 + x**2 - y**2) |
| | >>> cubic_curve.rational_parametrization(parameters=(t)) |
| | (t**2 - 1, t*(t**2 - 1)) |
| | |
| | >>> sphere = ImplicitRegion((x, y, z), x**2 + y**2 + z**2 - 4) |
| | >>> sphere.rational_parametrization(parameters=(t, s)) |
| | (-2 + 4/(s**2 + t**2 + 1), 4*s/(s**2 + t**2 + 1), 4*t/(s**2 + t**2 + 1)) |
| | |
| | For some conics, regular_points() is unable to find a point on curve. |
| | To calulcate the parametric representation in such cases, user need |
| | to determine a point on the region and pass it using reg_point. |
| | |
| | >>> c = ImplicitRegion((x, y), (x - 1/2)**2 + (y)**2 - (1/4)**2) |
| | >>> c.rational_parametrization(reg_point=(3/4, 0)) |
| | (0.75 - 0.5/(t**2 + 1), -0.5*t/(t**2 + 1)) |
| | |
| | References |
| | ========== |
| | |
| | - Christoph M. Hoffmann, "Conversion Methods between Parametric and |
| | Implicit Curves and Surfaces", Purdue e-Pubs, 1990. Available: |
| | https://docs.lib.purdue.edu/cgi/viewcontent.cgi?article=1827&context=cstech |
| | |
| | """ |
| | equation = self.equation |
| | degree = self.degree |
| |
|
| | if degree == 1: |
| | if len(self.variables) == 1: |
| | return (equation,) |
| | elif len(self.variables) == 2: |
| | x, y = self.variables |
| | y_par = list(solveset(equation, y))[0] |
| | return x, y_par |
| | else: |
| | raise NotImplementedError() |
| |
|
| | point = () |
| |
|
| | |
| | if degree == 2: |
| | |
| | if reg_point is not None: |
| | |
| | point = reg_point |
| | else: |
| | if len(self.singular_points()) != 0: |
| | point = list(self.singular_points())[0] |
| | else: |
| | point = self.regular_point() |
| |
|
| | if len(self.singular_points()) != 0: |
| | singular_points = self.singular_points() |
| | for spoint in singular_points: |
| | syms = Tuple(*spoint).free_symbols |
| | rep = dict.fromkeys(syms, 2) |
| |
|
| | if len(syms) != 0: |
| | spoint = tuple(s.subs(rep) for s in spoint) |
| |
|
| | if self.multiplicity(spoint) == degree - 1: |
| | point = spoint |
| | break |
| |
|
| | if len(point) == 0: |
| | |
| | raise NotImplementedError() |
| |
|
| | modified_eq = equation |
| |
|
| | |
| | for i, var in enumerate(self.variables): |
| | modified_eq = modified_eq.subs(var, var + point[i]) |
| | modified_eq = expand(modified_eq) |
| |
|
| | hn = hn_1 = 0 |
| | for term in modified_eq.args: |
| | if total_degree(term) == degree: |
| | hn += term |
| | else: |
| | hn_1 += term |
| |
|
| | hn_1 = -1*hn_1 |
| |
|
| | if not isinstance(parameters, tuple): |
| | parameters = (parameters,) |
| |
|
| | if len(self.variables) == 2: |
| |
|
| | parameter1 = parameters[0] |
| | if parameter1 == 's': |
| | |
| | s = _symbol('s_', real=True) |
| | else: |
| | s = _symbol('s', real=True) |
| | t = _symbol(parameter1, real=True) |
| |
|
| | hn = hn.subs({self.variables[0]: s, self.variables[1]: t}) |
| | hn_1 = hn_1.subs({self.variables[0]: s, self.variables[1]: t}) |
| |
|
| | x_par = (s*(hn_1/hn)).subs(s, 1) + point[0] |
| | y_par = (t*(hn_1/hn)).subs(s, 1) + point[1] |
| |
|
| | return x_par, y_par |
| |
|
| | elif len(self.variables) == 3: |
| |
|
| | parameter1, parameter2 = parameters |
| | if 'r' in parameters: |
| | |
| | r = _symbol('r_', real=True) |
| | else: |
| | r = _symbol('r', real=True) |
| | s = _symbol(parameter2, real=True) |
| | t = _symbol(parameter1, real=True) |
| |
|
| | hn = hn.subs({self.variables[0]: r, self.variables[1]: s, self.variables[2]: t}) |
| | hn_1 = hn_1.subs({self.variables[0]: r, self.variables[1]: s, self.variables[2]: t}) |
| |
|
| | x_par = (r*(hn_1/hn)).subs(r, 1) + point[0] |
| | y_par = (s*(hn_1/hn)).subs(r, 1) + point[1] |
| | z_par = (t*(hn_1/hn)).subs(r, 1) + point[2] |
| |
|
| | return x_par, y_par, z_par |
| |
|
| | raise NotImplementedError() |
| |
|
| | def conic_coeff(variables, equation): |
| | if total_degree(equation) != 2: |
| | raise ValueError() |
| | x = variables[0] |
| | y = variables[1] |
| |
|
| | equation = expand(equation) |
| | a = equation.coeff(x**2) |
| | b = equation.coeff(x*y) |
| | c = equation.coeff(y**2) |
| | d = equation.coeff(x, 1).coeff(y, 0) |
| | e = equation.coeff(y, 1).coeff(x, 0) |
| | f = equation.coeff(x, 0).coeff(y, 0) |
| | return a, b, c, d, e, f |
| |
|