1097 lines
47 KiB
Python
1097 lines
47 KiB
Python
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from sympy.core.function import (Derivative, Function, Subs, diff)
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from sympy.core.numbers import (E, I, Rational, pi)
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from sympy.core.relational import Eq
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from sympy.core.singleton import S
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from sympy.core.symbol import (Symbol, symbols)
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from sympy.functions.elementary.complexes import (im, re)
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from sympy.functions.elementary.exponential import (exp, log)
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from sympy.functions.elementary.hyperbolic import acosh
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from sympy.functions.elementary.miscellaneous import sqrt
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from sympy.functions.elementary.trigonometric import (atan2, cos, sin, tan)
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from sympy.integrals.integrals import Integral
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from sympy.polys.polytools import Poly
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from sympy.series.order import O
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from sympy.simplify.radsimp import collect
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from sympy.solvers.ode import (classify_ode,
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homogeneous_order, dsolve)
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from sympy.solvers.ode.subscheck import checkodesol
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from sympy.solvers.ode.ode import (classify_sysode,
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constant_renumber, constantsimp, get_numbered_constants, solve_ics)
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from sympy.solvers.ode.nonhomogeneous import _undetermined_coefficients_match
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from sympy.solvers.ode.single import LinearCoefficients
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from sympy.solvers.deutils import ode_order
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from sympy.testing.pytest import XFAIL, raises, slow
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from sympy.utilities.misc import filldedent
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C0, C1, C2, C3, C4, C5, C6, C7, C8, C9, C10 = symbols('C0:11')
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u, x, y, z = symbols('u,x:z', real=True)
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f = Function('f')
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g = Function('g')
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h = Function('h')
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# Note: Examples which were specifically testing Single ODE solver are moved to test_single.py
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# and all the system of ode examples are moved to test_systems.py
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# Note: the tests below may fail (but still be correct) if ODE solver,
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# the integral engine, solve(), or even simplify() changes. Also, in
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# differently formatted solutions, the arbitrary constants might not be
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# equal. Using specific hints in tests can help to avoid this.
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# Tests of order higher than 1 should run the solutions through
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# constant_renumber because it will normalize it (constant_renumber causes
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# dsolve() to return different results on different machines)
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def test_get_numbered_constants():
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with raises(ValueError):
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get_numbered_constants(None)
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def test_dsolve_all_hint():
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eq = f(x).diff(x)
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output = dsolve(eq, hint='all')
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# Match the Dummy variables:
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sol1 = output['separable_Integral']
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_y = sol1.lhs.args[1][0]
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sol1 = output['1st_homogeneous_coeff_subs_dep_div_indep_Integral']
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_u1 = sol1.rhs.args[1].args[1][0]
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expected = {'Bernoulli_Integral': Eq(f(x), C1 + Integral(0, x)),
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'1st_homogeneous_coeff_best': Eq(f(x), C1),
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'Bernoulli': Eq(f(x), C1),
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'nth_algebraic': Eq(f(x), C1),
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'nth_linear_euler_eq_homogeneous': Eq(f(x), C1),
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'nth_linear_constant_coeff_homogeneous': Eq(f(x), C1),
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'separable': Eq(f(x), C1),
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'1st_homogeneous_coeff_subs_indep_div_dep': Eq(f(x), C1),
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'nth_algebraic_Integral': Eq(f(x), C1),
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'1st_linear': Eq(f(x), C1),
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'1st_linear_Integral': Eq(f(x), C1 + Integral(0, x)),
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'1st_exact': Eq(f(x), C1),
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'1st_exact_Integral': Eq(Subs(Integral(0, x) + Integral(1, _y), _y, f(x)), C1),
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'lie_group': Eq(f(x), C1),
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'1st_homogeneous_coeff_subs_dep_div_indep': Eq(f(x), C1),
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'1st_homogeneous_coeff_subs_dep_div_indep_Integral': Eq(log(x), C1 + Integral(-1/_u1, (_u1, f(x)/x))),
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'1st_power_series': Eq(f(x), C1),
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'separable_Integral': Eq(Integral(1, (_y, f(x))), C1 + Integral(0, x)),
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'1st_homogeneous_coeff_subs_indep_div_dep_Integral': Eq(f(x), C1),
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'best': Eq(f(x), C1),
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'best_hint': 'nth_algebraic',
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'default': 'nth_algebraic',
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'order': 1}
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assert output == expected
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assert dsolve(eq, hint='best') == Eq(f(x), C1)
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def test_dsolve_ics():
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# Maybe this should just use one of the solutions instead of raising...
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with raises(NotImplementedError):
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dsolve(f(x).diff(x) - sqrt(f(x)), ics={f(1):1})
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@slow
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def test_dsolve_options():
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eq = x*f(x).diff(x) + f(x)
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a = dsolve(eq, hint='all')
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b = dsolve(eq, hint='all', simplify=False)
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c = dsolve(eq, hint='all_Integral')
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keys = ['1st_exact', '1st_exact_Integral', '1st_homogeneous_coeff_best',
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'1st_homogeneous_coeff_subs_dep_div_indep',
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'1st_homogeneous_coeff_subs_dep_div_indep_Integral',
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'1st_homogeneous_coeff_subs_indep_div_dep',
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'1st_homogeneous_coeff_subs_indep_div_dep_Integral', '1st_linear',
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'1st_linear_Integral', 'Bernoulli', 'Bernoulli_Integral',
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'almost_linear', 'almost_linear_Integral', 'best', 'best_hint',
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'default', 'factorable', 'lie_group',
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'nth_linear_euler_eq_homogeneous', 'order',
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'separable', 'separable_Integral']
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Integral_keys = ['1st_exact_Integral',
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'1st_homogeneous_coeff_subs_dep_div_indep_Integral',
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'1st_homogeneous_coeff_subs_indep_div_dep_Integral', '1st_linear_Integral',
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'Bernoulli_Integral', 'almost_linear_Integral', 'best', 'best_hint', 'default',
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'factorable', 'nth_linear_euler_eq_homogeneous',
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'order', 'separable_Integral']
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assert sorted(a.keys()) == keys
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assert a['order'] == ode_order(eq, f(x))
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assert a['best'] == Eq(f(x), C1/x)
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assert dsolve(eq, hint='best') == Eq(f(x), C1/x)
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assert a['default'] == 'factorable'
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assert a['best_hint'] == 'factorable'
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assert not a['1st_exact'].has(Integral)
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assert not a['separable'].has(Integral)
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assert not a['1st_homogeneous_coeff_best'].has(Integral)
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assert not a['1st_homogeneous_coeff_subs_dep_div_indep'].has(Integral)
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assert not a['1st_homogeneous_coeff_subs_indep_div_dep'].has(Integral)
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assert not a['1st_linear'].has(Integral)
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assert a['1st_linear_Integral'].has(Integral)
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assert a['1st_exact_Integral'].has(Integral)
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assert a['1st_homogeneous_coeff_subs_dep_div_indep_Integral'].has(Integral)
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assert a['1st_homogeneous_coeff_subs_indep_div_dep_Integral'].has(Integral)
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assert a['separable_Integral'].has(Integral)
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assert sorted(b.keys()) == keys
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assert b['order'] == ode_order(eq, f(x))
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assert b['best'] == Eq(f(x), C1/x)
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assert dsolve(eq, hint='best', simplify=False) == Eq(f(x), C1/x)
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assert b['default'] == 'factorable'
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assert b['best_hint'] == 'factorable'
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assert a['separable'] != b['separable']
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assert a['1st_homogeneous_coeff_subs_dep_div_indep'] != \
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b['1st_homogeneous_coeff_subs_dep_div_indep']
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assert a['1st_homogeneous_coeff_subs_indep_div_dep'] != \
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b['1st_homogeneous_coeff_subs_indep_div_dep']
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assert not b['1st_exact'].has(Integral)
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assert not b['separable'].has(Integral)
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assert not b['1st_homogeneous_coeff_best'].has(Integral)
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assert not b['1st_homogeneous_coeff_subs_dep_div_indep'].has(Integral)
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assert not b['1st_homogeneous_coeff_subs_indep_div_dep'].has(Integral)
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assert not b['1st_linear'].has(Integral)
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assert b['1st_linear_Integral'].has(Integral)
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assert b['1st_exact_Integral'].has(Integral)
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assert b['1st_homogeneous_coeff_subs_dep_div_indep_Integral'].has(Integral)
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assert b['1st_homogeneous_coeff_subs_indep_div_dep_Integral'].has(Integral)
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assert b['separable_Integral'].has(Integral)
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assert sorted(c.keys()) == Integral_keys
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raises(ValueError, lambda: dsolve(eq, hint='notarealhint'))
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raises(ValueError, lambda: dsolve(eq, hint='Liouville'))
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assert dsolve(f(x).diff(x) - 1/f(x)**2, hint='all')['best'] == \
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dsolve(f(x).diff(x) - 1/f(x)**2, hint='best')
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assert dsolve(f(x) + f(x).diff(x) + sin(x).diff(x) + 1, f(x),
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hint="1st_linear_Integral") == \
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Eq(f(x), (C1 + Integral((-sin(x).diff(x) - 1)*
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exp(Integral(1, x)), x))*exp(-Integral(1, x)))
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def test_classify_ode():
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assert classify_ode(f(x).diff(x, 2), f(x)) == \
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(
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'nth_algebraic',
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'nth_linear_constant_coeff_homogeneous',
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'nth_linear_euler_eq_homogeneous',
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'Liouville',
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'2nd_power_series_ordinary',
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'nth_algebraic_Integral',
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'Liouville_Integral',
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)
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assert classify_ode(f(x), f(x)) == ('nth_algebraic', 'nth_algebraic_Integral')
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assert classify_ode(Eq(f(x).diff(x), 0), f(x)) == (
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'nth_algebraic',
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'separable',
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'1st_exact',
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'1st_linear',
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'Bernoulli',
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'1st_homogeneous_coeff_best',
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'1st_homogeneous_coeff_subs_indep_div_dep',
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'1st_homogeneous_coeff_subs_dep_div_indep',
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'1st_power_series', 'lie_group',
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'nth_linear_constant_coeff_homogeneous',
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'nth_linear_euler_eq_homogeneous',
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'nth_algebraic_Integral',
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'separable_Integral',
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'1st_exact_Integral',
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'1st_linear_Integral',
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'Bernoulli_Integral',
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'1st_homogeneous_coeff_subs_indep_div_dep_Integral',
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'1st_homogeneous_coeff_subs_dep_div_indep_Integral')
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assert classify_ode(f(x).diff(x)**2, f(x)) == ('factorable',
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'nth_algebraic',
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'separable',
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'1st_exact',
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'1st_linear',
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'Bernoulli',
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'1st_homogeneous_coeff_best',
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'1st_homogeneous_coeff_subs_indep_div_dep',
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'1st_homogeneous_coeff_subs_dep_div_indep',
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'1st_power_series',
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'lie_group',
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'nth_linear_euler_eq_homogeneous',
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'nth_algebraic_Integral',
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'separable_Integral',
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'1st_exact_Integral',
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'1st_linear_Integral',
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'Bernoulli_Integral',
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'1st_homogeneous_coeff_subs_indep_div_dep_Integral',
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'1st_homogeneous_coeff_subs_dep_div_indep_Integral')
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# issue 4749: f(x) should be cleared from highest derivative before classifying
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a = classify_ode(Eq(f(x).diff(x) + f(x), x), f(x))
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b = classify_ode(f(x).diff(x)*f(x) + f(x)*f(x) - x*f(x), f(x))
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c = classify_ode(f(x).diff(x)/f(x) + f(x)/f(x) - x/f(x), f(x))
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assert a == ('1st_exact',
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'1st_linear',
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'Bernoulli',
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'almost_linear',
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'1st_power_series', "lie_group",
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'nth_linear_constant_coeff_undetermined_coefficients',
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'nth_linear_constant_coeff_variation_of_parameters',
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'1st_exact_Integral',
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'1st_linear_Integral',
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'Bernoulli_Integral',
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'almost_linear_Integral',
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'nth_linear_constant_coeff_variation_of_parameters_Integral')
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assert b == ('factorable',
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'1st_linear',
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'Bernoulli',
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'1st_power_series',
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'lie_group',
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'nth_linear_constant_coeff_undetermined_coefficients',
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'nth_linear_constant_coeff_variation_of_parameters',
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'1st_linear_Integral',
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'Bernoulli_Integral',
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'nth_linear_constant_coeff_variation_of_parameters_Integral')
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assert c == ('factorable',
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'1st_linear',
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'Bernoulli',
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'1st_power_series',
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'lie_group',
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'nth_linear_constant_coeff_undetermined_coefficients',
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'nth_linear_constant_coeff_variation_of_parameters',
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'1st_linear_Integral',
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'Bernoulli_Integral',
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'nth_linear_constant_coeff_variation_of_parameters_Integral')
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assert classify_ode(
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2*x*f(x)*f(x).diff(x) + (1 + x)*f(x)**2 - exp(x), f(x)
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) == ('factorable', '1st_exact', 'Bernoulli', 'almost_linear', 'lie_group',
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'1st_exact_Integral', 'Bernoulli_Integral', 'almost_linear_Integral')
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assert 'Riccati_special_minus2' in \
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classify_ode(2*f(x).diff(x) + f(x)**2 - f(x)/x + 3*x**(-2), f(x))
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raises(ValueError, lambda: classify_ode(x + f(x, y).diff(x).diff(
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y), f(x, y)))
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# issue 5176
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k = Symbol('k')
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assert classify_ode(f(x).diff(x)/(k*f(x) + k*x*f(x)) + 2*f(x)/(k*f(x) +
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k*x*f(x)) + x*f(x).diff(x)/(k*f(x) + k*x*f(x)) + z, f(x)) == \
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('factorable', 'separable', '1st_exact', '1st_linear', 'Bernoulli',
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'1st_power_series', 'lie_group', 'separable_Integral', '1st_exact_Integral',
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'1st_linear_Integral', 'Bernoulli_Integral')
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# preprocessing
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ans = ('factorable', 'nth_algebraic', 'separable', '1st_exact', '1st_linear', 'Bernoulli',
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'1st_homogeneous_coeff_best',
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'1st_homogeneous_coeff_subs_indep_div_dep',
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'1st_homogeneous_coeff_subs_dep_div_indep',
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'1st_power_series', 'lie_group',
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'nth_linear_constant_coeff_undetermined_coefficients',
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'nth_linear_euler_eq_nonhomogeneous_undetermined_coefficients',
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'nth_linear_constant_coeff_variation_of_parameters',
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'nth_linear_euler_eq_nonhomogeneous_variation_of_parameters',
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'nth_algebraic_Integral',
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'separable_Integral', '1st_exact_Integral',
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'1st_linear_Integral',
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'Bernoulli_Integral',
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'1st_homogeneous_coeff_subs_indep_div_dep_Integral',
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'1st_homogeneous_coeff_subs_dep_div_indep_Integral',
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'nth_linear_constant_coeff_variation_of_parameters_Integral',
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'nth_linear_euler_eq_nonhomogeneous_variation_of_parameters_Integral')
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# w/o f(x) given
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assert classify_ode(diff(f(x) + x, x) + diff(f(x), x)) == ans
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# w/ f(x) and prep=True
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assert classify_ode(diff(f(x) + x, x) + diff(f(x), x), f(x),
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prep=True) == ans
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assert classify_ode(Eq(2*x**3*f(x).diff(x), 0), f(x)) == \
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('factorable', 'nth_algebraic', 'separable', '1st_exact',
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'1st_linear', 'Bernoulli', '1st_power_series',
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'lie_group', 'nth_linear_euler_eq_homogeneous',
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'nth_algebraic_Integral', 'separable_Integral', '1st_exact_Integral',
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'1st_linear_Integral', 'Bernoulli_Integral')
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assert classify_ode(Eq(2*f(x)**3*f(x).diff(x), 0), f(x)) == \
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('factorable', 'nth_algebraic', 'separable', '1st_exact', '1st_linear',
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'Bernoulli', '1st_power_series', 'lie_group', 'nth_algebraic_Integral',
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'separable_Integral', '1st_exact_Integral', '1st_linear_Integral',
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'Bernoulli_Integral')
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# test issue 13864
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assert classify_ode(Eq(diff(f(x), x) - f(x)**x, 0), f(x)) == \
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('1st_power_series', 'lie_group')
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assert isinstance(classify_ode(Eq(f(x), 5), f(x), dict=True), dict)
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#This is for new behavior of classify_ode when called internally with default, It should
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# return the first hint which matches therefore, 'ordered_hints' key will not be there.
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||
|
assert sorted(classify_ode(Eq(f(x).diff(x), 0), f(x), dict=True).keys()) == \
|
||
|
['default', 'nth_linear_constant_coeff_homogeneous', 'order']
|
||
|
a = classify_ode(2*x*f(x)*f(x).diff(x) + (1 + x)*f(x)**2 - exp(x), f(x), dict=True, hint='Bernoulli')
|
||
|
assert sorted(a.keys()) == ['Bernoulli', 'Bernoulli_Integral', 'default', 'order', 'ordered_hints']
|
||
|
|
||
|
# test issue 22155
|
||
|
a = classify_ode(f(x).diff(x) - exp(f(x) - x), f(x))
|
||
|
assert a == ('separable',
|
||
|
'1st_exact', '1st_power_series',
|
||
|
'lie_group', 'separable_Integral',
|
||
|
'1st_exact_Integral')
|
||
|
|
||
|
|
||
|
def test_classify_ode_ics():
|
||
|
# Dummy
|
||
|
eq = f(x).diff(x, x) - f(x)
|
||
|
|
||
|
# Not f(0) or f'(0)
|
||
|
ics = {x: 1}
|
||
|
raises(ValueError, lambda: classify_ode(eq, f(x), ics=ics))
|
||
|
|
||
|
|
||
|
############################
|
||
|
# f(0) type (AppliedUndef) #
|
||
|
############################
|
||
|
|
||
|
|
||
|
# Wrong function
|
||
|
ics = {g(0): 1}
|
||
|
raises(ValueError, lambda: classify_ode(eq, f(x), ics=ics))
|
||
|
|
||
|
# Contains x
|
||
|
ics = {f(x): 1}
|
||
|
raises(ValueError, lambda: classify_ode(eq, f(x), ics=ics))
|
||
|
|
||
|
# Too many args
|
||
|
ics = {f(0, 0): 1}
|
||
|
raises(ValueError, lambda: classify_ode(eq, f(x), ics=ics))
|
||
|
|
||
|
# point contains x
|
||
|
ics = {f(0): f(x)}
|
||
|
raises(ValueError, lambda: classify_ode(eq, f(x), ics=ics))
|
||
|
|
||
|
# Does not raise
|
||
|
ics = {f(0): f(0)}
|
||
|
classify_ode(eq, f(x), ics=ics)
|
||
|
|
||
|
# Does not raise
|
||
|
ics = {f(0): 1}
|
||
|
classify_ode(eq, f(x), ics=ics)
|
||
|
|
||
|
|
||
|
#####################
|
||
|
# f'(0) type (Subs) #
|
||
|
#####################
|
||
|
|
||
|
# Wrong function
|
||
|
ics = {g(x).diff(x).subs(x, 0): 1}
|
||
|
raises(ValueError, lambda: classify_ode(eq, f(x), ics=ics))
|
||
|
|
||
|
# Contains x
|
||
|
ics = {f(y).diff(y).subs(y, x): 1}
|
||
|
raises(ValueError, lambda: classify_ode(eq, f(x), ics=ics))
|
||
|
|
||
|
# Wrong variable
|
||
|
ics = {f(y).diff(y).subs(y, 0): 1}
|
||
|
raises(ValueError, lambda: classify_ode(eq, f(x), ics=ics))
|
||
|
|
||
|
# Too many args
|
||
|
ics = {f(x, y).diff(x).subs(x, 0): 1}
|
||
|
raises(ValueError, lambda: classify_ode(eq, f(x), ics=ics))
|
||
|
|
||
|
# Derivative wrt wrong vars
|
||
|
ics = {Derivative(f(x), x, y).subs(x, 0): 1}
|
||
|
raises(ValueError, lambda: classify_ode(eq, f(x), ics=ics))
|
||
|
|
||
|
# point contains x
|
||
|
ics = {f(x).diff(x).subs(x, 0): f(x)}
|
||
|
raises(ValueError, lambda: classify_ode(eq, f(x), ics=ics))
|
||
|
|
||
|
# Does not raise
|
||
|
ics = {f(x).diff(x).subs(x, 0): f(x).diff(x).subs(x, 0)}
|
||
|
classify_ode(eq, f(x), ics=ics)
|
||
|
|
||
|
# Does not raise
|
||
|
ics = {f(x).diff(x).subs(x, 0): 1}
|
||
|
classify_ode(eq, f(x), ics=ics)
|
||
|
|
||
|
###########################
|
||
|
# f'(y) type (Derivative) #
|
||
|
###########################
|
||
|
|
||
|
# Wrong function
|
||
|
ics = {g(x).diff(x).subs(x, y): 1}
|
||
|
raises(ValueError, lambda: classify_ode(eq, f(x), ics=ics))
|
||
|
|
||
|
# Contains x
|
||
|
ics = {f(y).diff(y).subs(y, x): 1}
|
||
|
raises(ValueError, lambda: classify_ode(eq, f(x), ics=ics))
|
||
|
|
||
|
# Too many args
|
||
|
ics = {f(x, y).diff(x).subs(x, y): 1}
|
||
|
raises(ValueError, lambda: classify_ode(eq, f(x), ics=ics))
|
||
|
|
||
|
# Derivative wrt wrong vars
|
||
|
ics = {Derivative(f(x), x, z).subs(x, y): 1}
|
||
|
raises(ValueError, lambda: classify_ode(eq, f(x), ics=ics))
|
||
|
|
||
|
# point contains x
|
||
|
ics = {f(x).diff(x).subs(x, y): f(x)}
|
||
|
raises(ValueError, lambda: classify_ode(eq, f(x), ics=ics))
|
||
|
|
||
|
# Does not raise
|
||
|
ics = {f(x).diff(x).subs(x, 0): f(0)}
|
||
|
classify_ode(eq, f(x), ics=ics)
|
||
|
|
||
|
# Does not raise
|
||
|
ics = {f(x).diff(x).subs(x, y): 1}
|
||
|
classify_ode(eq, f(x), ics=ics)
|
||
|
|
||
|
def test_classify_sysode():
|
||
|
# Here x is assumed to be x(t) and y as y(t) for simplicity.
|
||
|
# Similarly diff(x,t) and diff(y,y) is assumed to be x1 and y1 respectively.
|
||
|
k, l, m, n = symbols('k, l, m, n', Integer=True)
|
||
|
k1, k2, k3, l1, l2, l3, m1, m2, m3 = symbols('k1, k2, k3, l1, l2, l3, m1, m2, m3', Integer=True)
|
||
|
P, Q, R, p, q, r = symbols('P, Q, R, p, q, r', cls=Function)
|
||
|
P1, P2, P3, Q1, Q2, R1, R2 = symbols('P1, P2, P3, Q1, Q2, R1, R2', cls=Function)
|
||
|
x, y, z = symbols('x, y, z', cls=Function)
|
||
|
t = symbols('t')
|
||
|
x1 = diff(x(t),t) ; y1 = diff(y(t),t) ;
|
||
|
|
||
|
eq6 = (Eq(x1, exp(k*x(t))*P(x(t),y(t))), Eq(y1,r(y(t))*P(x(t),y(t))))
|
||
|
sol6 = {'no_of_equation': 2, 'func_coeff': {(0, x(t), 0): 0, (1, x(t), 1): 0, (0, x(t), 1): 1, (1, y(t), 0): 0, \
|
||
|
(1, x(t), 0): 0, (0, y(t), 1): 0, (0, y(t), 0): 0, (1, y(t), 1): 1}, 'type_of_equation': 'type2', 'func': \
|
||
|
[x(t), y(t)], 'is_linear': False, 'eq': [-P(x(t), y(t))*exp(k*x(t)) + Derivative(x(t), t), -P(x(t), \
|
||
|
y(t))*r(y(t)) + Derivative(y(t), t)], 'order': {y(t): 1, x(t): 1}}
|
||
|
assert classify_sysode(eq6) == sol6
|
||
|
|
||
|
eq7 = (Eq(x1, x(t)**2+y(t)/x(t)), Eq(y1, x(t)/y(t)))
|
||
|
sol7 = {'no_of_equation': 2, 'func_coeff': {(0, x(t), 0): 0, (1, x(t), 1): 0, (0, x(t), 1): 1, (1, y(t), 0): 0, \
|
||
|
(1, x(t), 0): -1/y(t), (0, y(t), 1): 0, (0, y(t), 0): -1/x(t), (1, y(t), 1): 1}, 'type_of_equation': 'type3', \
|
||
|
'func': [x(t), y(t)], 'is_linear': False, 'eq': [-x(t)**2 + Derivative(x(t), t) - y(t)/x(t), -x(t)/y(t) + \
|
||
|
Derivative(y(t), t)], 'order': {y(t): 1, x(t): 1}}
|
||
|
assert classify_sysode(eq7) == sol7
|
||
|
|
||
|
eq8 = (Eq(x1, P1(x(t))*Q1(y(t))*R(x(t),y(t),t)), Eq(y1, P1(x(t))*Q1(y(t))*R(x(t),y(t),t)))
|
||
|
sol8 = {'func': [x(t), y(t)], 'is_linear': False, 'type_of_equation': 'type4', 'eq': \
|
||
|
[-P1(x(t))*Q1(y(t))*R(x(t), y(t), t) + Derivative(x(t), t), -P1(x(t))*Q1(y(t))*R(x(t), y(t), t) + \
|
||
|
Derivative(y(t), t)], 'func_coeff': {(0, y(t), 1): 0, (1, y(t), 1): 1, (1, x(t), 1): 0, (0, y(t), 0): 0, \
|
||
|
(1, x(t), 0): 0, (0, x(t), 0): 0, (1, y(t), 0): 0, (0, x(t), 1): 1}, 'order': {y(t): 1, x(t): 1}, 'no_of_equation': 2}
|
||
|
assert classify_sysode(eq8) == sol8
|
||
|
|
||
|
eq11 = (Eq(x1,x(t)*y(t)**3), Eq(y1,y(t)**5))
|
||
|
sol11 = {'no_of_equation': 2, 'func_coeff': {(0, x(t), 0): -y(t)**3, (1, x(t), 1): 0, (0, x(t), 1): 1, \
|
||
|
(1, y(t), 0): 0, (1, x(t), 0): 0, (0, y(t), 1): 0, (0, y(t), 0): 0, (1, y(t), 1): 1}, 'type_of_equation': \
|
||
|
'type1', 'func': [x(t), y(t)], 'is_linear': False, 'eq': [-x(t)*y(t)**3 + Derivative(x(t), t), \
|
||
|
-y(t)**5 + Derivative(y(t), t)], 'order': {y(t): 1, x(t): 1}}
|
||
|
assert classify_sysode(eq11) == sol11
|
||
|
|
||
|
eq13 = (Eq(x1,x(t)*y(t)*sin(t)**2), Eq(y1,y(t)**2*sin(t)**2))
|
||
|
sol13 = {'no_of_equation': 2, 'func_coeff': {(0, x(t), 0): -y(t)*sin(t)**2, (1, x(t), 1): 0, (0, x(t), 1): 1, \
|
||
|
(1, y(t), 0): 0, (1, x(t), 0): 0, (0, y(t), 1): 0, (0, y(t), 0): -x(t)*sin(t)**2, (1, y(t), 1): 1}, \
|
||
|
'type_of_equation': 'type4', 'func': [x(t), y(t)], 'is_linear': False, 'eq': [-x(t)*y(t)*sin(t)**2 + \
|
||
|
Derivative(x(t), t), -y(t)**2*sin(t)**2 + Derivative(y(t), t)], 'order': {y(t): 1, x(t): 1}}
|
||
|
assert classify_sysode(eq13) == sol13
|
||
|
|
||
|
|
||
|
def test_solve_ics():
|
||
|
# Basic tests that things work from dsolve.
|
||
|
assert dsolve(f(x).diff(x) - 1/f(x), f(x), ics={f(1): 2}) == \
|
||
|
Eq(f(x), sqrt(2 * x + 2))
|
||
|
assert dsolve(f(x).diff(x) - f(x), f(x), ics={f(0): 1}) == Eq(f(x), exp(x))
|
||
|
assert dsolve(f(x).diff(x) - f(x), f(x), ics={f(x).diff(x).subs(x, 0): 1}) == Eq(f(x), exp(x))
|
||
|
assert dsolve(f(x).diff(x, x) + f(x), f(x), ics={f(0): 1,
|
||
|
f(x).diff(x).subs(x, 0): 1}) == Eq(f(x), sin(x) + cos(x))
|
||
|
assert dsolve([f(x).diff(x) - f(x) + g(x), g(x).diff(x) - g(x) - f(x)],
|
||
|
[f(x), g(x)], ics={f(0): 1, g(0): 0}) == [Eq(f(x), exp(x)*cos(x)), Eq(g(x), exp(x)*sin(x))]
|
||
|
|
||
|
# Test cases where dsolve returns two solutions.
|
||
|
eq = (x**2*f(x)**2 - x).diff(x)
|
||
|
assert dsolve(eq, f(x), ics={f(1): 0}) == [Eq(f(x),
|
||
|
-sqrt(x - 1)/x), Eq(f(x), sqrt(x - 1)/x)]
|
||
|
assert dsolve(eq, f(x), ics={f(x).diff(x).subs(x, 1): 0}) == [Eq(f(x),
|
||
|
-sqrt(x - S.Half)/x), Eq(f(x), sqrt(x - S.Half)/x)]
|
||
|
|
||
|
eq = cos(f(x)) - (x*sin(f(x)) - f(x)**2)*f(x).diff(x)
|
||
|
assert dsolve(eq, f(x),
|
||
|
ics={f(0):1}, hint='1st_exact', simplify=False) == Eq(x*cos(f(x)) + f(x)**3/3, Rational(1, 3))
|
||
|
assert dsolve(eq, f(x),
|
||
|
ics={f(0):1}, hint='1st_exact', simplify=True) == Eq(x*cos(f(x)) + f(x)**3/3, Rational(1, 3))
|
||
|
|
||
|
assert solve_ics([Eq(f(x), C1*exp(x))], [f(x)], [C1], {f(0): 1}) == {C1: 1}
|
||
|
assert solve_ics([Eq(f(x), C1*sin(x) + C2*cos(x))], [f(x)], [C1, C2],
|
||
|
{f(0): 1, f(pi/2): 1}) == {C1: 1, C2: 1}
|
||
|
|
||
|
assert solve_ics([Eq(f(x), C1*sin(x) + C2*cos(x))], [f(x)], [C1, C2],
|
||
|
{f(0): 1, f(x).diff(x).subs(x, 0): 1}) == {C1: 1, C2: 1}
|
||
|
|
||
|
assert solve_ics([Eq(f(x), C1*sin(x) + C2*cos(x))], [f(x)], [C1, C2], {f(0): 1}) == \
|
||
|
{C2: 1}
|
||
|
|
||
|
# Some more complicated tests Refer to PR #16098
|
||
|
|
||
|
assert set(dsolve(f(x).diff(x)*(f(x).diff(x, 2)-x), ics={f(0):0, f(x).diff(x).subs(x, 1):0})) == \
|
||
|
{Eq(f(x), 0), Eq(f(x), x ** 3 / 6 - x / 2)}
|
||
|
assert set(dsolve(f(x).diff(x)*(f(x).diff(x, 2)-x), ics={f(0):0})) == \
|
||
|
{Eq(f(x), 0), Eq(f(x), C2*x + x**3/6)}
|
||
|
|
||
|
K, r, f0 = symbols('K r f0')
|
||
|
sol = Eq(f(x), K*f0*exp(r*x)/((-K + f0)*(f0*exp(r*x)/(-K + f0) - 1)))
|
||
|
assert (dsolve(Eq(f(x).diff(x), r * f(x) * (1 - f(x) / K)), f(x), ics={f(0): f0})) == sol
|
||
|
|
||
|
|
||
|
#Order dependent issues Refer to PR #16098
|
||
|
assert set(dsolve(f(x).diff(x)*(f(x).diff(x, 2)-x), ics={f(x).diff(x).subs(x,0):0, f(0):0})) == \
|
||
|
{Eq(f(x), 0), Eq(f(x), x ** 3 / 6)}
|
||
|
assert set(dsolve(f(x).diff(x)*(f(x).diff(x, 2)-x), ics={f(0):0, f(x).diff(x).subs(x,0):0})) == \
|
||
|
{Eq(f(x), 0), Eq(f(x), x ** 3 / 6)}
|
||
|
|
||
|
# XXX: Ought to be ValueError
|
||
|
raises(ValueError, lambda: solve_ics([Eq(f(x), C1*sin(x) + C2*cos(x))], [f(x)], [C1, C2], {f(0): 1, f(pi): 1}))
|
||
|
|
||
|
# Degenerate case. f'(0) is identically 0.
|
||
|
raises(ValueError, lambda: solve_ics([Eq(f(x), sqrt(C1 - x**2))], [f(x)], [C1], {f(x).diff(x).subs(x, 0): 0}))
|
||
|
|
||
|
EI, q, L = symbols('EI q L')
|
||
|
|
||
|
# eq = Eq(EI*diff(f(x), x, 4), q)
|
||
|
sols = [Eq(f(x), C1 + C2*x + C3*x**2 + C4*x**3 + q*x**4/(24*EI))]
|
||
|
funcs = [f(x)]
|
||
|
constants = [C1, C2, C3, C4]
|
||
|
# Test both cases, Derivative (the default from f(x).diff(x).subs(x, L)),
|
||
|
# and Subs
|
||
|
ics1 = {f(0): 0,
|
||
|
f(x).diff(x).subs(x, 0): 0,
|
||
|
f(L).diff(L, 2): 0,
|
||
|
f(L).diff(L, 3): 0}
|
||
|
ics2 = {f(0): 0,
|
||
|
f(x).diff(x).subs(x, 0): 0,
|
||
|
Subs(f(x).diff(x, 2), x, L): 0,
|
||
|
Subs(f(x).diff(x, 3), x, L): 0}
|
||
|
|
||
|
solved_constants1 = solve_ics(sols, funcs, constants, ics1)
|
||
|
solved_constants2 = solve_ics(sols, funcs, constants, ics2)
|
||
|
assert solved_constants1 == solved_constants2 == {
|
||
|
C1: 0,
|
||
|
C2: 0,
|
||
|
C3: L**2*q/(4*EI),
|
||
|
C4: -L*q/(6*EI)}
|
||
|
|
||
|
# Allow the ics to refer to f
|
||
|
ics = {f(0): f(0)}
|
||
|
assert dsolve(f(x).diff(x) - f(x), f(x), ics=ics) == Eq(f(x), f(0)*exp(x))
|
||
|
|
||
|
ics = {f(x).diff(x).subs(x, 0): f(x).diff(x).subs(x, 0), f(0): f(0)}
|
||
|
assert dsolve(f(x).diff(x, x) + f(x), f(x), ics=ics) == \
|
||
|
Eq(f(x), f(0)*cos(x) + f(x).diff(x).subs(x, 0)*sin(x))
|
||
|
|
||
|
def test_ode_order():
|
||
|
f = Function('f')
|
||
|
g = Function('g')
|
||
|
x = Symbol('x')
|
||
|
assert ode_order(3*x*exp(f(x)), f(x)) == 0
|
||
|
assert ode_order(x*diff(f(x), x) + 3*x*f(x) - sin(x)/x, f(x)) == 1
|
||
|
assert ode_order(x**2*f(x).diff(x, x) + x*diff(f(x), x) - f(x), f(x)) == 2
|
||
|
assert ode_order(diff(x*exp(f(x)), x, x), f(x)) == 2
|
||
|
assert ode_order(diff(x*diff(x*exp(f(x)), x, x), x), f(x)) == 3
|
||
|
assert ode_order(diff(f(x), x, x), g(x)) == 0
|
||
|
assert ode_order(diff(f(x), x, x)*diff(g(x), x), f(x)) == 2
|
||
|
assert ode_order(diff(f(x), x, x)*diff(g(x), x), g(x)) == 1
|
||
|
assert ode_order(diff(x*diff(x*exp(f(x)), x, x), x), g(x)) == 0
|
||
|
# issue 5835: ode_order has to also work for unevaluated derivatives
|
||
|
# (ie, without using doit()).
|
||
|
assert ode_order(Derivative(x*f(x), x), f(x)) == 1
|
||
|
assert ode_order(x*sin(Derivative(x*f(x)**2, x, x)), f(x)) == 2
|
||
|
assert ode_order(Derivative(x*Derivative(x*exp(f(x)), x, x), x), g(x)) == 0
|
||
|
assert ode_order(Derivative(f(x), x, x), g(x)) == 0
|
||
|
assert ode_order(Derivative(x*exp(f(x)), x, x), f(x)) == 2
|
||
|
assert ode_order(Derivative(f(x), x, x)*Derivative(g(x), x), g(x)) == 1
|
||
|
assert ode_order(Derivative(x*Derivative(f(x), x, x), x), f(x)) == 3
|
||
|
assert ode_order(
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||
|
x*sin(Derivative(x*Derivative(f(x), x)**2, x, x)), f(x)) == 3
|
||
|
|
||
|
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||
|
def test_homogeneous_order():
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||
|
assert homogeneous_order(exp(y/x) + tan(y/x), x, y) == 0
|
||
|
assert homogeneous_order(x**2 + sin(x)*cos(y), x, y) is None
|
||
|
assert homogeneous_order(x - y - x*sin(y/x), x, y) == 1
|
||
|
assert homogeneous_order((x*y + sqrt(x**4 + y**4) + x**2*(log(x) - log(y)))/
|
||
|
(pi*x**Rational(2, 3)*sqrt(y)**3), x, y) == Rational(-1, 6)
|
||
|
assert homogeneous_order(y/x*cos(y/x) - x/y*sin(y/x) + cos(y/x), x, y) == 0
|
||
|
assert homogeneous_order(f(x), x, f(x)) == 1
|
||
|
assert homogeneous_order(f(x)**2, x, f(x)) == 2
|
||
|
assert homogeneous_order(x*y*z, x, y) == 2
|
||
|
assert homogeneous_order(x*y*z, x, y, z) == 3
|
||
|
assert homogeneous_order(x**2*f(x)/sqrt(x**2 + f(x)**2), f(x)) is None
|
||
|
assert homogeneous_order(f(x, y)**2, x, f(x, y), y) == 2
|
||
|
assert homogeneous_order(f(x, y)**2, x, f(x), y) is None
|
||
|
assert homogeneous_order(f(x, y)**2, x, f(x, y)) is None
|
||
|
assert homogeneous_order(f(y, x)**2, x, y, f(x, y)) is None
|
||
|
assert homogeneous_order(f(y), f(x), x) is None
|
||
|
assert homogeneous_order(-f(x)/x + 1/sin(f(x)/ x), f(x), x) == 0
|
||
|
assert homogeneous_order(log(1/y) + log(x**2), x, y) is None
|
||
|
assert homogeneous_order(log(1/y) + log(x), x, y) == 0
|
||
|
assert homogeneous_order(log(x/y), x, y) == 0
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||
|
assert homogeneous_order(2*log(1/y) + 2*log(x), x, y) == 0
|
||
|
a = Symbol('a')
|
||
|
assert homogeneous_order(a*log(1/y) + a*log(x), x, y) == 0
|
||
|
assert homogeneous_order(f(x).diff(x), x, y) is None
|
||
|
assert homogeneous_order(-f(x).diff(x) + x, x, y) is None
|
||
|
assert homogeneous_order(O(x), x, y) is None
|
||
|
assert homogeneous_order(x + O(x**2), x, y) is None
|
||
|
assert homogeneous_order(x**pi, x) == pi
|
||
|
assert homogeneous_order(x**x, x) is None
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|
raises(ValueError, lambda: homogeneous_order(x*y))
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||
|
|
||
|
|
||
|
@XFAIL
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||
|
def test_noncircularized_real_imaginary_parts():
|
||
|
# If this passes, lines numbered 3878-3882 (at the time of this commit)
|
||
|
# of sympy/solvers/ode.py for nth_linear_constant_coeff_homogeneous
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||
|
# should be removed.
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||
|
y = sqrt(1+x)
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||
|
i, r = im(y), re(y)
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||
|
assert not (i.has(atan2) and r.has(atan2))
|
||
|
|
||
|
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||
|
def test_collect_respecting_exponentials():
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||
|
# If this test passes, lines 1306-1311 (at the time of this commit)
|
||
|
# of sympy/solvers/ode.py should be removed.
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||
|
sol = 1 + exp(x/2)
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||
|
assert sol == collect( sol, exp(x/3))
|
||
|
|
||
|
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|
def test_undetermined_coefficients_match():
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||
|
assert _undetermined_coefficients_match(g(x), x) == {'test': False}
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||
|
assert _undetermined_coefficients_match(sin(2*x + sqrt(5)), x) == \
|
||
|
{'test': True, 'trialset':
|
||
|
{cos(2*x + sqrt(5)), sin(2*x + sqrt(5))}}
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||
|
assert _undetermined_coefficients_match(sin(x)*cos(x), x) == \
|
||
|
{'test': False}
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||
|
s = {cos(x), x*cos(x), x**2*cos(x), x**2*sin(x), x*sin(x), sin(x)}
|
||
|
assert _undetermined_coefficients_match(sin(x)*(x**2 + x + 1), x) == \
|
||
|
{'test': True, 'trialset': s}
|
||
|
assert _undetermined_coefficients_match(
|
||
|
sin(x)*x**2 + sin(x)*x + sin(x), x) == {'test': True, 'trialset': s}
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||
|
assert _undetermined_coefficients_match(
|
||
|
exp(2*x)*sin(x)*(x**2 + x + 1), x
|
||
|
) == {
|
||
|
'test': True, 'trialset': {exp(2*x)*sin(x), x**2*exp(2*x)*sin(x),
|
||
|
cos(x)*exp(2*x), x**2*cos(x)*exp(2*x), x*cos(x)*exp(2*x),
|
||
|
x*exp(2*x)*sin(x)}}
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||
|
assert _undetermined_coefficients_match(1/sin(x), x) == {'test': False}
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||
|
assert _undetermined_coefficients_match(log(x), x) == {'test': False}
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||
|
assert _undetermined_coefficients_match(2**(x)*(x**2 + x + 1), x) == \
|
||
|
{'test': True, 'trialset': {2**x, x*2**x, x**2*2**x}}
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||
|
assert _undetermined_coefficients_match(x**y, x) == {'test': False}
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||
|
assert _undetermined_coefficients_match(exp(x)*exp(2*x + 1), x) == \
|
||
|
{'test': True, 'trialset': {exp(1 + 3*x)}}
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||
|
assert _undetermined_coefficients_match(sin(x)*(x**2 + x + 1), x) == \
|
||
|
{'test': True, 'trialset': {x*cos(x), x*sin(x), x**2*cos(x),
|
||
|
x**2*sin(x), cos(x), sin(x)}}
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||
|
assert _undetermined_coefficients_match(sin(x)*(x + sin(x)), x) == \
|
||
|
{'test': False}
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||
|
assert _undetermined_coefficients_match(sin(x)*(x + sin(2*x)), x) == \
|
||
|
{'test': False}
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||
|
assert _undetermined_coefficients_match(sin(x)*tan(x), x) == \
|
||
|
{'test': False}
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||
|
assert _undetermined_coefficients_match(
|
||
|
x**2*sin(x)*exp(x) + x*sin(x) + x, x
|
||
|
) == {
|
||
|
'test': True, 'trialset': {x**2*cos(x)*exp(x), x, cos(x), S.One,
|
||
|
exp(x)*sin(x), sin(x), x*exp(x)*sin(x), x*cos(x), x*cos(x)*exp(x),
|
||
|
x*sin(x), cos(x)*exp(x), x**2*exp(x)*sin(x)}}
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||
|
assert _undetermined_coefficients_match(4*x*sin(x - 2), x) == {
|
||
|
'trialset': {x*cos(x - 2), x*sin(x - 2), cos(x - 2), sin(x - 2)},
|
||
|
'test': True,
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|
}
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|
assert _undetermined_coefficients_match(2**x*x, x) == \
|
||
|
{'test': True, 'trialset': {2**x, x*2**x}}
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||
|
assert _undetermined_coefficients_match(2**x*exp(2*x), x) == \
|
||
|
{'test': True, 'trialset': {2**x*exp(2*x)}}
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||
|
assert _undetermined_coefficients_match(exp(-x)/x, x) == \
|
||
|
{'test': False}
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||
|
# Below are from Ordinary Differential Equations,
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||
|
# Tenenbaum and Pollard, pg. 231
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|
assert _undetermined_coefficients_match(S(4), x) == \
|
||
|
{'test': True, 'trialset': {S.One}}
|
||
|
assert _undetermined_coefficients_match(12*exp(x), x) == \
|
||
|
{'test': True, 'trialset': {exp(x)}}
|
||
|
assert _undetermined_coefficients_match(exp(I*x), x) == \
|
||
|
{'test': True, 'trialset': {exp(I*x)}}
|
||
|
assert _undetermined_coefficients_match(sin(x), x) == \
|
||
|
{'test': True, 'trialset': {cos(x), sin(x)}}
|
||
|
assert _undetermined_coefficients_match(cos(x), x) == \
|
||
|
{'test': True, 'trialset': {cos(x), sin(x)}}
|
||
|
assert _undetermined_coefficients_match(8 + 6*exp(x) + 2*sin(x), x) == \
|
||
|
{'test': True, 'trialset': {S.One, cos(x), sin(x), exp(x)}}
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||
|
assert _undetermined_coefficients_match(x**2, x) == \
|
||
|
{'test': True, 'trialset': {S.One, x, x**2}}
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||
|
assert _undetermined_coefficients_match(9*x*exp(x) + exp(-x), x) == \
|
||
|
{'test': True, 'trialset': {x*exp(x), exp(x), exp(-x)}}
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||
|
assert _undetermined_coefficients_match(2*exp(2*x)*sin(x), x) == \
|
||
|
{'test': True, 'trialset': {exp(2*x)*sin(x), cos(x)*exp(2*x)}}
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|
assert _undetermined_coefficients_match(x - sin(x), x) == \
|
||
|
{'test': True, 'trialset': {S.One, x, cos(x), sin(x)}}
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||
|
assert _undetermined_coefficients_match(x**2 + 2*x, x) == \
|
||
|
{'test': True, 'trialset': {S.One, x, x**2}}
|
||
|
assert _undetermined_coefficients_match(4*x*sin(x), x) == \
|
||
|
{'test': True, 'trialset': {x*cos(x), x*sin(x), cos(x), sin(x)}}
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||
|
assert _undetermined_coefficients_match(x*sin(2*x), x) == \
|
||
|
{'test': True, 'trialset':
|
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|
{x*cos(2*x), x*sin(2*x), cos(2*x), sin(2*x)}}
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||
|
assert _undetermined_coefficients_match(x**2*exp(-x), x) == \
|
||
|
{'test': True, 'trialset': {x*exp(-x), x**2*exp(-x), exp(-x)}}
|
||
|
assert _undetermined_coefficients_match(2*exp(-x) - x**2*exp(-x), x) == \
|
||
|
{'test': True, 'trialset': {x*exp(-x), x**2*exp(-x), exp(-x)}}
|
||
|
assert _undetermined_coefficients_match(exp(-2*x) + x**2, x) == \
|
||
|
{'test': True, 'trialset': {S.One, x, x**2, exp(-2*x)}}
|
||
|
assert _undetermined_coefficients_match(x*exp(-x), x) == \
|
||
|
{'test': True, 'trialset': {x*exp(-x), exp(-x)}}
|
||
|
assert _undetermined_coefficients_match(x + exp(2*x), x) == \
|
||
|
{'test': True, 'trialset': {S.One, x, exp(2*x)}}
|
||
|
assert _undetermined_coefficients_match(sin(x) + exp(-x), x) == \
|
||
|
{'test': True, 'trialset': {cos(x), sin(x), exp(-x)}}
|
||
|
assert _undetermined_coefficients_match(exp(x), x) == \
|
||
|
{'test': True, 'trialset': {exp(x)}}
|
||
|
# converted from sin(x)**2
|
||
|
assert _undetermined_coefficients_match(S.Half - cos(2*x)/2, x) == \
|
||
|
{'test': True, 'trialset': {S.One, cos(2*x), sin(2*x)}}
|
||
|
# converted from exp(2*x)*sin(x)**2
|
||
|
assert _undetermined_coefficients_match(
|
||
|
exp(2*x)*(S.Half + cos(2*x)/2), x
|
||
|
) == {
|
||
|
'test': True, 'trialset': {exp(2*x)*sin(2*x), cos(2*x)*exp(2*x),
|
||
|
exp(2*x)}}
|
||
|
assert _undetermined_coefficients_match(2*x + sin(x) + cos(x), x) == \
|
||
|
{'test': True, 'trialset': {S.One, x, cos(x), sin(x)}}
|
||
|
# converted from sin(2*x)*sin(x)
|
||
|
assert _undetermined_coefficients_match(cos(x)/2 - cos(3*x)/2, x) == \
|
||
|
{'test': True, 'trialset': {cos(x), cos(3*x), sin(x), sin(3*x)}}
|
||
|
assert _undetermined_coefficients_match(cos(x**2), x) == {'test': False}
|
||
|
assert _undetermined_coefficients_match(2**(x**2), x) == {'test': False}
|
||
|
|
||
|
|
||
|
def test_issue_4785_22462():
|
||
|
from sympy.abc import A
|
||
|
eq = x + A*(x + diff(f(x), x) + f(x)) + diff(f(x), x) + f(x) + 2
|
||
|
assert classify_ode(eq, f(x)) == ('factorable', '1st_exact', '1st_linear',
|
||
|
'Bernoulli', 'almost_linear', '1st_power_series', 'lie_group',
|
||
|
'nth_linear_constant_coeff_undetermined_coefficients',
|
||
|
'nth_linear_constant_coeff_variation_of_parameters',
|
||
|
'1st_exact_Integral', '1st_linear_Integral', 'Bernoulli_Integral',
|
||
|
'almost_linear_Integral',
|
||
|
'nth_linear_constant_coeff_variation_of_parameters_Integral')
|
||
|
# issue 4864
|
||
|
eq = (x**2 + f(x)**2)*f(x).diff(x) - 2*x*f(x)
|
||
|
assert classify_ode(eq, f(x)) == ('factorable', '1st_exact',
|
||
|
'1st_homogeneous_coeff_best',
|
||
|
'1st_homogeneous_coeff_subs_indep_div_dep',
|
||
|
'1st_homogeneous_coeff_subs_dep_div_indep',
|
||
|
'1st_power_series',
|
||
|
'lie_group', '1st_exact_Integral',
|
||
|
'1st_homogeneous_coeff_subs_indep_div_dep_Integral',
|
||
|
'1st_homogeneous_coeff_subs_dep_div_indep_Integral')
|
||
|
|
||
|
|
||
|
def test_issue_4825():
|
||
|
raises(ValueError, lambda: dsolve(f(x, y).diff(x) - y*f(x, y), f(x)))
|
||
|
assert classify_ode(f(x, y).diff(x) - y*f(x, y), f(x), dict=True) == \
|
||
|
{'order': 0, 'default': None, 'ordered_hints': ()}
|
||
|
# See also issue 3793, test Z13.
|
||
|
raises(ValueError, lambda: dsolve(f(x).diff(x), f(y)))
|
||
|
assert classify_ode(f(x).diff(x), f(y), dict=True) == \
|
||
|
{'order': 0, 'default': None, 'ordered_hints': ()}
|
||
|
|
||
|
|
||
|
def test_constant_renumber_order_issue_5308():
|
||
|
from sympy.utilities.iterables import variations
|
||
|
|
||
|
assert constant_renumber(C1*x + C2*y) == \
|
||
|
constant_renumber(C1*y + C2*x) == \
|
||
|
C1*x + C2*y
|
||
|
e = C1*(C2 + x)*(C3 + y)
|
||
|
for a, b, c in variations([C1, C2, C3], 3):
|
||
|
assert constant_renumber(a*(b + x)*(c + y)) == e
|
||
|
|
||
|
|
||
|
def test_constant_renumber():
|
||
|
e1, e2, x, y = symbols("e1:3 x y")
|
||
|
exprs = [e2*x, e1*x + e2*y]
|
||
|
|
||
|
assert constant_renumber(exprs[0]) == e2*x
|
||
|
assert constant_renumber(exprs[0], variables=[x]) == C1*x
|
||
|
assert constant_renumber(exprs[0], variables=[x], newconstants=[C2]) == C2*x
|
||
|
assert constant_renumber(exprs, variables=[x, y]) == [C1*x, C1*y + C2*x]
|
||
|
assert constant_renumber(exprs, variables=[x, y], newconstants=symbols("C3:5")) == [C3*x, C3*y + C4*x]
|
||
|
|
||
|
|
||
|
def test_issue_5770():
|
||
|
k = Symbol("k", real=True)
|
||
|
t = Symbol('t')
|
||
|
w = Function('w')
|
||
|
sol = dsolve(w(t).diff(t, 6) - k**6*w(t), w(t))
|
||
|
assert len([s for s in sol.free_symbols if s.name.startswith('C')]) == 6
|
||
|
assert constantsimp((C1*cos(x) + C2*cos(x))*exp(x), {C1, C2}) == \
|
||
|
C1*cos(x)*exp(x)
|
||
|
assert constantsimp(C1*cos(x) + C2*cos(x) + C3*sin(x), {C1, C2, C3}) == \
|
||
|
C1*cos(x) + C3*sin(x)
|
||
|
assert constantsimp(exp(C1 + x), {C1}) == C1*exp(x)
|
||
|
assert constantsimp(x + C1 + y, {C1, y}) == C1 + x
|
||
|
assert constantsimp(x + C1 + Integral(x, (x, 1, 2)), {C1}) == C1 + x
|
||
|
|
||
|
|
||
|
def test_issue_5112_5430():
|
||
|
assert homogeneous_order(-log(x) + acosh(x), x) is None
|
||
|
assert homogeneous_order(y - log(x), x, y) is None
|
||
|
|
||
|
|
||
|
def test_issue_5095():
|
||
|
f = Function('f')
|
||
|
raises(ValueError, lambda: dsolve(f(x).diff(x)**2, f(x), 'fdsjf'))
|
||
|
|
||
|
|
||
|
def test_homogeneous_function():
|
||
|
f = Function('f')
|
||
|
eq1 = tan(x + f(x))
|
||
|
eq2 = sin((3*x)/(4*f(x)))
|
||
|
eq3 = cos(x*f(x)*Rational(3, 4))
|
||
|
eq4 = log((3*x + 4*f(x))/(5*f(x) + 7*x))
|
||
|
eq5 = exp((2*x**2)/(3*f(x)**2))
|
||
|
eq6 = log((3*x + 4*f(x))/(5*f(x) + 7*x) + exp((2*x**2)/(3*f(x)**2)))
|
||
|
eq7 = sin((3*x)/(5*f(x) + x**2))
|
||
|
assert homogeneous_order(eq1, x, f(x)) == None
|
||
|
assert homogeneous_order(eq2, x, f(x)) == 0
|
||
|
assert homogeneous_order(eq3, x, f(x)) == None
|
||
|
assert homogeneous_order(eq4, x, f(x)) == 0
|
||
|
assert homogeneous_order(eq5, x, f(x)) == 0
|
||
|
assert homogeneous_order(eq6, x, f(x)) == 0
|
||
|
assert homogeneous_order(eq7, x, f(x)) == None
|
||
|
|
||
|
|
||
|
def test_linear_coeff_match():
|
||
|
n, d = z*(2*x + 3*f(x) + 5), z*(7*x + 9*f(x) + 11)
|
||
|
rat = n/d
|
||
|
eq1 = sin(rat) + cos(rat.expand())
|
||
|
obj1 = LinearCoefficients(eq1)
|
||
|
eq2 = rat
|
||
|
obj2 = LinearCoefficients(eq2)
|
||
|
eq3 = log(sin(rat))
|
||
|
obj3 = LinearCoefficients(eq3)
|
||
|
ans = (4, Rational(-13, 3))
|
||
|
assert obj1._linear_coeff_match(eq1, f(x)) == ans
|
||
|
assert obj2._linear_coeff_match(eq2, f(x)) == ans
|
||
|
assert obj3._linear_coeff_match(eq3, f(x)) == ans
|
||
|
|
||
|
# no c
|
||
|
eq4 = (3*x)/f(x)
|
||
|
obj4 = LinearCoefficients(eq4)
|
||
|
# not x and f(x)
|
||
|
eq5 = (3*x + 2)/x
|
||
|
obj5 = LinearCoefficients(eq5)
|
||
|
# denom will be zero
|
||
|
eq6 = (3*x + 2*f(x) + 1)/(3*x + 2*f(x) + 5)
|
||
|
obj6 = LinearCoefficients(eq6)
|
||
|
# not rational coefficient
|
||
|
eq7 = (3*x + 2*f(x) + sqrt(2))/(3*x + 2*f(x) + 5)
|
||
|
obj7 = LinearCoefficients(eq7)
|
||
|
assert obj4._linear_coeff_match(eq4, f(x)) is None
|
||
|
assert obj5._linear_coeff_match(eq5, f(x)) is None
|
||
|
assert obj6._linear_coeff_match(eq6, f(x)) is None
|
||
|
assert obj7._linear_coeff_match(eq7, f(x)) is None
|
||
|
|
||
|
|
||
|
def test_constantsimp_take_problem():
|
||
|
c = exp(C1) + 2
|
||
|
assert len(Poly(constantsimp(exp(C1) + c + c*x, [C1])).gens) == 2
|
||
|
|
||
|
|
||
|
def test_series():
|
||
|
C1 = Symbol("C1")
|
||
|
eq = f(x).diff(x) - f(x)
|
||
|
sol = Eq(f(x), C1 + C1*x + C1*x**2/2 + C1*x**3/6 + C1*x**4/24 +
|
||
|
C1*x**5/120 + O(x**6))
|
||
|
assert dsolve(eq, hint='1st_power_series') == sol
|
||
|
assert checkodesol(eq, sol, order=1)[0]
|
||
|
|
||
|
eq = f(x).diff(x) - x*f(x)
|
||
|
sol = Eq(f(x), C1*x**4/8 + C1*x**2/2 + C1 + O(x**6))
|
||
|
assert dsolve(eq, hint='1st_power_series') == sol
|
||
|
assert checkodesol(eq, sol, order=1)[0]
|
||
|
|
||
|
eq = f(x).diff(x) - sin(x*f(x))
|
||
|
sol = Eq(f(x), (x - 2)**2*(1+ sin(4))*cos(4) + (x - 2)*sin(4) + 2 + O(x**3))
|
||
|
assert dsolve(eq, hint='1st_power_series', ics={f(2): 2}, n=3) == sol
|
||
|
# FIXME: The solution here should be O((x-2)**3) so is incorrect
|
||
|
#assert checkodesol(eq, sol, order=1)[0]
|
||
|
|
||
|
|
||
|
@slow
|
||
|
def test_2nd_power_series_ordinary():
|
||
|
C1, C2 = symbols("C1 C2")
|
||
|
|
||
|
eq = f(x).diff(x, 2) - x*f(x)
|
||
|
assert classify_ode(eq) == ('2nd_linear_airy', '2nd_power_series_ordinary')
|
||
|
sol = Eq(f(x), C2*(x**3/6 + 1) + C1*x*(x**3/12 + 1) + O(x**6))
|
||
|
assert dsolve(eq, hint='2nd_power_series_ordinary') == sol
|
||
|
assert checkodesol(eq, sol) == (True, 0)
|
||
|
|
||
|
sol = Eq(f(x), C2*((x + 2)**4/6 + (x + 2)**3/6 - (x + 2)**2 + 1)
|
||
|
+ C1*(x + (x + 2)**4/12 - (x + 2)**3/3 + S(2))
|
||
|
+ O(x**6))
|
||
|
assert dsolve(eq, hint='2nd_power_series_ordinary', x0=-2) == sol
|
||
|
# FIXME: Solution should be O((x+2)**6)
|
||
|
# assert checkodesol(eq, sol) == (True, 0)
|
||
|
|
||
|
sol = Eq(f(x), C2*x + C1 + O(x**2))
|
||
|
assert dsolve(eq, hint='2nd_power_series_ordinary', n=2) == sol
|
||
|
assert checkodesol(eq, sol) == (True, 0)
|
||
|
|
||
|
eq = (1 + x**2)*(f(x).diff(x, 2)) + 2*x*(f(x).diff(x)) -2*f(x)
|
||
|
assert classify_ode(eq) == ('factorable', '2nd_hypergeometric', '2nd_hypergeometric_Integral',
|
||
|
'2nd_power_series_ordinary')
|
||
|
|
||
|
sol = Eq(f(x), C2*(-x**4/3 + x**2 + 1) + C1*x + O(x**6))
|
||
|
assert dsolve(eq, hint='2nd_power_series_ordinary') == sol
|
||
|
assert checkodesol(eq, sol) == (True, 0)
|
||
|
|
||
|
eq = f(x).diff(x, 2) + x*(f(x).diff(x)) + f(x)
|
||
|
assert classify_ode(eq) == ('factorable', '2nd_power_series_ordinary',)
|
||
|
sol = Eq(f(x), C2*(x**4/8 - x**2/2 + 1) + C1*x*(-x**2/3 + 1) + O(x**6))
|
||
|
assert dsolve(eq) == sol
|
||
|
# FIXME: checkodesol fails for this solution...
|
||
|
# assert checkodesol(eq, sol) == (True, 0)
|
||
|
|
||
|
eq = f(x).diff(x, 2) + f(x).diff(x) - x*f(x)
|
||
|
assert classify_ode(eq) == ('2nd_power_series_ordinary',)
|
||
|
sol = Eq(f(x), C2*(-x**4/24 + x**3/6 + 1)
|
||
|
+ C1*x*(x**3/24 + x**2/6 - x/2 + 1) + O(x**6))
|
||
|
assert dsolve(eq) == sol
|
||
|
# FIXME: checkodesol fails for this solution...
|
||
|
# assert checkodesol(eq, sol) == (True, 0)
|
||
|
|
||
|
eq = f(x).diff(x, 2) + x*f(x)
|
||
|
assert classify_ode(eq) == ('2nd_linear_airy', '2nd_power_series_ordinary')
|
||
|
sol = Eq(f(x), C2*(x**6/180 - x**3/6 + 1) + C1*x*(-x**3/12 + 1) + O(x**7))
|
||
|
assert dsolve(eq, hint='2nd_power_series_ordinary', n=7) == sol
|
||
|
assert checkodesol(eq, sol) == (True, 0)
|
||
|
|
||
|
|
||
|
def test_2nd_power_series_regular():
|
||
|
C1, C2, a = symbols("C1 C2 a")
|
||
|
eq = x**2*(f(x).diff(x, 2)) - 3*x*(f(x).diff(x)) + (4*x + 4)*f(x)
|
||
|
sol = Eq(f(x), C1*x**2*(-16*x**3/9 + 4*x**2 - 4*x + 1) + O(x**6))
|
||
|
assert dsolve(eq, hint='2nd_power_series_regular') == sol
|
||
|
assert checkodesol(eq, sol) == (True, 0)
|
||
|
|
||
|
eq = 4*x**2*(f(x).diff(x, 2)) -8*x**2*(f(x).diff(x)) + (4*x**2 +
|
||
|
1)*f(x)
|
||
|
sol = Eq(f(x), C1*sqrt(x)*(x**4/24 + x**3/6 + x**2/2 + x + 1) + O(x**6))
|
||
|
assert dsolve(eq, hint='2nd_power_series_regular') == sol
|
||
|
assert checkodesol(eq, sol) == (True, 0)
|
||
|
|
||
|
eq = x**2*(f(x).diff(x, 2)) - x**2*(f(x).diff(x)) + (
|
||
|
x**2 - 2)*f(x)
|
||
|
sol = Eq(f(x), C1*(-x**6/720 - 3*x**5/80 - x**4/8 + x**2/2 + x/2 + 1)/x +
|
||
|
C2*x**2*(-x**3/60 + x**2/20 + x/2 + 1) + O(x**6))
|
||
|
assert dsolve(eq) == sol
|
||
|
assert checkodesol(eq, sol) == (True, 0)
|
||
|
|
||
|
eq = x**2*(f(x).diff(x, 2)) + x*(f(x).diff(x)) + (x**2 - Rational(1, 4))*f(x)
|
||
|
sol = Eq(f(x), C1*(x**4/24 - x**2/2 + 1)/sqrt(x) +
|
||
|
C2*sqrt(x)*(x**4/120 - x**2/6 + 1) + O(x**6))
|
||
|
assert dsolve(eq, hint='2nd_power_series_regular') == sol
|
||
|
assert checkodesol(eq, sol) == (True, 0)
|
||
|
|
||
|
eq = x*f(x).diff(x, 2) + f(x).diff(x) - a*x*f(x)
|
||
|
sol = Eq(f(x), C1*(a**2*x**4/64 + a*x**2/4 + 1) + O(x**6))
|
||
|
assert dsolve(eq, f(x), hint="2nd_power_series_regular") == sol
|
||
|
assert checkodesol(eq, sol) == (True, 0)
|
||
|
|
||
|
eq = f(x).diff(x, 2) + ((1 - x)/x)*f(x).diff(x) + (a/x)*f(x)
|
||
|
sol = Eq(f(x), C1*(-a*x**5*(a - 4)*(a - 3)*(a - 2)*(a - 1)/14400 + \
|
||
|
a*x**4*(a - 3)*(a - 2)*(a - 1)/576 - a*x**3*(a - 2)*(a - 1)/36 + \
|
||
|
a*x**2*(a - 1)/4 - a*x + 1) + O(x**6))
|
||
|
assert dsolve(eq, f(x), hint="2nd_power_series_regular") == sol
|
||
|
assert checkodesol(eq, sol) == (True, 0)
|
||
|
|
||
|
|
||
|
def test_issue_15056():
|
||
|
t = Symbol('t')
|
||
|
C3 = Symbol('C3')
|
||
|
assert get_numbered_constants(Symbol('C1') * Function('C2')(t)) == C3
|
||
|
|
||
|
|
||
|
def test_issue_15913():
|
||
|
eq = -C1/x - 2*x*f(x) - f(x) + Derivative(f(x), x)
|
||
|
sol = C2*exp(x**2 + x) + exp(x**2 + x)*Integral(C1*exp(-x**2 - x)/x, x)
|
||
|
assert checkodesol(eq, sol) == (True, 0)
|
||
|
sol = C1 + C2*exp(-x*y)
|
||
|
eq = Derivative(y*f(x), x) + f(x).diff(x, 2)
|
||
|
assert checkodesol(eq, sol, f(x)) == (True, 0)
|
||
|
|
||
|
|
||
|
def test_issue_16146():
|
||
|
raises(ValueError, lambda: dsolve([f(x).diff(x), g(x).diff(x)], [f(x), g(x), h(x)]))
|
||
|
raises(ValueError, lambda: dsolve([f(x).diff(x), g(x).diff(x)], [f(x)]))
|
||
|
|
||
|
|
||
|
def test_dsolve_remove_redundant_solutions():
|
||
|
|
||
|
eq = (f(x)-2)*f(x).diff(x)
|
||
|
sol = Eq(f(x), C1)
|
||
|
assert dsolve(eq) == sol
|
||
|
|
||
|
eq = (f(x)-sin(x))*(f(x).diff(x, 2))
|
||
|
sol = {Eq(f(x), C1 + C2*x), Eq(f(x), sin(x))}
|
||
|
assert set(dsolve(eq)) == sol
|
||
|
|
||
|
eq = (f(x)**2-2*f(x)+1)*f(x).diff(x, 3)
|
||
|
sol = Eq(f(x), C1 + C2*x + C3*x**2)
|
||
|
assert dsolve(eq) == sol
|
||
|
|
||
|
|
||
|
def test_issue_13060():
|
||
|
A, B = symbols("A B", cls=Function)
|
||
|
t = Symbol("t")
|
||
|
eq = [Eq(Derivative(A(t), t), A(t)*B(t)), Eq(Derivative(B(t), t), A(t)*B(t))]
|
||
|
sol = dsolve(eq)
|
||
|
assert checkodesol(eq, sol) == (True, [0, 0])
|
||
|
|
||
|
|
||
|
def test_issue_22523():
|
||
|
N, s = symbols('N s')
|
||
|
rho = Function('rho')
|
||
|
# intentionally use 4.0 to confirm issue with nfloat
|
||
|
# works here
|
||
|
eqn = 4.0*N*sqrt(N - 1)*rho(s) + (4*s**2*(N - 1) + (N - 2*s*(N - 1))**2
|
||
|
)*Derivative(rho(s), (s, 2))
|
||
|
match = classify_ode(eqn, dict=True, hint='all')
|
||
|
assert match['2nd_power_series_ordinary']['terms'] == 5
|
||
|
C1, C2 = symbols('C1,C2')
|
||
|
sol = dsolve(eqn, hint='2nd_power_series_ordinary')
|
||
|
# there is no r(2.0) in this result
|
||
|
assert filldedent(sol) == filldedent(str('''
|
||
|
Eq(rho(s), C2*(1 - 4.0*s**4*sqrt(N - 1.0)/N + 0.666666666666667*s**4/N
|
||
|
- 2.66666666666667*s**3*sqrt(N - 1.0)/N - 2.0*s**2*sqrt(N - 1.0)/N +
|
||
|
9.33333333333333*s**4*sqrt(N - 1.0)/N**2 - 0.666666666666667*s**4/N**2
|
||
|
+ 2.66666666666667*s**3*sqrt(N - 1.0)/N**2 -
|
||
|
5.33333333333333*s**4*sqrt(N - 1.0)/N**3) + C1*s*(1.0 -
|
||
|
1.33333333333333*s**3*sqrt(N - 1.0)/N - 0.666666666666667*s**2*sqrt(N
|
||
|
- 1.0)/N + 1.33333333333333*s**3*sqrt(N - 1.0)/N**2) + O(s**6))'''))
|
||
|
|
||
|
|
||
|
def test_issue_22604():
|
||
|
x1, x2 = symbols('x1, x2', cls = Function)
|
||
|
t, k1, k2, m1, m2 = symbols('t k1 k2 m1 m2', real = True)
|
||
|
k1, k2, m1, m2 = 1, 1, 1, 1
|
||
|
eq1 = Eq(m1*diff(x1(t), t, 2) + k1*x1(t) - k2*(x2(t) - x1(t)), 0)
|
||
|
eq2 = Eq(m2*diff(x2(t), t, 2) + k2*(x2(t) - x1(t)), 0)
|
||
|
eqs = [eq1, eq2]
|
||
|
[x1sol, x2sol] = dsolve(eqs, [x1(t), x2(t)], ics = {x1(0):0, x1(t).diff().subs(t,0):0, \
|
||
|
x2(0):1, x2(t).diff().subs(t,0):0})
|
||
|
assert x1sol == Eq(x1(t), sqrt(3 - sqrt(5))*(sqrt(10) + 5*sqrt(2))*cos(sqrt(2)*t*sqrt(3 - sqrt(5))/2)/20 + \
|
||
|
(-5*sqrt(2) + sqrt(10))*sqrt(sqrt(5) + 3)*cos(sqrt(2)*t*sqrt(sqrt(5) + 3)/2)/20)
|
||
|
assert x2sol == Eq(x2(t), (sqrt(5) + 5)*cos(sqrt(2)*t*sqrt(3 - sqrt(5))/2)/10 + (5 - sqrt(5))*cos(sqrt(2)*t*sqrt(sqrt(5) + 3)/2)/10)
|
||
|
|
||
|
|
||
|
def test_issue_22462():
|
||
|
for de in [
|
||
|
Eq(f(x).diff(x), -20*f(x)**2 - 500*f(x)/7200),
|
||
|
Eq(f(x).diff(x), -2*f(x)**2 - 5*f(x)/7)]:
|
||
|
assert 'Bernoulli' in classify_ode(de, f(x))
|
||
|
|
||
|
|
||
|
def test_issue_23425():
|
||
|
x = symbols('x')
|
||
|
y = Function('y')
|
||
|
eq = Eq(-E**x*y(x).diff().diff() + y(x).diff(), 0)
|
||
|
assert classify_ode(eq) == \
|
||
|
('Liouville', 'nth_order_reducible', \
|
||
|
'2nd_power_series_ordinary', 'Liouville_Integral')
|