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from sympy import ( Symbol, Dummy, diff, Derivative, Rational, roots, S, sqrt, hyper, cos, gamma, conjugate, factorial, pi, oo, zoo, binomial, RisingFactorial, legendre, assoc_legendre, chebyshevu, chebyshevt, chebyshevt_root, chebyshevu_root, laguerre, assoc_laguerre, laguerre_poly, hermite, gegenbauer, jacobi, jacobi_normalized, Sum, floor, exp) from sympy.core.expr import unchanged from sympy.core.function import ArgumentIndexError from sympy.testing.pytest import raises x = Symbol('x') def test_jacobi(): n = Symbol("n") a = Symbol("a") b = Symbol("b") assert jacobi(0, a, b, x) == 1 assert jacobi(1, a, b, x) == a/2 - b/2 + x*(a/2 + b/2 + 1) assert jacobi(n, a, a, x) == RisingFactorial( a + 1, n)*gegenbauer(n, a + S.Half, x)/RisingFactorial(2*a + 1, n) assert jacobi(n, a, -a, x) == ((-1)**a*(-x + 1)**(-a/2)*(x + 1)**(a/2)*assoc_legendre(n, a, x)* factorial(-a + n)*gamma(a + n + 1)/(factorial(a + n)*gamma(n + 1))) assert jacobi(n, -b, b, x) == ((-x + 1)**(b/2)*(x + 1)**(-b/2)*assoc_legendre(n, b, x)* gamma(-b + n + 1)/gamma(n + 1)) assert jacobi(n, 0, 0, x) == legendre(n, x) assert jacobi(n, S.Half, S.Half, x) == RisingFactorial( Rational(3, 2), n)*chebyshevu(n, x)/factorial(n + 1) assert jacobi(n, Rational(-1, 2), Rational(-1, 2), x) == RisingFactorial( S.Half, n)*chebyshevt(n, x)/factorial(n) X = jacobi(n, a, b, x) assert isinstance(X, jacobi) assert jacobi(n, a, b, -x) == (-1)**n*jacobi(n, b, a, x) assert jacobi(n, a, b, 0) == 2**(-n)*gamma(a + n + 1)*hyper( (-b - n, -n), (a + 1,), -1)/(factorial(n)*gamma(a + 1)) assert jacobi(n, a, b, 1) == RisingFactorial(a + 1, n)/factorial(n) m = Symbol("m", positive=True) assert jacobi(m, a, b, oo) == oo*RisingFactorial(a + b + m + 1, m) assert unchanged(jacobi, n, a, b, oo) assert conjugate(jacobi(m, a, b, x)) == \ jacobi(m, conjugate(a), conjugate(b), conjugate(x)) _k = Dummy('k') assert diff(jacobi(n, a, b, x), n) == Derivative(jacobi(n, a, b, x), n) assert diff(jacobi(n, a, b, x), a).dummy_eq(Sum((jacobi(n, a, b, x) + (2*_k + a + b + 1)*RisingFactorial(_k + b + 1, -_k + n)*jacobi(_k, a, b, x)/((-_k + n)*RisingFactorial(_k + a + b + 1, -_k + n)))/(_k + a + b + n + 1), (_k, 0, n - 1))) assert diff(jacobi(n, a, b, x), b).dummy_eq(Sum(((-1)**(-_k + n)*(2*_k + a + b + 1)*RisingFactorial(_k + a + 1, -_k + n)*jacobi(_k, a, b, x)/ ((-_k + n)*RisingFactorial(_k + a + b + 1, -_k + n)) + jacobi(n, a, b, x))/(_k + a + b + n + 1), (_k, 0, n - 1))) assert diff(jacobi(n, a, b, x), x) == \ (a/2 + b/2 + n/2 + S.Half)*jacobi(n - 1, a + 1, b + 1, x) assert jacobi_normalized(n, a, b, x) == \ (jacobi(n, a, b, x)/sqrt(2**(a + b + 1)*gamma(a + n + 1)*gamma(b + n + 1) /((a + b + 2*n + 1)*factorial(n)*gamma(a + b + n + 1)))) raises(ValueError, lambda: jacobi(-2.1, a, b, x)) raises(ValueError, lambda: jacobi(Dummy(positive=True, integer=True), 1, 2, oo)) assert jacobi(n, a, b, x).rewrite("polynomial").dummy_eq(Sum((S.Half - x/2) **_k*RisingFactorial(-n, _k)*RisingFactorial(_k + a + 1, -_k + n)* RisingFactorial(a + b + n + 1, _k)/factorial(_k), (_k, 0, n))/factorial(n)) raises(ArgumentIndexError, lambda: jacobi(n, a, b, x).fdiff(5)) def test_gegenbauer(): n = Symbol("n") a = Symbol("a") assert gegenbauer(0, a, x) == 1 assert gegenbauer(1, a, x) == 2*a*x assert gegenbauer(2, a, x) == -a + x**2*(2*a**2 + 2*a) assert gegenbauer(3, a, x) == \ x**3*(4*a**3/3 + 4*a**2 + a*Rational(8, 3)) + x*(-2*a**2 - 2*a) assert gegenbauer(-1, a, x) == 0 assert gegenbauer(n, S.Half, x) == legendre(n, x) assert gegenbauer(n, 1, x) == chebyshevu(n, x) assert gegenbauer(n, -1, x) == 0 X = gegenbauer(n, a, x) assert isinstance(X, gegenbauer) assert gegenbauer(n, a, -x) == (-1)**n*gegenbauer(n, a, x) assert gegenbauer(n, a, 0) == 2**n*sqrt(pi) * \ gamma(a + n/2)/(gamma(a)*gamma(-n/2 + S.Half)*gamma(n + 1)) assert gegenbauer(n, a, 1) == gamma(2*a + n)/(gamma(2*a)*gamma(n + 1)) assert gegenbauer(n, Rational(3, 4), -1) is zoo assert gegenbauer(n, Rational(1, 4), -1) == (sqrt(2)*cos(pi*(n + S.One/4))* gamma(n + S.Half)/(sqrt(pi)*gamma(n + 1))) m = Symbol("m", positive=True) assert gegenbauer(m, a, oo) == oo*RisingFactorial(a, m) assert unchanged(gegenbauer, n, a, oo) assert conjugate(gegenbauer(n, a, x)) == gegenbauer(n, conjugate(a), conjugate(x)) _k = Dummy('k') assert diff(gegenbauer(n, a, x), n) == Derivative(gegenbauer(n, a, x), n) assert diff(gegenbauer(n, a, x), a).dummy_eq(Sum((2*(-1)**(-_k + n) + 2)* (_k + a)*gegenbauer(_k, a, x)/((-_k + n)*(_k + 2*a + n)) + ((2*_k + 2)/((_k + 2*a)*(2*_k + 2*a + 1)) + 2/(_k + 2*a + n))*gegenbauer(n, a , x), (_k, 0, n - 1))) assert diff(gegenbauer(n, a, x), x) == 2*a*gegenbauer(n - 1, a + 1, x) assert gegenbauer(n, a, x).rewrite('polynomial').dummy_eq( Sum((-1)**_k*(2*x)**(-2*_k + n)*RisingFactorial(a, -_k + n) /(factorial(_k)*factorial(-2*_k + n)), (_k, 0, floor(n/2)))) raises(ArgumentIndexError, lambda: gegenbauer(n, a, x).fdiff(4)) def test_legendre(): assert legendre(0, x) == 1 assert legendre(1, x) == x assert legendre(2, x) == ((3*x**2 - 1)/2).expand() assert legendre(3, x) == ((5*x**3 - 3*x)/2).expand() assert legendre(4, x) == ((35*x**4 - 30*x**2 + 3)/8).expand() assert legendre(5, x) == ((63*x**5 - 70*x**3 + 15*x)/8).expand() assert legendre(6, x) == ((231*x**6 - 315*x**4 + 105*x**2 - 5)/16).expand() assert legendre(10, -1) == 1 assert legendre(11, -1) == -1 assert legendre(10, 1) == 1 assert legendre(11, 1) == 1 assert legendre(10, 0) != 0 assert legendre(11, 0) == 0 assert legendre(-1, x) == 1 k = Symbol('k') assert legendre(5 - k, x).subs(k, 2) == ((5*x**3 - 3*x)/2).expand() assert roots(legendre(4, x), x) == { sqrt(Rational(3, 7) - Rational(2, 35)*sqrt(30)): 1, -sqrt(Rational(3, 7) - Rational(2, 35)*sqrt(30)): 1, sqrt(Rational(3, 7) + Rational(2, 35)*sqrt(30)): 1, -sqrt(Rational(3, 7) + Rational(2, 35)*sqrt(30)): 1, } n = Symbol("n") X = legendre(n, x) assert isinstance(X, legendre) assert unchanged(legendre, n, x) assert legendre(n, 0) == sqrt(pi)/(gamma(S.Half - n/2)*gamma(n/2 + 1)) assert legendre(n, 1) == 1 assert legendre(n, oo) is oo assert legendre(-n, x) == legendre(n - 1, x) assert legendre(n, -x) == (-1)**n*legendre(n, x) assert unchanged(legendre, -n + k, x) assert conjugate(legendre(n, x)) == legendre(n, conjugate(x)) assert diff(legendre(n, x), x) == \ n*(x*legendre(n, x) - legendre(n - 1, x))/(x**2 - 1) assert diff(legendre(n, x), n) == Derivative(legendre(n, x), n) _k = Dummy('k') assert legendre(n, x).rewrite("polynomial").dummy_eq(Sum((-1)**_k*(S.Half - x/2)**_k*(x/2 + S.Half)**(-_k + n)*binomial(n, _k)**2, (_k, 0, n))) raises(ArgumentIndexError, lambda: legendre(n, x).fdiff(1)) raises(ArgumentIndexError, lambda: legendre(n, x).fdiff(3)) def test_assoc_legendre(): Plm = assoc_legendre Q = sqrt(1 - x**2) assert Plm(0, 0, x) == 1 assert Plm(1, 0, x) == x assert Plm(1, 1, x) == -Q assert Plm(2, 0, x) == (3*x**2 - 1)/2 assert Plm(2, 1, x) == -3*x*Q assert Plm(2, 2, x) == 3*Q**2 assert Plm(3, 0, x) == (5*x**3 - 3*x)/2 assert Plm(3, 1, x).expand() == (( 3*(1 - 5*x**2)/2 ).expand() * Q).expand() assert Plm(3, 2, x) == 15*x * Q**2 assert Plm(3, 3, x) == -15 * Q**3 # negative m assert Plm(1, -1, x) == -Plm(1, 1, x)/2 assert Plm(2, -2, x) == Plm(2, 2, x)/24 assert Plm(2, -1, x) == -Plm(2, 1, x)/6 assert Plm(3, -3, x) == -Plm(3, 3, x)/720 assert Plm(3, -2, x) == Plm(3, 2, x)/120 assert Plm(3, -1, x) == -Plm(3, 1, x)/12 n = Symbol("n") m = Symbol("m") X = Plm(n, m, x) assert isinstance(X, assoc_legendre) assert Plm(n, 0, x) == legendre(n, x) assert Plm(n, m, 0) == 2**m*sqrt(pi)/(gamma(-m/2 - n/2 + S.Half)*gamma(-m/2 + n/2 + 1)) assert diff(Plm(m, n, x), x) == (m*x*assoc_legendre(m, n, x) - (m + n)*assoc_legendre(m - 1, n, x))/(x**2 - 1) _k = Dummy('k') assert Plm(m, n, x).rewrite("polynomial").dummy_eq( (1 - x**2)**(n/2)*Sum((-1)**_k*2**(-m)*x**(-2*_k + m - n)*factorial (-2*_k + 2*m)/(factorial(_k)*factorial(-_k + m)*factorial(-2*_k + m - n)), (_k, 0, floor(m/2 - n/2)))) assert conjugate(assoc_legendre(n, m, x)) == \ assoc_legendre(n, conjugate(m), conjugate(x)) raises(ValueError, lambda: Plm(0, 1, x)) raises(ValueError, lambda: Plm(-1, 1, x)) raises(ArgumentIndexError, lambda: Plm(n, m, x).fdiff(1)) raises(ArgumentIndexError, lambda: Plm(n, m, x).fdiff(2)) raises(ArgumentIndexError, lambda: Plm(n, m, x).fdiff(4)) def test_chebyshev(): assert chebyshevt(0, x) == 1 assert chebyshevt(1, x) == x assert chebyshevt(2, x) == 2*x**2 - 1 assert chebyshevt(3, x) == 4*x**3 - 3*x for n in range(1, 4): for k in range(n): z = chebyshevt_root(n, k) assert chebyshevt(n, z) == 0 raises(ValueError, lambda: chebyshevt_root(n, n)) for n in range(1, 4): for k in range(n): z = chebyshevu_root(n, k) assert chebyshevu(n, z) == 0 raises(ValueError, lambda: chebyshevu_root(n, n)) n = Symbol("n") X = chebyshevt(n, x) assert isinstance(X, chebyshevt) assert unchanged(chebyshevt, n, x) assert chebyshevt(n, -x) == (-1)**n*chebyshevt(n, x) assert chebyshevt(-n, x) == chebyshevt(n, x) assert chebyshevt(n, 0) == cos(pi*n/2) assert chebyshevt(n, 1) == 1 assert chebyshevt(n, oo) is oo assert conjugate(chebyshevt(n, x)) == chebyshevt(n, conjugate(x)) assert diff(chebyshevt(n, x), x) == n*chebyshevu(n - 1, x) X = chebyshevu(n, x) assert isinstance(X, chebyshevu) y = Symbol('y') assert chebyshevu(n, -x) == (-1)**n*chebyshevu(n, x) assert chebyshevu(-n, x) == -chebyshevu(n - 2, x) assert unchanged(chebyshevu, -n + y, x) assert chebyshevu(n, 0) == cos(pi*n/2) assert chebyshevu(n, 1) == n + 1 assert chebyshevu(n, oo) is oo assert conjugate(chebyshevu(n, x)) == chebyshevu(n, conjugate(x)) assert diff(chebyshevu(n, x), x) == \ (-x*chebyshevu(n, x) + (n + 1)*chebyshevt(n + 1, x))/(x**2 - 1) _k = Dummy('k') assert chebyshevt(n, x).rewrite("polynomial").dummy_eq(Sum(x**(-2*_k + n) *(x**2 - 1)**_k*binomial(n, 2*_k), (_k, 0, floor(n/2)))) assert chebyshevu(n, x).rewrite("polynomial").dummy_eq(Sum((-1)**_k*(2*x) **(-2*_k + n)*factorial(-_k + n)/(factorial(_k)* factorial(-2*_k + n)), (_k, 0, floor(n/2)))) raises(ArgumentIndexError, lambda: chebyshevt(n, x).fdiff(1)) raises(ArgumentIndexError, lambda: chebyshevt(n, x).fdiff(3)) raises(ArgumentIndexError, lambda: chebyshevu(n, x).fdiff(1)) raises(ArgumentIndexError, lambda: chebyshevu(n, x).fdiff(3)) def test_hermite(): assert hermite(0, x) == 1 assert hermite(1, x) == 2*x assert hermite(2, x) == 4*x**2 - 2 assert hermite(3, x) == 8*x**3 - 12*x assert hermite(4, x) == 16*x**4 - 48*x**2 + 12 assert hermite(6, x) == 64*x**6 - 480*x**4 + 720*x**2 - 120 n = Symbol("n") assert unchanged(hermite, n, x) assert hermite(n, -x) == (-1)**n*hermite(n, x) assert unchanged(hermite, -n, x) assert hermite(n, 0) == 2**n*sqrt(pi)/gamma(S.Half - n/2) assert hermite(n, oo) is oo assert conjugate(hermite(n, x)) == hermite(n, conjugate(x)) _k = Dummy('k') assert hermite(n, x).rewrite("polynomial").dummy_eq(factorial(n)*Sum((-1) **_k*(2*x)**(-2*_k + n)/(factorial(_k)*factorial(-2*_k + n)), (_k, 0, floor(n/2)))) assert diff(hermite(n, x), x) == 2*n*hermite(n - 1, x) assert diff(hermite(n, x), n) == Derivative(hermite(n, x), n) raises(ArgumentIndexError, lambda: hermite(n, x).fdiff(3)) def test_laguerre(): n = Symbol("n") m = Symbol("m", negative=True) # Laguerre polynomials: assert laguerre(0, x) == 1 assert laguerre(1, x) == -x + 1 assert laguerre(2, x) == x**2/2 - 2*x + 1 assert laguerre(3, x) == -x**3/6 + 3*x**2/2 - 3*x + 1 assert laguerre(-2, x) == (x + 1)*exp(x) X = laguerre(n, x) assert isinstance(X, laguerre) assert laguerre(n, 0) == 1 assert laguerre(n, oo) == (-1)**n*oo assert laguerre(n, -oo) is oo assert conjugate(laguerre(n, x)) == laguerre(n, conjugate(x)) _k = Dummy('k') assert laguerre(n, x).rewrite("polynomial").dummy_eq( Sum(x**_k*RisingFactorial(-n, _k)/factorial(_k)**2, (_k, 0, n))) assert laguerre(m, x).rewrite("polynomial").dummy_eq( exp(x)*Sum((-x)**_k*RisingFactorial(m + 1, _k)/factorial(_k)**2, (_k, 0, -m - 1))) assert diff(laguerre(n, x), x) == -assoc_laguerre(n - 1, 1, x) k = Symbol('k') assert laguerre(-n, x) == exp(x)*laguerre(n - 1, -x) assert laguerre(-3, x) == exp(x)*laguerre(2, -x) assert unchanged(laguerre, -n + k, x) raises(ValueError, lambda: laguerre(-2.1, x)) raises(ValueError, lambda: laguerre(Rational(5, 2), x)) raises(ArgumentIndexError, lambda: laguerre(n, x).fdiff(1)) raises(ArgumentIndexError, lambda: laguerre(n, x).fdiff(3)) def test_assoc_laguerre(): n = Symbol("n") m = Symbol("m") alpha = Symbol("alpha") # generalized Laguerre polynomials: assert assoc_laguerre(0, alpha, x) == 1 assert assoc_laguerre(1, alpha, x) == -x + alpha + 1 assert assoc_laguerre(2, alpha, x).expand() == \ (x**2/2 - (alpha + 2)*x + (alpha + 2)*(alpha + 1)/2).expand() assert assoc_laguerre(3, alpha, x).expand() == \ (-x**3/6 + (alpha + 3)*x**2/2 - (alpha + 2)*(alpha + 3)*x/2 + (alpha + 1)*(alpha + 2)*(alpha + 3)/6).expand() # Test the lowest 10 polynomials with laguerre_poly, to make sure it works: for i in range(10): assert assoc_laguerre(i, 0, x).expand() == laguerre_poly(i, x) X = assoc_laguerre(n, m, x) assert isinstance(X, assoc_laguerre) assert assoc_laguerre(n, 0, x) == laguerre(n, x) assert assoc_laguerre(n, alpha, 0) == binomial(alpha + n, alpha) p = Symbol("p", positive=True) assert assoc_laguerre(p, alpha, oo) == (-1)**p*oo assert assoc_laguerre(p, alpha, -oo) is oo assert diff(assoc_laguerre(n, alpha, x), x) == \ -assoc_laguerre(n - 1, alpha + 1, x) _k = Dummy('k') assert diff(assoc_laguerre(n, alpha, x), alpha).dummy_eq( Sum(assoc_laguerre(_k, alpha, x)/(-alpha + n), (_k, 0, n - 1))) assert conjugate(assoc_laguerre(n, alpha, x)) == \ assoc_laguerre(n, conjugate(alpha), conjugate(x)) assert assoc_laguerre(n, alpha, x).rewrite('polynomial').dummy_eq( gamma(alpha + n + 1)*Sum(x**_k*RisingFactorial(-n, _k)/ (factorial(_k)*gamma(_k + alpha + 1)), (_k, 0, n))/factorial(n)) raises(ValueError, lambda: assoc_laguerre(-2.1, alpha, x)) raises(ArgumentIndexError, lambda: assoc_laguerre(n, alpha, x).fdiff(1)) raises(ArgumentIndexError, lambda: assoc_laguerre(n, alpha, x).fdiff(4))