from sympy.concrete.guess import ( find_simple_recurrence_vector, find_simple_recurrence, rationalize, guess_generating_function_rational, guess_generating_function, guess ) from sympy.concrete.products import Product from sympy.core.function import Function from sympy.core.numbers import Rational from sympy.core.singleton import S from sympy.core.symbol import (Symbol, symbols) from sympy.core.sympify import sympify from sympy.functions.combinatorial.factorials import (RisingFactorial, factorial) from sympy.functions.combinatorial.numbers import fibonacci from sympy.functions.elementary.exponential import exp def test_find_simple_recurrence_vector(): assert find_simple_recurrence_vector( [fibonacci(k) for k in range(12)]) == [1, -1, -1] def test_find_simple_recurrence(): a = Function('a') n = Symbol('n') assert find_simple_recurrence([fibonacci(k) for k in range(12)]) == ( -a(n) - a(n + 1) + a(n + 2)) f = Function('a') i = Symbol('n') a = [1, 1, 1] for k in range(15): a.append(5*a[-1]-3*a[-2]+8*a[-3]) assert find_simple_recurrence(a, A=f, N=i) == ( -8*f(i) + 3*f(i + 1) - 5*f(i + 2) + f(i + 3)) assert find_simple_recurrence([0, 2, 15, 74, 12, 3, 0, 1, 2, 85, 4, 5, 63]) == 0 def test_rationalize(): from mpmath import cos, pi, mpf assert rationalize(cos(pi/3)) == S.Half assert rationalize(mpf("0.333333333333333")) == Rational(1, 3) assert rationalize(mpf("-0.333333333333333")) == Rational(-1, 3) assert rationalize(pi, maxcoeff = 250) == Rational(355, 113) def test_guess_generating_function_rational(): x = Symbol('x') assert guess_generating_function_rational([fibonacci(k) for k in range(5, 15)]) == ((3*x + 5)/(-x**2 - x + 1)) def test_guess_generating_function(): x = Symbol('x') assert guess_generating_function([fibonacci(k) for k in range(5, 15)])['ogf'] == ((3*x + 5)/(-x**2 - x + 1)) assert guess_generating_function( [1, 2, 5, 14, 41, 124, 383, 1200, 3799, 12122, 38919])['ogf'] == ( (1/(x**4 + 2*x**2 - 4*x + 1))**S.Half) assert guess_generating_function(sympify( "[3/2, 11/2, 0, -121/2, -363/2, 121, 4719/2, 11495/2, -8712, -178717/2]") )['ogf'] == (x + Rational(3, 2))/(11*x**2 - 3*x + 1) assert guess_generating_function([factorial(k) for k in range(12)], types=['egf'])['egf'] == 1/(-x + 1) assert guess_generating_function([k+1 for k in range(12)], types=['egf']) == {'egf': (x + 1)*exp(x), 'lgdegf': (x + 2)/(x + 1)} def test_guess(): i0, i1 = symbols('i0 i1') assert guess([1, 2, 6, 24, 120], evaluate=False) == [Product(i1 + 1, (i1, 1, i0 - 1))] assert guess([1, 2, 6, 24, 120]) == [RisingFactorial(2, i0 - 1)] assert guess([1, 2, 7, 42, 429, 7436, 218348, 10850216], niter=4) == [ 2**(i0 - 1)*(Rational(27, 16))**(i0**2/2 - 3*i0/2 + 1)*Product(RisingFactorial(Rational(5, 3), i1 - 1)*RisingFactorial(Rational(7, 3), i1 - 1)/(RisingFactorial(Rational(3, 2), i1 - 1)*RisingFactorial(Rational(5, 2), i1 - 1)), (i1, 1, i0 - 1))] assert guess([1, 0, 2]) == [] x, y = symbols('x y') assert guess([1, 2, 6, 24, 120], variables=[x, y]) == [RisingFactorial(2, x - 1)]