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from sympy.core import Function, Pow, sympify 

from sympy.polys import Poly, decompose 

 

 

def decompogen(f, symbol): 

""" 

Computes General functional decomposition of ``f``. 

Given an expression ``f``, returns a list ``[f_1, f_2, ..., f_n]``, 

where:: 

f = f_1 o f_2 o ... f_n = f_1(f_2(... f_n)) 

 

Note: This is a General decomposition function. It also decomposes 

Polynomials. For only Polynomial decomposition see ``decompose`` in polys. 

 

Examples 

======== 

 

>>> from sympy.solvers.decompogen import decompogen 

>>> from sympy.abc import x 

>>> from sympy import sqrt, sin, cos 

>>> decompogen(sin(cos(x)), x) 

[sin(x), cos(x)] 

>>> decompogen(sin(x)**2 + sin(x) + 1, x) 

[x**2 + x + 1, sin(x)] 

>>> decompogen(sqrt(6*x**2 - 5), x) 

[sqrt(x), 6*x**2 - 5] 

>>> decompogen(sin(sqrt(cos(x**2 + 1))), x) 

[sin(x), sqrt(x), cos(x), x**2 + 1] 

>>> decompogen(x**4 + 2*x**3 - x - 1, x) 

[x**2 - x - 1, x**2 + x] 

 

""" 

f = sympify(f) 

result = [] 

 

# ===== Simple Functions ===== # 

if isinstance(f, (Function, Pow)): 

if f.args[0] == symbol: 

return [f] 

result += [f.subs(f.args[0], symbol)] + decompogen(f.args[0], symbol) 

return result 

 

# ===== Convert to Polynomial ===== # 

fp = Poly(f) 

gens = list(filter(lambda x: symbol in x.free_symbols , fp.gens)) 

 

if len(gens) == 1 and gens[0] != symbol: 

f1 = f.subs(gens[0], symbol) 

f2 = gens[0] 

result += [f1] + decompogen(f2, symbol) 

return result 

 

# ===== Polynomial decompose() ====== # 

try: 

result += decompose(f) 

return result 

except ValueError: 

return [f] 

 

 

def compogen(g_s, symbol): 

""" 

Returns the composition of functions. 

Given a list of functions ``g_s``, returns their composition ``f``, 

where: 

f = g_1 o g_2 o .. o g_n 

 

Note: This is a General composition function. It also composes Polynomials. 

For only Polynomial composition see ``compose`` in polys. 

 

Examples 

======== 

 

>>> from sympy.solvers.decompogen import compogen 

>>> from sympy.abc import x 

>>> from sympy import sqrt, sin, cos 

>>> compogen([sin(x), cos(x)], x) 

sin(cos(x)) 

>>> compogen([x**2 + x + 1, sin(x)], x) 

sin(x)**2 + sin(x) + 1 

>>> compogen([sqrt(x), 6*x**2 - 5], x) 

sqrt(6*x**2 - 5) 

>>> compogen([sin(x), sqrt(x), cos(x), x**2 + 1], x) 

sin(sqrt(cos(x**2 + 1))) 

>>> compogen([x**2 - x - 1, x**2 + x], x) 

-x**2 - x + (x**2 + x)**2 - 1 

""" 

if len(g_s) == 1: 

return g_s[0] 

 

foo = g_s[0].subs(symbol, g_s[1]) 

 

if len(g_s) == 2: 

return foo 

 

return compogen([foo] + g_s[2:], symbol)