How can I get a list of the symbols in a sympy expression?
Solution 1
You can use:
f.free_symbols
which will return a set of all free symbols.
Example:
>>> import sympy
>>> x, y, z = sympy.symbols('x:z')
>>> f = sympy.exp(x + y) - sympy.sqrt(z)
>>> f.free_symbols
set([x, z, y])
Solution 2
A very useful attribute is atoms
x, y, z = sympy.symbols('x:z')
expr1 = sympy.exp(x + y) - sympy.sqrt(z)
display(expr1.free_symbols)
display(expr1.atoms(sympy.Symbol))
{𝑥,𝑦,𝑧}
{𝑥,𝑦,𝑧}
In addition to symbols, atoms
can extract other atoms, e.g.:
display(expr1.atoms(sympy.Function))
display(expr1.atoms(sympy.Number))
display(expr1.atoms(sympy.NumberSymbol))
display(expr1.atoms(sympy.function.AppliedUndef))
display(expr1.atoms(sympy.Mul))
display(expr1.atoms(sympy.Add))
(it's worth checking the output). Regarding the answer by gerrit
n = sympy.Symbol('n')
k2 = sympy.Sum(x, (n, 0, 10))
display(k2.free_symbols)
display(k2.variables)
display(k2.atoms(sympy.Symbol))
{𝑥}
[𝑛]
{𝑛,𝑥}
Solution 3
Note that JuniorCompressors answer only lists free variables.
If you have a Sum
, a Product
, an Integral
, or something similar, you may or may not want to additionally know the integration/summation variable using the .variables
attribute:
In [216]: (x, n) = sympy.symbols("x n")
In [217]: f = sympy.Sum(x, (n, 0, 10))
In [218]: f.free_symbols
Out[218]: {x}
In [219]: f.variables
Out[219]: [n]
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Michael A
Account manager for a medical device company with a side interest in statistics and software development.
Updated on January 22, 2020Comments
-
Michael A over 4 years
For example, if I run
import sympy x, y, z = sympy.symbols('x:z') f = sympy.exp(x + y) - sympy.sqrt(z)
is there any method of
f
that I can use to get a list or tuple ofsympy.Symbol
objects that the expression contains? I'd rather not have to parsesrepr(f)
or parse downward throughf.args
.In this case,
g.args[0].args[1].args[0]
gives meSymbol("z")
, whileg.args[1].args[0].args
gives me the tuple(Symbol("x"), Symbol("y"))
, but obviously these are expression-specific. -
gerrit over 7 yearsNote that this only returns free symbols. For example, for
Sum(T, (n, 1, N))/N
it returns{N, T}
, but notn
. -
MB-F about 7 yearsNote that the
variables
attribute is only available for these concrete expression types. For example, this fails:f = sympy.Sum(x, (n, 0, 10)) * 2
because nowf
is of typeMul
, which does not have the attribute.