Using the Python function syntax def f(**kwargs)
, in the function a keyword argument dictionary kwargs
is created, and dictionaries are mutable, so the question is, if I modify the kwargs
dictionary, is it possible that I might have some effect outside the scope of my function?
From my understanding of how dictionary unpacking and keyword argument packing works, I don't see any reason to believe it might be unsafe, and it seems to me that there is no danger of this in Python 3.6:
def f(**kwargs):
kwargs['demo'] = 9
if __name__ == '__main__':
demo = 4
f(demo=demo)
print(demo) # 4
kwargs = {}
f(**kwargs)
print(kwargs) # {}
kwargs['demo'] = 4
f(**kwargs)
print(kwargs) # {'demo': 4}
However, is this implementation-specific, or is it part of the Python spec? Am I overlooking any situation or implementation where (barring modifications to arguments which are themselves mutable, like kwargs['somelist'].append(3)
) this sort of modification might be a problem?
Use the Python **kwargs parameter to allow the function to accept a variable number of keyword arguments. Inside the function, the kwargs argument is a dictionary that contains all keyword arguments as its name-value pairs. Precede double stars ( ** ) to a dictionary argument to pass it to **kwargs parameter.
Kwargs allow you to pass keyword arguments to a function. They are used when you are not sure of the number of keyword arguments that will be passed in the function. Kwargs can be used for unpacking dictionary key, value pairs.
Yes, it means "keyword arguments", but kwargs is not actually a reserved word. It is just the idiomatic thing to call the argument that collects all the unused keyword arguments.
Avoid them if possible. Note that args and kwargs are just named by convention. You can name them whatever you like. It is the asterisks * and ** that make them powerful.
It is always safe. As the spec says
If the form “**identifier” is present, it is initialized to a new ordered mapping receiving any excess keyword arguments, defaulting to a new empty mapping of the same type.
Emphasis added.
You are always guaranteed to get a new mapping-object inside the callable. See this example
def f(**kwargs):
print((id(kwargs), kwargs))
kwargs = {'foo': 'bar'}
print(id(kwargs))
# 140185018984344
f(**kwargs)
# (140185036822856, {'foo': 'bar'})
So, although f
may modify an object that is passed via **
, it can't modify the caller's **
-object itself.
Update: Since you asked about corner cases, here is a special hell for you that does in fact modify the caller's kwargs
:
def f(**kwargs):
kwargs['recursive!']['recursive!'] = 'Look ma, recursive!'
kwargs = {}
kwargs['recursive!'] = kwargs
f(**kwargs)
assert kwargs['recursive!'] == 'Look ma, recursive!'
This you probably won't see in the wild, though.
For Python-level code, the kwargs
dict inside a function will always be a new dict.
For C extensions, though, watch out. The C API version of kwargs
will sometimes pass a dict through directly. In previous versions, it would even pass dict subclasses through directly, leading to the bug (now fixed) where
'{a}'.format(**collections.defaultdict(int))
would produce '0'
instead of raising a KeyError
.
If you ever have to write C extensions, possibly including Cython, don't try to modify the kwargs
equivalent, and watch out for dict subclasses on old Python versions.
Both of above answers are correct in stating that technically, mutating kwargs
will never have an effect on the parent scopes.
But... that's not the end of the story. It is possible for a reference to kwargs
to be shared outside of the function scope, and then you run into all the usual shared mutated state problems that you'd expect.
def create_classes(**kwargs):
class Class1:
def __init__(self):
self.options = kwargs
class Class2:
def __init__(self):
self.options = kwargs
return (Class1, Class2)
Class1, Class2 = create_classes(a=1, b=2)
a = Class1()
b = Class2()
a.options['c'] = 3
print(b.options)
# {'a': 1, 'b': 2, 'c': 3}
# other class's options are mutated because we forgot to copy kwargs
Technically this answers your question, since sharing a reference to mutable
kwargs does lead to effects outside of the function scope's.
I've been bitten multiple times by this in production code, and it's something that I explicitly watch out for now, both in my own code and when reviewing others. The mistake is obvious in my contrived example above, but it's much sneakier in real code when creating factory funcs that share some common options.
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