CODEWITHSUNDEEP
pythonpython-typingunion-types
Jacopofar
Jacopofar

Reputation: 3507

How to check a variable against Union type during runtime?

I'm trying to write a function decorator that uses Python 3.6's type hints to check that a dictionary of arguments respects the type hints and if not raise an error with a clear description of the problem, to be used for HTTP APIs.

The problem is that when the function has a parameter using the Union type I can't check a variable against it at runtime.

For example, I have this function

from typing import Union
def bark(myname: str, descr: Union[int, str], mynum: int = 3) -> str:
    return descr + myname * mynum

I can do:

isinstance('Arnold', bark.__annotations__['myname'])

But not:

isinstance(3, bark.__annotations__['descr'])

Because Union cannot be used with isinstance or issubclass.

I couldn't find a way to check it using the type object. I tried to implement the check by myself but while bark.__annotations__['descr'] is shown as typing.Union[int, str] in the REPL I can't access the list of the types at runtime, if not using the ugly hack of examining bark.__annotations__['descr'].__repr__().

Is there a proper way to access this information? Or is it deliberately intended to not be easily accessible at runtime?

Upvotes: 69

Views: 54535

Answers (6)

fixmycode
fixmycode

Reputation: 8506

If you stumble with this question and you're in Python 3.12 or above, you can use the __value__ property to compare against Unions.

type StrOrInt = str | int

assert isinstance(4, StrOrInt.__value__)
assert isinstance('abc', StrOrInt.__value__)
assert not isinstance(4.2, StrOrInt.__value__)

Upvotes: 0

Frank
Frank

Reputation: 1785

In Python 3.8 and later, the approach suggested by MSeifert and Richard Xia can be improved by not using the undocumented attributes __origin__ and __args__. This functionality is provided by the new functions typing.get_args(tp) and typing.get_origin(tp):

>> from typing import Union, get_origin, get_args
>> x = Union[int, str]
>> get_origin(x), get_args(x)
(typing.Union, (<class 'int'>, <class 'str'>))
>> get_origin(x) is Union
True
>> isinstance(3, get_args(x))
True
>> isinstance('a', get_args(x))
True
>> isinstance([], get_args(x))
False

Upvotes: 100

Alex
Alex

Reputation: 6047

I guess that Union is not a type itself, but a description of a type.

But we can request the type simply by using type(Union) (also works in 2.7)

>>> from typing import Union
>>> type(Union)
typing.Union
>>> x = Union[int, str]
>>> isinstance(x, type(Union))
True

Upvotes: -1

Jindra Helcl
Jindra Helcl

Reputation: 3736

You can use the typeguard module which can be installed with pip. It provides you with a function check_argument_types or a function decorator @typechecked. which should do your runtime type checking for you: https://github.com/agronholm/typeguard

from typing import Union
from typeguard import check_argument_types, typechecked

def check_and_do_stuff(a: Union[str, int]) -> None:
    check_argument_types() 
    # do stuff ...

@typechecked
def check_decorator(a: Union[str, int]) -> None:
    # do stuff ...

check_and_do_stuff("hello")
check_and_do_stuff(42)
check_and_do_stuff(3.14)  # raises TypeError

If you want to check a type of a single variable for a different reason, you can use typeguard's check_type function directly:

from typing import Union
from typeguard import check_type

MyType = Union[str, int]

check_type("arg", "string", MyType, None)  # OK
check_type("arg", 42, MyType, None)  # OK
check_type("arg", 3.5, MyType, None)  # raises TypeError

The "arg" and None arguments are unused in this example. Note that the check_type function is not documented as a public function of this module so its API may be subject to change.

Upvotes: 11

Richard Xia
Richard Xia

Reputation: 694

The existing accepted answer by MSeifert (https://stackoverflow.com/a/45959000/7433423) does not distinguish Unions from other generic types, and it is difficult to determine at runtime whether a type annotation is a Union or some other generic type like Mapping due to the behavior of isinstance() and issubclass() on parameterized Union types.

It appears that generic types will have an undocumented __origin__ attribute which will contain a reference to the original generic type used to create it. Once you have confirmed that the type annotation is a parameterized Union, you can then use the also undocumented __args__ attribute to get the type parameters.

>>> from typing import Union
>>> type_anno = Union[int, str]
>>> type_anno.__origin__ is Union
True
>>> isinstance(3, type_anno.__args__)
True
>>> isinstance('a', type_anno.__args__)
True

Upvotes: 25

MSeifert
MSeifert

Reputation: 152735

You could use the __args__ attribute of Union which holds a tuple of the "possible contents:

>>> from typing import Union

>>> x = Union[int, str]
>>> x.__args__
(int, str)
>>> isinstance(3, x.__args__)
True
>>> isinstance('a', x.__args__)
True

The __args__ argument is not documented so it could be considered "messing with implementation details" but it seems like a better way than parsing the repr.

Upvotes: 33

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