A package to determine the values of generic classes through instances or subclasses
Project description
Python-Generics
Ever wondered how to do something like this?
from typing import Generic, TypeVar
T = TypeVar("T")
class MySuperClass(Generic[T]):
def get_my_type(self) -> type[T]:
return T # This does not work
class MySubType(MySuperClass[str]):
def use_my_type(self):
my_type = self.get_my_type() # This should return str
assert isinstance("Hello", my_type)
This package provides functionalities to resolve this issue i.e. to
determine the values of generic type variables in Python.
As of now, it only supports two functions: get_type_vars
and get_filled_type
.
These functions work also with pydantic generic models (only tested with pydantic > v2.3.0).
They also work with PEP 695 generic types.
The package has no dependencies itself.
Installation
The package is available on PyPI:
pip install python-generics
How to use (in your own application)
The get_type_vars
function returns a tuple of all type variables for a given generic type. The TypeVar
s are
determined by Generic
if the type is a subclass of Generic
. Otherwise, they are determined by the indexed
supertypes (the order of the returned tuple is the lexicographical in the list of the supertypes).
from typing import Generic, TypeVar
from generics import get_type_vars
T = TypeVar("T")
U = TypeVar("U")
V = TypeVar("V")
class A(Generic[T, U]):
pass
class B(A[T, U], Generic[U, T]):
pass
class C(B[T, U], A[T, V]):
pass
assert get_type_vars(A) == (T, U)
assert get_type_vars(B) == (U, T)
assert get_type_vars(C) == (T, U, V)
The get_filled_type
function determines for a single TypeVar
the value if defined somewhere.
To determine the value, you have to pass a type or an instance of a type that is a subclass of a generic type
of which you want to determine the value of the TypeVar
.
Instead of supplying the TypeVar
itself, you can define the integer position of the TypeVar
in the tuple of
TypeVar
s of the generic type.
from typing import Generic, TypeVar
from generics import get_filled_type
T = TypeVar("T")
U = TypeVar("U")
V = TypeVar("V")
class A(Generic[T, U]):
pass
class B(A[str, U]):
pass
assert get_filled_type(A[str, U], A, T) == str
assert get_filled_type(B[int](), A, 0) == str
The get_filled_type
function is especially useful if you have generic super types in which you want to determine
the value of a TypeVar
inside methods.
from typing import Generic, TypeVar, Any
from generics import get_filled_type
T = TypeVar("T")
class MySuperType(Generic[T]):
def get_type(self) -> Any:
return get_filled_type(self, MySuperType, 0)
class MySubType(MySuperType[str]):
pass
assert MySubType().get_type() == str
Limitations
Due to how generics are implemented in Python, it is not possible to
determine the value of a TypeVar
inside the constructor. This would require
some stack trace analysis and is currently not implemented in this project.
However, for most scenarios there is an easy workaround for this.
What does not work:
from generics import get_filled_type
class MySuperType[T]:
def __init__(self):
self.my_type = get_filled_type(self, MySuperType, 0)
# This will raise a TypeError with something like
# "The value of the TypeVar is undefined"
_ = MySuperType[str]()
But instead, you can do this:
from generics import get_filled_type
class MySuperType[T]:
def __init__(self):
self._my_type: type[T] | None = None
@property
def my_type(self) -> type[T]:
if self._my_type is None:
self._my_type = get_filled_type(self, MySuperType, 0)
return self._my_type
instance = MySuperType[str]()
assert instance.my_type is str
Note that the property will only resolve after the constructor has been called i.e. the object has been created. You cannot use it inside the constructor.
How to use this Repository on Your Machine (as a developer)
Follow the instructions in our Python template repository.
Contribute
You are very welcome to contribute to this template repository by opening a pull request against the main branch.
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